Tech AI Impact Analysis

Work. Reinvented: What Your Data Tells You

To reinvent your workforce and embrace AI, these are the key steps to take—and here’s what your data reveals about your jobs and work:

See your jobs and work broken down into tasks to understand what is actually being done.
Identify where AI can drive value based on maturity, ROI, and applicability.
Determine the right AI solution for each task: out-of-the-box, configuration, or design and build.
Understand the workforce impact so you can plan and lead responsible transformation.

Click to see all roles:

Software Engineer

Grade:: L3
Headcount:: 100
Band:: $180,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	41.49% of total work is ready for automation
Annual Salary Exposure	$18,000,000 across analyzed roles
Total Potential Savings	$7,467,750 unlocked by automating tasks
Operational Efficiency Index (OEI)	30.53% potential impact on overall operational efficiency
Velocity of Output (VOI)	23.45% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	11.05% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	6.8 months until Benefits visible after initial deployment

Tasks

Write product or system development code to create functional software features.	40%	18.80%	$1.35M

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please assist me by generating sample code snippets or completing boilerplate code for the feature I'm developing in my IDE.
Copilot Prompt Coach	Prompt: help me write clearer coding prompts to improve the accuracy of AI-generated code suggestions during development.
Copilot Writing Coach	Prompt: assist in drafting clear, structured inline code comments and documentation for newly written code.
Configured Workflow
GitHub Copilot Coding Agent	Autonomously generates and completes code snippets, including boilerplate and routine functions, to accelerate coding tasks.
Copilot Prompt Coach	Guides users to craft effective code generation prompts to improve the quality and relevance of AI-generated code.
Facilitator Agent (Teams)	Supports team collaboration by capturing design decisions and action items during coding sessions to maintain alignment.
Copilot Agent
Conversational Design Step	Prompt the user for feature requirements, preferred programming language, and context to generate or complete code snippets interactively.
Tools/Data Integration Step	Integrate with GitHub repositories and GitHub Copilot Coding Agent for autonomous code generation and version control workflows.
AI Processing/Output Format Step	Use AI to generate code that fulfills user input criteria, auto-complete functions, add tests, and create pull requests for review.

Skills

General
Human
Technology

Programming Proficiency
Problem Solving
Software Development Lifecycle Knowledge
Attention to Detail
Collaboration
Adaptability
Version Control Systems
Programming Languages
Integrated Development Environments (IDEs)

Participate in or lead design reviews to evaluate and select suitable technologies.	15%	2.26%	$61K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize current market trends and technology evaluations relevant to the design options under review.
Facilitator Agent (Teams)	Prompt: generate meeting notes, action items, and technology pros/cons discussed during design review sessions.
Copilot Writing Coach	Prompt: draft clear, concise summaries and recommendations from design review discussions for sharing with stakeholders.
Configured Workflow
Copilot Researcher Agent	Performs research on emerging technologies and architectural best practices to supply evidence-based insights for reviews.
Facilitator Agent (Teams)	Generates meeting notes, tracks decisions, and action items during design review sessions to improve collaboration.
Knowledge Agent (SharePoint)	Surfaces and organizes relevant prior architecture documentation and decisions to inform evaluation and selection.
Copilot Agent
Conversational Design Step	Guide users through a structured questionnaire to capture project requirements and technology options for evaluation.
Tools/Data Integration Step	Connect to internal architectural documentation libraries and external knowledge sources via Copilot Researcher Agent.
AI Processing/Output Format Step	Generate comparative analyses, technology pros/cons, and recommendation summaries to support review discussions.

Skills

General
Human
Technology

Systems Design
Technical Evaluation
Decision Making
Effective Communication
Collaboration and Teamwork
Leadership
Software Architecture
Technology Evaluation Frameworks
Version Control Systems

Review code developed by other engineers and provide feedback to ensure quality and best practices.	50%	7.52%	$677K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: help identify bugs or style inconsistencies in this code and suggest improvements inline.
Copilot Writing Coach	Prompt: draft clear and constructive review feedback messages for code changes submitted by peers.
Facilitator Agent (Teams)	Prompt: summarize key review points and action items from code review meetings automatically.
Configured Workflow
GitHub Copilot Coding Agent	Automatically reviews assigned pull requests, suggests improvements, fixes bugs, and adds test coverage for quality assurance.
SonarQube	Performs static code analysis detecting code smells, vulnerabilities, and adherence to best practices to enhance feedback quality.
Copilot Writing Coach	Assists in drafting clear, professional code review comments and feedback to improve communication effectiveness.
Copilot Agent
Conversational Design Step	Collect code pull request links or snippets and clarify focus areas like security, style, or performance for targeted review feedback.
Tools/Data Integration Step	Integrate with code repositories and static analysis tools such as DeepCode (Snyk) and SonarQube for real-time code quality data.
AI Processing/Output Format Step	Provide AI-generated detailed feedback reports highlighting bugs, style inconsistencies, and adherence to best practices.

Skills

General
Human
Technology

Code Review Expertise
Software Quality Assurance
Knowledge of Software Development Best Practices
Attention to Detail
Constructive Communication
Collaboration
Version Control Systems
Programming Languages Proficiency
Static Analysis Tools

Contribute to and update technical documentation and educational content based on product updates.	60%	2.26%	$244K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: generate and refine technical documentation drafts based on recent code changes or release notes.
Copilot Researcher Agent	Prompt: summarize product updates and related knowledge from internal sources to include in documentation.
Knowledge Agent (SharePoint)	Prompt: organize and update documentation files on SharePoint to keep content current and easily discoverable.
Configured Workflow
Copilot Researcher Agent	Summarizes multi-source product updates and changes to generate initial content drafts for documentation.
Copilot Writing Coach	Refines documentation drafts by improving clarity, tone, grammar, and structure tuned for target audiences.
Knowledge Agent (SharePoint)	Organizes, indexes, and ensures documentation is discoverable and maintained with accurate versioning within SharePoint.
Copilot Agent
Conversational Design Step	Prompt users to upload code changes, changelogs, or feature descriptions and specify documentation scope and audience.
Tools/Data Integration Step	Connect to code repositories, changelog files, and documentation platforms compatible with GPT-based generation tools.
AI Processing/Output Format Step	Automatically generate or update technical documents, tutorials, and release notes using AI natural language generation models.

Skills

General
Human
Technology

Technical Writing
Product Knowledge
Information Structuring
Attention to Detail
Effective Communication
Collaboration
Feedback Integration
Documentation Tools Proficiency
Version Control Systems
Basic Programming or Markup Languages

Triage product or system issues by analyzing root causes and resolving defects impacting product operations.	45%	7.52%	$609K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: capture and summarize root cause analysis discussions and incident action plans during team meetings.
Copilot Researcher Agent	Prompt: gather and correlate error log patterns and known issue documents to assist troubleshooting.
Copilot Writing Coach	Prompt: draft clear incident reports and post-mortem documentation based on issue analysis and resolutions.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates incident triage and health checks by analyzing telemetry and logs to identify potential root causes.
Copilot Analyst Agent	Analyzes structured and unstructured operational data to generate insights and diagnostics for issue resolution support.
Facilitator Agent (Teams)	Captures incident response meeting notes, decision points, and action items for coordinated resolution efforts.
Copilot Agent
Conversational Design Step	Collect issue descriptions, system logs, and error codes from users to begin diagnostic analysis.
Tools/Data Integration Step	Access monitoring tools and log management platforms like Datadog and Sentry for aggregating relevant telemetry data.
AI Processing/Output Format Step	Use AI to correlate error patterns, identify root causes, and suggest prioritized remediation actions.

Skills

General
Human
Technology

Root Cause Analysis
Defect Resolution
Systematic Problem Solving
Critical Thinking
Effective Communication
Collaboration
Attention to Detail
Debugging Tools
Monitoring and Logging Systems
Version Control Systems
Software Development Lifecycle (SDLC)

Design software solutions and system architectures to fulfill project requirements effectively.	20%	2.26%	$81K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: research and summarize relevant architectural patterns and technology options for the solution design.
Copilot Visual Creator	Prompt: generate diagrams and visual concepts of proposed system architectures from natural language descriptions.
Facilitator Agent (Teams)	Prompt: document design discussion outcomes and decisions made during architecture review meetings.
Configured Workflow
Copilot Researcher Agent	Researches architectural patterns and technologies, summarizing best practices relevant to project requirements.
Knowledge Agent (SharePoint)	Provides access to existing architecture blueprints and prior solution documents to inform design choices.
Copilot Visual Creator	Transforms natural language descriptions into architectural diagrams and visual concepts to aid design communication.
Copilot Agent
Conversational Design Step	Engage users to specify system requirements, constraints, and design preferences through stepwise dialogue.
Tools/Data Integration Step	Integrate with architectural knowledge bases and modeling tools like IBM Watson and Azure Architect Toolkit for leveraging guidance data.
AI Processing/Output Format Step	Generate initial architecture models, design patterns, and tradeoff analyses to assist human architects in decision making.

Skills

General
Human
Technology

System Design
Requirements Analysis
Problem Solving
Communication
Collaboration
Attention to Detail
Software Architecture Frameworks
Modeling and Diagramming Tools
Programming Languages

Develop new software features and modules primarily using Java or Kotlin programming languages.	40%	18.80%	$1.35M

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: assist with writing Java or Kotlin code by providing suggestions, completing functions, and generating tests.
Copilot Prompt Coach	Prompt: improve my prompts to the coding assistant to make the generated Java/Kotlin code more accurate and relevant.
Copilot Writing Coach	Prompt: help me write meaningful code comments and descriptions to accompany newly developed features.
Configured Workflow
GitHub Copilot Coding Agent	Accelerates feature development by auto-completing Java/Kotlin code and generating related test cases.
Copilot Prompt Coach	Improves code generation by helping craft precise prompts tailored for Java/Kotlin language constructs.
Facilitator Agent (Teams)	Captures feature development progress and team collaboration details during sprint meetings and stand-ups.
Copilot Agent
Conversational Design Step	Gather detailed feature specs, language preference (Java/Kotlin), and coding standards before generating code proposals.
Tools/Data Integration Step	Connect with project source code repositories and GitHub Copilot Coding Agent for assisted code generation and completion.
AI Processing/Output Format Step	Produce optimized, syntax-correct Java or Kotlin code snippets, including tests and documentation suggestions.

Skills

General
Human
Technology

Programming Proficiency
Software Design and Architecture
Problem Solving
Communication Skills
Attention to Detail
Teamwork
Java Programming Language
Kotlin Programming Language
Integrated Development Environments (IDEs)

Test software components to ensure functionality, reliability, and performance before release.	60%	2.26%	$244K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: generate test case descriptions and clear test documentation based on feature requirements.
Facilitator Agent (Teams)	Prompt: capture and summarize testing feedback and defect prioritization during test review meetings.
Copilot Researcher Agent	Prompt: research best practices and test automation recommendations for the components under test.
Configured Workflow
GitHub Copilot Coding Agent	Generates unit and integration test code automatically, reducing manual effort in test creation.
Facilitator Agent (Teams)	Documents test planning meetings, action items, and tracks test coverage discussions collaboratively.
Copilot Analyst Agent	Analyzes test results and performance data to identify trends and potential failure points before release.
Copilot Agent
Conversational Design Step	Prompt users to describe functionalities to test, acceptance criteria, and preferred testing frameworks or types.
Tools/Data Integration Step	Integrate with test automation tools and AI-driven testing platforms like Mabl and Testim for test case generation and execution.
AI Processing/Output Format Step	Automatically generate, adapt, and maintain test scripts and provide test result analytics with AI-suggested improvements.

Skills

General
Human
Technology

Software Testing Methodologies
Defect Identification and Debugging
Test Plan and Case Development
Attention to Detail
Communication Skills
Collaboration and Teamwork
Automated Testing Tools
Software Development Lifecycle (SDLC)
Performance Testing Frameworks

Deploy software releases and monitor production systems for stability and performance.	55%	2.26%	$224K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: summarize deployment progress, incidents, and action items during release coordination meetings.
Copilot Researcher Agent	Prompt: compile monitoring reports and system performance insights from production telemetry data.
Copilot Writing Coach	Prompt: draft deployment runbooks and post-release reports capturing status and issues encountered.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates deployment pipeline health checks and incident triage during release processes to ensure stability.
Copilot Analyst Agent	Monitors production telemetry and generates alerts/insights to facilitate proactive performance management.
Facilitator Agent (Teams)	Records deployment meeting outcomes and coordinates follow-up tasks during post-release reviews.
Copilot Agent
Conversational Design Step	Collect deployment parameters, environment targets, and monitoring preferences via an intuitive guided dialog.
Tools/Data Integration Step	Connect to continuous integration/deployment pipeline tools and monitoring services like Jenkins X, Datadog, and PagerDuty.
AI Processing/Output Format Step	Orchestrate automated deployments, generate health reports, and proactively detect anomalies or performance deviations.

Skills

General
Human
Technology

Release Management
System Monitoring and Troubleshooting
Performance Optimization
Problem-Solving
Communication
Attention to Detail
Continuous Integration/Continuous Deployment (CI/CD) Tools
Cloud Computing Platforms
Monitoring and Alerting Systems
Version Control Systems

Maintain and enhance existing software solutions to improve performance and user experience.	35%	7.52%	$474K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: suggest code refactoring and performance improvements for existing code sections.
Copilot Writing Coach	Prompt: assist in updating change logs and user documentation to reflect enhancements.
Copilot Researcher Agent	Prompt: gather insights on common performance bottlenecks and UX best practices relevant to our solution.
Configured Workflow
GitHub Copilot Coding Agent	Suggests code refactorings, performance improvements and bug fixes to optimize existing software.
Copilot Analyst Agent	Analyzes usage telemetry and performance metrics to identify areas for enhancement.
Copilot Writing Coach	Assists in drafting release notes and user communication regarding maintenance and feature improvements.
Copilot Agent
Conversational Design Step	Prompt users to specify areas for enhancement, performance goals, and any user feedback or bug reports relevant to improvements.
Tools/Data Integration Step	Access code repositories and performance monitoring tools such as SonarQube and New Relic for diagnostics and metrics.
AI Processing/Output Format Step	Generate refactoring suggestions, performance optimizations, and user experience improvements with AI validation output.

Skills

General
Human
Technology

Software Maintenance
Performance Optimization
User Experience (UX) Understanding
Problem-Solving
Collaboration
Communication
Programming Languages
Software Development Lifecycle (SDLC)
Version Control Systems
Debugging and Testing Tools

Analyze performance and debug issues involving large-scale systems and their dependencies.	50%	7.52%	$677K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: analyze logs and summarize identified performance issues and potential root causes.
Facilitator Agent (Teams)	Prompt: document debugging session discussions and agreed next steps with the engineering team.
Copilot Writing Coach	Prompt: draft clear technical reports summarizing findings from performance analysis activities.
Configured Workflow
Copilot Analyst Agent	Correlates telemetry and logs from distributed systems to pinpoint performance bottlenecks and error sources.
Microsoft Security Copilot: IT Operations Agent	Automates routine performance checks and incident analysis across system dependencies for faster debugging.
Facilitator Agent (Teams)	Documents debugging sessions and assigns next steps to resolve complex system issues.
Copilot Agent
Conversational Design Step	Collect specific performance issues, system components involved, and error symptoms through user interaction.
Tools/Data Integration Step	Connect to telemetry and APM platforms like Dynatrace, Datadog, and Splunk for large-scale system monitoring data.
AI Processing/Output Format Step	Use AI to detect anomalies, trace dependencies, and produce detailed diagnostics with root cause hypotheses.

Skills

General
Human
Technology

System Analysis
Problem Solving
Debugging Techniques
Communication Skills
Attention to Detail
Collaboration
Distributed Systems
Performance Monitoring Tools
Programming and Scripting Languages

Participate in collaborative code reviews and provide constructive feedback to improve team output.	45%	7.52%	$609K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: analyze pull requests and suggest improvements or identify potential issues in others' code.
Copilot Writing Coach	Prompt: help me articulate balanced and specific review comments for peers effectively.
Facilitator Agent (Teams)	Prompt: summarize code review meeting discussions and track agreed remedial actions.
Configured Workflow
GitHub Copilot Coding Agent	Automates baseline code analysis on pull requests, highlighting bugs and style issues to streamline reviews.
SonarQube	Provides continuous quality checks and security vulnerability detection to back up reviewer feedback.
Copilot Writing Coach	Enhances the clarity and professionalism of review comments and suggestions to facilitate constructive feedback.
Copilot Agent
Conversational Design Step	Guide reviewers to input code snippets or PR references, highlight focus areas, and provide feedback context.
Tools/Data Integration Step	Integrate with code repositories and AI static analysis tools including DeepCode (Snyk) and Codacy for baseline review data.
AI Processing/Output Format Step	Generate AI-enhanced review suggestions addressing style, security, and correctness to augment human feedback.

Skills

General
Human
Technology

Code Review Techniques
Software Development Life Cycle (SDLC) Knowledge
Attention to Detail
Constructive Communication
Teamwork and Collaboration
Empathy
Version Control Systems
Programming Languages
Code Review Tools and Platforms

Create and update technical documentation and educational resources reflecting product changes.	60%	2.26%	$244K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: draft updated technical manuals and tutorials from the latest product enhancement details.
Copilot Researcher Agent	Prompt: collect and contextualize information from code changes and internal knowledge bases for documentation.
Knowledge Agent (SharePoint)	Prompt: organize and maintain documentation repositories ensuring up-to-date and easy access to resources.
Configured Workflow
Copilot Researcher Agent	Aggregates and summarizes codebase changes and product updates into initial documentation drafts.
Copilot Writing Coach	Improves the quality and readability of technical documents for diverse audience comprehension.
Knowledge Agent (SharePoint)	Manages documentation lifecycle, ensuring content is current, discoverable, and governed appropriately.
Copilot Agent
Conversational Design Step	Prompt users to provide source change information and target audience to tailor documentation scope and depth.
Tools/Data Integration Step	Access software repositories, changelogs, and documentation systems integrated with GPT-based document generation agents.
AI Processing/Output Format Step	Automate the drafting and updating of guides, FAQs, and tutorials using natural language generation models.

Skills

General
Human
Technology

Technical Writing
Product Knowledge
Information Organization
Attention to Detail
Communication Skills
Collaboration
Adaptability
Content Management Systems (CMS)
Markup and Documentation Languages
Product Lifecycle Management Tools

Collaborate with cross-functional teams to align engineering efforts with product and business goals.	20%	2.26%	$81K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: generate meeting summaries, key alignment points, and action items during cross-team sessions.
Copilot Writing Coach	Prompt: draft clear communication updates and alignment emails to share engineering progress and blockers.
Knowledge Agent (SharePoint)	Prompt: curate and link relevant project documents and communications for team visibility and reference.
Configured Workflow
Facilitator Agent (Teams)	Captures meeting notes, action items, and progress updates during cross-team collaboration sessions.
Copilot Analyst Agent	Analyzes project data and provides insights to support alignment of engineering deliverables with business objectives.
Project Manager Agent (Planner)	Creates and manages structured project plans and task assignments to coordinate engineering efforts effectively.
Copilot Agent
Conversational Design Step	Collect meeting agendas, participant inputs, and alignment goals via conversational prompts during collaboration sessions.
Tools/Data Integration Step	Integrate with Microsoft Teams, Outlook, and project management tools like Jira or Asana for scheduling and data gathering.
AI Processing/Output Format Step	Summarize meeting notes, track action items, and generate alignment briefs to facilitate cross-team coordination.

Skills

General
Human
Technology

Product Lifecycle Understanding
Requirements Analysis
Project Management
Effective Communication
Collaboration
Stakeholder Management
Agile Methodologies
Collaboration Tools
Systems Thinking

Identify, evaluate, and propose innovative technologies or methodologies to enhance product engineering.	10%	2.26%	$41K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: perform open-ended research to summarize emerging technology trends and industry best practices relevant to our domain.
Copilot Idea Coach	Prompt: help brainstorm and cluster innovative ideas and methodologies to improve engineering workflows.
Copilot Writing Coach	Prompt: draft proposals and briefing documents outlining the benefits and risks of adopting new technologies.
Configured Workflow
Copilot Researcher Agent	Performs open-ended web and internal research to summarize emerging trends and best practices with citations.
Copilot Idea Coach	Facilitates idea clustering and refinement to explore and evaluate new technology proposals effectively.
Knowledge Agent (SharePoint)	Curates and organizes innovation resources and relevant prior evaluations for easy reference and decision-making.
Copilot Agent
Conversational Design Step	Engage users to specify focus areas or challenges where innovation is desired and define evaluation criteria.
Tools/Data Integration Step	Access internal knowledge bases and external research resources using Copilot Researcher Agent for trend discovery.
AI Processing/Output Format Step	Produce summarized market trend reports, technology comparisons, and innovation opportunity briefs.

Skills

General
Human
Technology

Technology Research and Analysis
Innovation Management
Systems Thinking
Communication Skills
Collaboration
Critical Thinking
Emerging Technology Platforms
Software Development Methodologies
Prototyping and Experimentation Tools

Mentor junior engineers by providing technical guidance and fostering knowledge sharing.	10%	0.75%	$14K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: recommend tailored learning paths and resources to support junior engineersâ€™ skill development.
Copilot Writing Coach	Prompt: help draft clear technical guidance documents and mentorship feedback for junior team members.
Community Agent (Viva Engage)	Prompt: facilitate Q&A and knowledge sharing within engineering communities by providing curated answers and resources.
Configured Workflow
Copilot Learning Coach	Recommends personalized learning paths and summarizes technical content to support junior engineer development.
Community Agent (Viva Engage)	Engages in knowledge sharing communities by answering technical questions and boosting peer collaboration.
Copilot Writing Coach	Assists mentors in drafting clear and constructive coaching feedback and educational materials.
Copilot Agent
Conversational Design Step	Prompt mentoring goals, specific skills gaps, and questions to tailor learning paths and guidance content.
Tools/Data Integration Step	Integrate with learning platforms like Viva Learning Copilot and internal knowledge repositories for resource aggregation.
AI Processing/Output Format Step	Recommend targeted learning content, generate FAQs, and produce adaptive guidance based on mentee progress.

Skills

General
Human
Technology

Technical Expertise
Instructional Ability
Code Review and Quality Assurance
Effective Communication
Empathy
Leadership
Collaboration Tools
Software Development Lifecycle (SDLC)
Programming Languages

Monitor and enforce compliance with coding standards and security protocols within the engineering team.	50%	2.26%	$203K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: automatically analyze code changes for adherence to coding standards and flag security risks.
Copilot Writing Coach	Prompt: draft clear feedback and guidelines when enforcing coding and security standards with the team.
Facilitator Agent (Teams)	Prompt: summarize compliance review meetings and actions needed to address coding standard violations.
Configured Workflow
SonarQube	Continuously scans code bases for coding standards violations and security vulnerabilities to ensure compliance.
GitHub Copilot Coding Agent	Suggests remediations and secure coding fixes to non-compliant or vulnerable code on pull requests.
Microsoft Security Copilot: Alert Triage Agent	Prioritizes and summarizes security alerts related to source code and repositories to focus compliance efforts.
Copilot Agent
Conversational Design Step	Collect coding standards, security policies, and recent code submissions for automated compliance analysis.
Tools/Data Integration Step	Connect to static analysis tools like SonarQube, Snyk, and security scanning platforms for continuous code inspection.
AI Processing/Output Format Step	Generate compliance reports highlighting deviations and security vulnerabilities with actionable remediation advice.

Skills

General
Human
Technology

Understanding of Coding Standards
Knowledge of Security Protocols
Code Review and Quality Assurance
Attention to Detail
Communication Skills
Leadership and Influence
Version Control Systems
Static Code Analysis Tools
Secure Software Development Lifecycle (SDLC)

Coordinate incident response activities during critical system failures to restore service rapidly.	40%	0.75%	$54K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: capture real-time incident meeting notes, decisions, and assigned action items for rapid response coordination.
Copilot Researcher Agent	Prompt: summarize historical incident data and recommended remediation steps to expedite resolution efforts.
Copilot Writing Coach	Prompt: draft incident reports and communication messages to stakeholders describing status and impact.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates alert triage, incident diagnosis, and recommends remediation steps to accelerate response times.
Facilitator Agent (Teams)	Records incident management meetings, tracks actions, and ensures clear communication across teams.
Copilot Analyst Agent	Analyzes historical incident data to provide insights and actionable recommendations for future prevention.
Copilot Agent
Conversational Design Step	Capture incident details, impact scope, and priority via conversational prompts to initiate a coordinated response plan.
Tools/Data Integration Step	Integrate with incident management and alerting tools such as PagerDuty and Splunk On-Call for data and notifications access.
AI Processing/Output Format Step	Produce prioritized action recommendations, status updates, and communication templates to expedite restoration.

Skills

General
Human
Technology

Incident Management
Root Cause Analysis
Crisis Management
Effective Communication
Leadership
Collaboration
Monitoring and Alerting Systems
System Diagnostics and Troubleshooting
Change and Configuration Management

Contribute to strategic planning by providing technical insights on product feasibility and resource requirements.	15%	0.75%	$20K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze past project data and generate insights on resource allocation and technical feasibility for planning.
Facilitator Agent (Teams)	Prompt: summarize strategic planning meetings capturing technical input and open questions for follow-up.
Copilot Writing Coach	Prompt: help draft clear technical briefing documents and presentations for strategic stakeholders.
Configured Workflow
Copilot Analyst Agent	Synthesizes project metrics and historical data to produce reports on feasibility and resource utilization.
Project Manager Agent (Planner)	Creates detailed project plans including resource assignments to support strategic decision-making.
Copilot Writing Coach	Helps articulate strategic insights clearly for executive summaries and planning documents.
Copilot Agent
Conversational Design Step	Elicit project scope, timelines, and technical constraints through guided conversation to build planning inputs.
Tools/Data Integration Step	Access historical project data, resource pools, and forecasting tools such as Microsoft Power BI and Tableau.
AI Processing/Output Format Step	Generate feasibility assessments, resource requirement forecasts, and risk analyses to inform strategic decisions.

Skills

General
Human
Technology

Product Feasibility Analysis
Resource Planning
Systems Thinking
Technical Communication
Collaboration
Critical Thinking
Agile Methodologies
Software Architecture
Project Management Tools

Continuously improve software development lifecycle processes to increase team productivity and software quality.	50%	2.26%	$203K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: suggest code quality improvements and automate repeated tasks within the development lifecycle.
Facilitator Agent (Teams)	Prompt: document retrospectives and continuous improvement actions discussed during process review meetings.
Copilot Researcher Agent	Prompt: research and summarize best practices and tools for enhancing software development workflows.
Configured Workflow
GitHub Copilot Coding Agent	Automates code quality improvements, refactorings, and testing integration to enhance DevOps pipelines.
SonarQube	Provides continuous quality monitoring and automated gates to ensure high standards throughout the lifecycle.
Project Manager Agent (Planner)	Tracks and manages process improvement initiatives and team productivity metrics systematically.
Copilot Agent
Conversational Design Step	Gather current process bottlenecks and quality pain points through conversational diagnosis and goal setting.
Tools/Data Integration Step	Connect to CI/CD pipelines, code quality tools such as SonarQube, and workflow orchestrators like Jenkins X and Harness.
AI Processing/Output Format Step	Analyze workflows, detect inefficiencies, and propose automated quality gates and error detection improvements.

Skills

General
Human
Technology

Process Improvement
Software Development Lifecycle (SDLC) Knowledge
Quality Assurance
Collaboration
Communication
Change Management
Agile Methodologies
DevOps Practices
Automation Tools

Skills

General

Programming Proficiency
Problem Solving
Software Development Lifecycle Knowledge
Systems Design
Technical Evaluation
Decision Making
Code Review Expertise
Software Quality Assurance
Knowledge of Software Development Best Practices
Technical Writing
Product Knowledge
Information Structuring
Root Cause Analysis
Defect Resolution
Systematic Problem Solving
Critical Thinking
System Design
Requirements Analysis
Software Design and Architecture
Software Testing Methodologies
Defect Identification and Debugging
Test Plan and Case Development
Release Management
System Monitoring and Troubleshooting
Performance Optimization
Software Maintenance
User Experience (UX) Understanding
System Analysis
Debugging Techniques
Code Review Techniques
Software Development Life Cycle (SDLC) Knowledge
Information Organization
Product Lifecycle Understanding
Project Management
Systems Thinking
Technology Research and Analysis
Innovation Management
Technical Expertise
Instructional Ability
Code Review and Quality Assurance
Understanding of Coding Standards
Knowledge of Security Protocols
Incident Management
Crisis Management
Product Feasibility Analysis
Resource Planning
Process Improvement
Software Development Lifecycle (SDLC) Knowledge
Quality Assurance

Human

Attention to Detail
Collaboration
Adaptability
Effective Communication
Collaboration and Teamwork
Leadership
Constructive Communication
Feedback Integration
Communication
Communication Skills
Teamwork
Problem-Solving
Teamwork and Collaboration
Empathy
Stakeholder Management
Leadership and Influence
Technical Communication
Change Management

Technology

Version Control Systems
Programming Languages
Integrated Development Environments (IDEs)
Software Architecture
Technology Evaluation Frameworks
Programming Languages Proficiency
Static Analysis Tools
Documentation Tools Proficiency
Basic Programming or Markup Languages
Debugging Tools
Monitoring and Logging Systems
Software Development Lifecycle (SDLC)
Software Architecture Frameworks
Modeling and Diagramming Tools
Java Programming Language
Kotlin Programming Language
Automated Testing Tools
Performance Testing Frameworks
Continuous Integration/Continuous Deployment (CI/CD) Tools
Cloud Computing Platforms
Monitoring and Alerting Systems
Debugging and Testing Tools
Distributed Systems
Performance Monitoring Tools
Programming and Scripting Languages
Code Review Tools and Platforms
Content Management Systems (CMS)
Markup and Documentation Languages
Product Lifecycle Management Tools
Agile Methodologies
Collaboration Tools
Emerging Technology Platforms
Software Development Methodologies
Prototyping and Experimentation Tools
Static Code Analysis Tools
Secure Software Development Lifecycle (SDLC)
System Diagnostics and Troubleshooting
Change and Configuration Management
Project Management Tools
DevOps Practices
Automation Tools

DevOps Engineer

Grade:: L4
Headcount:: 100
Band:: $135,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	44.82% of total work is ready for automation
Annual Salary Exposure	$13,500,000 across analyzed roles
Total Potential Savings	$6,050,768 unlocked by automating tasks
Operational Efficiency Index (OEI)	45.75% potential impact on overall operational efficiency
Velocity of Output (VOI)	26.05% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	14.60% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	7.3 months until Benefits visible after initial deployment

Tasks

Design, deploy, and maintain cloud network infrastructure across AWS, Azure, and GCP to support application deployments.	45%	5.71%	$347K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please gather and summarize best practices and architecture recommendations for multi-cloud network infrastructure design.
Copilot Writing Coach	Prompt: please help draft clear documentation and communication for cloud network deployment plans and configuration processes.
Facilitator Agent (Teams)	Prompt: please capture meeting notes and action items during infrastructure planning and deployment discussions.
Configured Workflow
Copilot Analyst Agent	Analyzes existing infrastructure data and generates insights and recommendations for optimal cloud network design across multi-cloud environments.
GitHub Copilot Coding Agent	Assists by generating and validating Infrastructure as Code scripts for automated deployment of cloud network components.
Microsoft Security Copilot: IT Operations Agent	Continuously monitors deployed infrastructure, automatically detects anomalies, and suggests remediation steps to maintain network stability.
Copilot Agent
Conversational Design Step	Guide users through gathering deployment requirements, cloud environment preferences, and network constraints using structured prompts.
Tools/Data Integration Step	Integrate with cloud provider APIs and infrastructure-as-code repositories via Copilot Studio to access live configuration and deployment data.
AI Processing/Output Format Step	Leverage Azure OpenAI Service to generate IaC scripts and provide AI-generated design recommendations and anomaly alerts during deployment.

Skills

General
Human
Technology

Cloud Network Architecture
Infrastructure as Code (IaC)
Cloud Security Best Practices
Collaboration
Problem Solving
Adaptability
AWS Cloud Platform
Microsoft Azure Cloud Platform
Google Cloud Platform (GCP)
Containerization and Orchestration
Automation Tools

Configure and manage network virtual appliances such as Arista CloudEOS and Palo Alto PAN-OS to secure and optimize network traffic.	40%	5.71%	$308K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research latest security policies and configuration recommendations for Palo Alto and Arista network appliances.
Copilot Writing Coach	Prompt: please help generate clear and precise configuration scripts and operational documentation for virtual appliance management.
Facilitator Agent (Teams)	Prompt: please produce real-time notes and action items from troubleshooting and configuration meetings with network teams.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates routine network appliance configuration validation and traffic anomaly detection to optimize network security posture.
Copilot Analyst Agent	Analyzes configuration and traffic data to generate security and performance reports, helping optimize appliance policies.
Microsoft Security Copilot: Vulnerability Remediation Agent	Identifies vulnerabilities related to virtual appliance firmware and configurations and recommends timely remediation actions.
Copilot Agent
Conversational Design Step	Interactively capture desired security policies, traffic flow requirements, and optimization goals through guided Q&A.
Tools/Data Integration Step	Connect to network appliance management platforms and config repositories using secure APIs via Copilot Studio for real-time access.
AI Processing/Output Format Step	Use AI-driven policy recommendation and anomaly detection models to generate optimized appliance configurations and suggest policy updates.

Skills

General
Human
Technology

Network Security Management
Network Configuration and Troubleshooting
Virtual Network Appliance Management
Attention to Detail
Problem-Solving
Collaboration
Cloud Networking
Firewall Systems
Network Operating Systems

Develop and implement Infrastructure as Code (IaC) solutions using Terraform for cloud environment provisioning and disaster recovery.	65%	5.71%	$501K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please assist by suggesting Terraform IaC templates, validating syntax, and generating code snippets for cloud provisioning.
Copilot Writing Coach	Prompt: please improve the clarity and structure of IaC documentation and deployment procedure guides.
Facilitator Agent (Teams)	Prompt: please summarize team discussions and capture task assignments related to IaC development and deployment.
Configured Workflow
GitHub Copilot Coding Agent	Generates and refactors Terraform code snippets to accelerate IaC development and ensures idempotency and compliance.
Copilot Analyst Agent	Reviews IaC-related data to detect risks and inefficiencies and offers insights for disaster recovery planning within IaC scripts.
Microsoft Security Copilot: IT Operations Agent	Helps validate automated deployments and monitors configuration drift to maintain IaC integrity and recovery readiness.
Copilot Agent
Conversational Design Step	Prompt users to specify environment details, dependencies, and recovery objectives through a stepwise conversational form.
Tools/Data Integration Step	Access infrastructure state files, Terraform registries, and version control repositories through integrated Azure AI Foundry capabilities.
AI Processing/Output Format Step	Apply AI code generation and validation to produce idempotent Terraform scripts with recovery logic, highlighting potential misconfigurations.

Skills

General
Human
Technology

Infrastructure as Code (IaC) Concepts
Terraform Expertise
Cloud Infrastructure Knowledge
Disaster Recovery Planning
Scripting and Automation
Cloud Platforms (e.g., AWS, Azure, GCP)
Version Control
Collaboration
Problem Solving

Monitor and analyze network performance using tools such as Zenoss, Splunk, and Wireshark to proactively identify and resolve issues.	70%	1.71%	$162K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze network performance data and generate visual reports highlighting anomalies and key performance metrics.
Copilot Researcher Agent	Prompt: please research and summarize common causes for observed network anomalies and suggest remediation approaches.
Facilitator Agent (Teams)	Prompt: please document incident review meetings capturing key findings and follow-up actions for performance issues.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes network telemetry and logs to surface performance trends and anomalies.
Microsoft Security Copilot: IT Operations Agent	Automates incident detection and triage from monitoring data and suggests corrective actions.
Facilitator Agent (Teams)	Generates meeting summaries and action items from incident review sessions, streamlining team collaboration on issue resolution.
Copilot Agent
Conversational Design Step	Collect user input on monitoring scope, alert priorities, and known issues via conversational prompts for focused analysis.
Tools/Data Integration Step	Connect securely to log aggregation, network telemetry, and monitoring data platforms using available APIs and Splunk integration.
AI Processing/Output Format Step	Perform AI-driven anomaly detection and root cause analysis to generate predictive alerts and actionable remediation suggestions.

Skills

General
Human
Technology

Network Performance Analysis
Incident Detection and Resolution
Attention to Detail
Effective Communication
Monitoring and Alerting Systems
Log Management and Analysis
Network Protocol Analysis

Provide 24x7x365 on-call support for network escalations and incident resolution to maintain high availability.	30%	0.57%	$23K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please take real-time notes during incident calls and track resolution steps and assigned tasks.
Copilot Writing Coach	Prompt: please help draft clear incident reports and post-mortem documents after escalations.
Copilot Researcher Agent	Prompt: please summarize past incident resolutions and recommend best practices for similar on-call scenarios.
Configured Workflow
Microsoft Security Copilot: IT Operations Agent	Automates initial triage and diagnostic workflows for alerts to reduce manual on-call workload.
Facilitator Agent (Teams)	Tracks incident response meetings in real-time, captures decisions and next steps for efficient follow-up.
Project Manager Agent (Planner)	Coordinates task assignments and tracks status on incident resolution plans ensuring timely response.
Copilot Agent
Conversational Design Step	Enable users to initiate incident triage by describing symptoms and affected services interactively to capture key incident details.
Tools/Data Integration Step	Integrate with incident management platforms and ticketing systems for real-time event ingestion and status updates.
AI Processing/Output Format Step	Automate initial diagnosis and troubleshooting workflows using AI chatbots, providing recommended actions and escalation paths.

Skills

General
Human
Technology

Incident Management
Network Troubleshooting
Monitoring and Alerting
Stress Management
Effective Communication
Team Collaboration
IT Service Management (ITSM) Tools
Network Protocols and Infrastructure
Monitoring Platforms

Design and implement secure on-premises to cloud network connectivity solutions in collaboration with security and architecture teams.	35%	5.71%	$270K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research latest hybrid cloud connectivity architectures with security considerations and compliance requirements.
Copilot Writing Coach	Prompt: please draft design proposals and security configuration documentation for on-premises to cloud networking.
Facilitator Agent (Teams)	Prompt: please summarize collaboration meetings capturing design decisions and action items.
Configured Workflow
Copilot Analyst Agent	Analyzes hybrid network design data and provides architecture recommendations factoring in security and compliance.
Microsoft Security Copilot: Conditional Access Optimization Agent	Evaluates and suggests policy improvements for secure connectivity aligned with Zero Trust principles.
Facilitator Agent (Teams)	Facilitates team collaboration meetings capturing architectural decisions and action items for implementation.
Copilot Agent
Conversational Design Step	Guide users through capturing on-premises architecture, desired cloud connectivity patterns, and security compliance requirements.
Tools/Data Integration Step	Connect to network topology repositories, cloud connectivity APIs, and policy repositories for comprehensive data access.
AI Processing/Output Format Step	Generate AI-powered architecture recommendations and produce automated configurations ensuring secure hybrid connectivity.

Skills

General
Human
Technology

Network Architecture Design
Cloud Security Principles
Infrastructure as Code (IaC) Implementation
Collaboration
Communication
Problem Solving
Cloud Networking
On-Premises Network Infrastructure
Network Security Technologies
Configuration Management Tools

Oversee change control procedures, including code upgrades and configuration changes, to ensure maximum network availability.	50%	5.71%	$385K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please generate structured reports summarizing change requests, potential impacts, and rollback plans.
Copilot Writing Coach	Prompt: please help draft clear change control documentation and communication to stakeholders.
Facilitator Agent (Teams)	Prompt: please capture meeting notes on change approvals, testing results, and deployment schedules.
Configured Workflow
Project Manager Agent (Planner)	Automates the creation and tracking of change management plans, including task assignments and dependencies.
Microsoft Security Copilot: IT Operations Agent	Monitors change deployments in real-time, detects configuration drift or incidents, and suggests rollbacks when needed.
Copilot Analyst Agent	Performs change impact analysis by correlating historical incidents and configuration changes to reduce risk.
Copilot Agent
Conversational Design Step	Capture planned changes, impacted systems, and rollback strategies via structured, interactive dialogue with the user.
Tools/Data Integration Step	Integrate with change management and version control systems to access historical changes, approval statuses, and configurations.
AI Processing/Output Format Step	Use AI-enabled impact analysis and automated testing to predict risk, validate changes, and orchestrate rollback procedures as needed.

Skills

General
Human
Technology

Change Management
Risk Assessment
Incident Management
Attention to Detail
Communication
Collaboration
Version Control Systems
Configuration Management Tools
Continuous Integration/Continuous Deployment (CI/CD)
Monitoring and Alerting Systems

Document network designs, implementations, and operational procedures using Microsoft Visio and other documentation tools.	60%	0.57%	$46K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please generate or refine detailed textual descriptions and process explanations accompanying Visio diagrams.
Copilot Visual Creator	Prompt: please convert textual network design descriptions into clear visual diagrams or annotated concept maps.
Facilitator Agent (Teams)	Prompt: please document updates and change notes during design review meetings.
Configured Workflow
Copilot Researcher Agent	Aggregates and summarizes existing network documentation and configurations into draft operational procedures.
Copilot Writing Coach	Refines drafts ensuring clarity, accuracy, and appropriate tone for technical documentation.
Copilot Visual Creator	Generates and updates diagrams and visual network designs directly from textual descriptions and configurations.
Copilot Agent
Conversational Design Step	Prompt users to submit diagrams, configuration files, and operational notes for contextual understanding and document generation.
Tools/Data Integration Step	Connect to document repositories and diagramming tools to ingest network diagrams and associated metadata securely.
AI Processing/Output Format Step	Automatically generate and update comprehensive documentation and procedure manuals using summarization and content synthesis AI.

Skills

General
Human
Technology

Technical Writing
Network Architecture Understanding
Process Documentation
Attention to Detail
Communication
Microsoft Visio Proficiency
Documentation Software Utilization

Collaborate with cloud connectivity providers and internal teams to troubleshoot complex network and connectivity problems.	35%	5.71%	$270K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please document troubleshooting discussions with external providers and internal teams capturing insights and next steps.
Copilot Researcher Agent	Prompt: please research known issues and vendor advisories relevant to connectivity problems being investigated.
Copilot Writing Coach	Prompt: please draft clear communication templates for status updates and escalation notices to stakeholders.
Configured Workflow
Copilot Analyst Agent	Analyzes multi-source connectivity data and surfaces diagnostic insights for faster root cause identification.
Facilitator Agent (Teams)	Captures key discussion points and decisions during collaboration sessions, ensuring clear follow-up actions.
Project Manager Agent (Planner)	Tracks troubleshooting tasks and coordinates cross-team efforts to expedite problem resolution.
Copilot Agent
Conversational Design Step	Facilitate multi-party conversations capturing problem descriptions, suspected causes, and attempted resolutions via chat interface.
Tools/Data Integration Step	Integrate with collaboration platforms, incident ticketing, and diagnostic data sources to share context and findings.
AI Processing/Output Format Step	Apply AI to surface diagnostic insights, auto-replicate issues, and curate action plans to drive collaborative resolution.

Skills

General
Human
Technology

Network Troubleshooting
Cloud Infrastructure Knowledge
Systems Integration
Collaboration
Communication Skills
Problem Solving
Network Protocols and Technologies
Cloud Platforms and Connectivity Tools
Monitoring and Alerting Systems

Assist application teams in designing connectivity that complies with information security policies and standards.	40%	5.71%	$308K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please gather and summarize relevant security policies and compliance standards applicable to connectivity design.
Copilot Writing Coach	Prompt: please help create clear connectivity design documentation that aligns with security policies for application teams.
Facilitator Agent (Teams)	Prompt: please capture feedback and compliance review notes from security and application teams.
Configured Workflow
Microsoft Security Copilot: Conditional Access Optimization Agent	Analyzes connectivity designs against security policies and suggests compliance improvements.
Copilot Researcher Agent	Aggregates and summarizes relevant security standards and internal policies for application teams.
Copilot Analyst Agent	Validates and monitors policy adherence in ongoing connectivity setups to prevent misconfigurations.
Copilot Agent
Conversational Design Step	Use guided Q&A to determine application connectivity requirements and desired compliance constraints interactively.
Tools/Data Integration Step	Connect to security policy repositories and compliance management systems for policy retrieval and validation references.
AI Processing/Output Format Step	Run AI-driven compliance validation and misconfiguration detection to produce secure, standards-aligned connectivity design recommendations.

Skills

General
Human
Technology

Information Security Fundamentals
Network Architecture Design
Policy and Standards Interpretation
Effective Communication
Collaboration
Problem Solving
Network Security Technologies
Cloud and On-Premises Infrastructure
Identity and Access Management (IAM)

Conduct network performance capacity planning and training sessions to support ongoing operational excellence.	50%	5.71%	$385K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze network performance data and forecast capacity needs with visual trend reports.
Copilot Learning Coach	Prompt: please recommend personalized training paths and learning content to upskill network operations staff.
Facilitator Agent (Teams)	Prompt: please document training session summaries, attendee questions, and key learning points.
Configured Workflow
Copilot Analyst Agent	Analyzes historical performance data and forecasts capacity needs using predictive analytics.
Viva Learning Copilot	Creates personalized learning paths and curated training content tailored for network capacity management skills development.
Facilitator Agent (Teams)	Documents and summarizes training sessions, capturing key points and participant feedback for continuous improvement.
Copilot Agent
Conversational Design Step	Engage users to specify planning periods, performance targets, and team skill gaps for tailored analysis and training recommendations.
Tools/Data Integration Step	Leverage historical network performance databases and learning platforms through secure API connections for analysis and training content.
AI Processing/Output Format Step	Provide AI-driven capacity forecasts and personalized learning plans with automated training session scheduling and progress tracking.

Skills

General
Human
Technology

Network Capacity Planning
Operational Excellence Management
Training & Development
Communication Skills
Collaboration
Problem Solving
Network Monitoring Tools
Cloud Infrastructure Platforms
Automation & Scripting

Manage orchestration of multi-disciplinary technologies to resolve complex network and infrastructure issues.	40%	5.71%	$308K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please capture cross-team incident handling discussions, decisions, and assigned actions in real-time.
Copilot Researcher Agent	Prompt: please summarize root cause analysis reports and suggest integrated workflows to speed resolution.
Copilot Writing Coach	Prompt: please help draft clear operational playbooks and remediation guides that span multiple technologies.
Configured Workflow
Project Manager Agent (Planner)	Structures multi-technology remediation workflows by assigning tasks and managing dependencies across teams.
Copilot Analyst Agent	Aggregates data from disparate systems to identify root causes and optimize resolution strategies.
Facilitator Agent (Teams)	Facilitates cross-disciplinary meetings, capturing action items and coordinating follow-ups efficiently.
Copilot Agent
Conversational Design Step	Collect multi-domain incident details interactively and guide users through coordinated remediation steps across technology domains.
Tools/Data Integration Step	Integrate with orchestration, ticketing, and knowledge management systems to unify workflows and data streams securely.
AI Processing/Output Format Step	Use AI to orchestrate cross-domain incident workflows, surface relevant knowledge articles, and automate remediation actions where possible.

Skills

General
Human
Technology

System Integration
Incident Management
Problem-Solving
Effective Communication
Collaboration
Stress Management
Network Architecture
Infrastructure Automation
Monitoring and Alerting Tools

Provide knowledge transfer and training to junior engineers to build team capability and support.	45%	5.71%	$347K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please create customized learning plans and summarize technical content for junior engineer upskilling.
Copilot Writing Coach	Prompt: please help draft training materials, guides, and feedback summaries for knowledge transfer sessions.
Facilitator Agent (Teams)	Prompt: please document training session discussions, questions, and follow-up assignments.
Configured Workflow
Viva Learning Copilot	Recommends role-specific training paths and learning collections to personalize upskilling for junior engineers.
Copilot Researcher Agent	Generates curated learning materials and knowledge briefs based on best practices and internal expertise.
Community Agent (Viva Engage)	Supports ongoing knowledge sharing by answering questions and curating community knowledge for continuous mentoring.
Copilot Agent
Conversational Design Step	Interview junior engineers to assess skill levels, learning preferences, and knowledge gaps using structured interactive dialogues.
Tools/Data Integration Step	Connect with learning platforms and internal knowledge bases to curate tailored learning paths and resources.
AI Processing/Output Format Step	Deliver AI-powered personalized learning recommendations and automated mentoring dialogs to facilitate ongoing skills development.

Skills

General
Human
Technology

Technical Training
Mentorship
Instructional Design
Communication
Empathy
Patience
Cloud Infrastructure Management
CI/CD Pipeline Management
Monitoring and Alerting Systems

Implement continuous integration and continuous deployment (CI/CD) pipelines for infrastructure changes to improve deployment speed and reliability.	70%	5.71%	$540K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: please automate CI/CD pipeline script creation, validate deployment workflows, and suggest improvements.
Copilot Writing Coach	Prompt: please draft detailed explanations and documentation for CI/CD pipeline setup and troubleshooting steps.
Facilitator Agent (Teams)	Prompt: please capture sprint and deployment planning meetings including tasks and risk mitigation actions.
Configured Workflow
GitHub Copilot Coding Agent	Automates generation and validation of pipeline scripts to ensure code quality and deployment reliability.
Microsoft Security Copilot: IT Operations Agent	Monitors pipeline executions, identifies failures early, and recommends automated rollback or fix actions.
Project Manager Agent (Planner)	Coordinates release schedules, task assignments, and tracks CI/CD pipeline progress and improvements.
Copilot Agent
Conversational Design Step	Guide users to define pipeline stages, quality gates, and rollback criteria through an intuitive conversational flow.
Tools/Data Integration Step	Integrate with existing CI/CD platforms and code repositories to retrieve pipeline configurations and deployment logs securely.
AI Processing/Output Format Step	Automate pipeline generation with AI-augmented quality checks and deploy self-healing orchestration leveraging change impact models.

Skills

General
Human
Technology

Infrastructure Automation
Version Control Management
Pipeline Design and Optimization
Collaboration
Problem Solving
Communication
CI/CD Methodologies
Infrastructure as Code (IaC)
Scripting and Automation Languages
Cloud Platforms
Monitoring and Logging Tools

Perform root cause analysis for recurring infrastructure outages and recommend permanent corrective actions.	55%	5.71%	$424K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze outage logs and generate reports identifying patterns and probable root causes.
Copilot Researcher Agent	Prompt: please investigate industry best practices and corrective measures for similar infrastructure issues.
Copilot Writing Coach	Prompt: please help draft comprehensive root cause analysis documents including corrective action plans.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes outage data to identify patterns and probable root causes.
Microsoft Security Copilot: IT Operations Agent	Automates correlation of alerts and logs from multiple sources to validate root cause hypotheses.
Facilitator Agent (Teams)	Documents RCA discussions, decisions, and tracks implementation of corrective actions across teams.
Copilot Agent
Conversational Design Step	Elicit detailed outage timelines, affected systems, and prior investigation notes via guided conversational prompts.
Tools/Data Integration Step	Access monitoring logs, incident reports, and event correlation data through integrated analytics platforms like Splunk.
AI Processing/Output Format Step	Leverage AI for pattern detection and log correlation to identify root causes and propose enduring remediation recommendations.

Skills

General
Human
Technology

Root Cause Analysis
Incident Management
Problem Solving
Critical Thinking
Collaboration
Communication
Attention to Detail
Monitoring and Alerting Systems
Log Analysis
Cloud Infrastructure
Infrastructure Automation and Configuration Management

Ensure compliance with hospitality industry data privacy and security standards within cloud and network environments.	50%	5.71%	$385K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize hospitality-specific data privacy regulations and map them to current cloud security policies.
Copilot Analyst Agent	Prompt: please generate compliance audit reports highlighting areas of risk and suggested remediation steps.
Copilot Writing Coach	Prompt: please draft clear compliance documentation and guidelines tailored for hospitality IT teams.
Configured Workflow
Microsoft Security Copilot: Vulnerability Remediation Agent	Continuously scans cloud and network environments to identify compliance gaps and vulnerabilities.
Copilot Analyst Agent	Analyzes audit and compliance data to generate risk scoring and regulatory status reports.
Microsoft Security Copilot: Conditional Access Optimization Agent	Recommends and orchestrates access policy improvements to align with hospitality data security requirements.
Copilot Agent
Conversational Design Step	Collect information on current cloud/network configurations and compliance objectives using structured interview prompts.
Tools/Data Integration Step	Integrate with compliance auditing systems and cloud policy enforcement APIs tailored to hospitality regulations.
AI Processing/Output Format Step	Generate AI-powered compliance audit reports with risk scoring and recommend automated remediation workflows.

Skills

General
Human
Technology

Regulatory Compliance Knowledge
Risk Management
Security Policy Development
Attention to Detail
Communication Skills
Collaboration
Cloud Security Frameworks
Network Security Fundamentals
Identity and Access Management (IAM)
Data Encryption and Protection Technologies
Compliance Monitoring Tools

Collaborate with business stakeholders to understand infrastructure needs and align technical solutions with hospitality industry demands.	25%	5.71%	$193K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize stakeholder feedback and hospitality market demands relevant to infrastructure planning.
Facilitator Agent (Teams)	Prompt: please capture meeting notes, decisions, and priority action items from stakeholder discussions.
Copilot Writing Coach	Prompt: please draft clear alignment documents and communication briefs summarizing agreed infrastructure priorities.
Configured Workflow
Copilot Analyst Agent	Analyzes stakeholder inputs and historical data to generate infrastructure requirement summaries and priorities.
Facilitator Agent (Teams)	Captures meeting notes and action items during stakeholder discussions to ensure alignment and follow-up.
Project Manager Agent (Planner)	Creates and manages project plans based on stakeholder priorities and tracks delivery milestones.
Copilot Agent
Conversational Design Step	Use conversational prompts to gather stakeholder goals, priorities, and constraints ensuring clear communication and requirement capture.
Tools/Data Integration Step	Connect to collaboration tools and project management systems to align gathered requirements and historical engagement data.
AI Processing/Output Format Step	Apply AI to summarize stakeholder inputs into priorities and alignment briefs supporting informed technical decision-making.

Skills

General
Human
Technology

Business Analysis
Infrastructure Architecture Understanding
Industry Knowledge - Hospitality
Effective Communication
Stakeholder Management
Collaboration
Cloud Infrastructure Platforms
Configuration Management Tools
Monitoring and Alerting Systems

Evaluate and integrate new network technologies and cloud features to enhance platform reliability and operational efficiency.	35%	5.71%	$270K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research emerging network technologies, cloud features, and analyze potential benefits and risks.
Copilot Writing Coach	Prompt: please help draft evaluation summaries, pilot project plans, and technology integration proposals.
Facilitator Agent (Teams)	Prompt: please document innovation review meetings including technology assessments and next-step recommendations.
Configured Workflow
Copilot Researcher Agent	Performs market and technology trend research producing comparison briefs with citations for evaluation.
Copilot Analyst Agent	Analyzes internal telemetry and pilot results to provide data-driven recommendations for technology adoption.
Facilitator Agent (Teams)	Supports innovation workshops by capturing ideas, feedback, and subsequent action plans.
Copilot Agent
Conversational Design Step	Prompt users to specify current pain points and desired outcomes to guide targeted technology evaluation.
Tools/Data Integration Step	Leverage AI-powered market intelligence and technology scouting data sources alongside internal performance metrics.
AI Processing/Output Format Step	Generate AI-based risk-benefit analysis and pilot integration plans to recommend suitable technology adoptions.

Skills

General
Human
Technology

Network Architecture Design
Cloud Infrastructure Management
Systems Analysis
Analytical Thinking
Collaboration
Adaptability
Cloud Platforms
Network Protocols and Technologies
Infrastructure as Code (IaC)

Manage vendor relationships and coordinate third-party support escalations to expedite resolution of complex infrastructure issues.	20%	5.71%	$154K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft clear, professional communication for vendor requests, support escalations, and follow-ups.
Facilitator Agent (Teams)	Prompt: please record vendor coordination meetings, tracking action items and escalation status.
Copilot Researcher Agent	Prompt: please gather summaries of vendor support policies and SLAs to manage expectations.
Configured Workflow
Project Manager Agent (Planner)	Tracks vendor support tickets, escalations, and coordinates resolution timelines.
Copilot Analyst Agent	Summarizes vendor activity and escalations, providing insights into recurring issues and vendor performance.
Facilitator Agent (Teams)	Documents stakeholder meetings and facilitates communication follow-ups for vendor coordination.
Copilot Agent
Conversational Design Step	Capture issue details, escalation history, and vendor contact priorities via structured dialog to streamline communication.
Tools/Data Integration Step	Connect to CRM and ticketing systems to track interactions, status, and resolution progress with third-party vendors.
AI Processing/Output Format Step	Automate communication drafts and escalation reminders while summarizing vendor performance and resolution outcomes.

Skills

General
Human
Technology

Vendor Management
Incident and Escalation Management
Negotiation Skills
Communication Skills
Collaboration
Problem-Solving
IT Service Management Frameworks
Cloud Infrastructure Platforms
Monitoring and Alerting Tools

Analyze and optimize network security policies to mitigate risk and maintain operational compliance within the hospitality environment.	55%	5.71%	$424K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research best practices for network security policy optimization tailored to hospitality industry risks.
Copilot Analyst Agent	Prompt: please analyze current network security alerts and generate recommendations to refine firewall and access policies.
Copilot Writing Coach	Prompt: please help draft revised security policy documents that align with operational and compliance requirements.
Configured Workflow
Microsoft Security Copilot: Conditional Access Optimization Agent	Analyzes network security policy configurations to identify misconfigurations and gaps based on Zero Trust principles.
Copilot Analyst Agent	Provides continuous analysis of policy impacts and suggests firewall and rule set optimizations to reduce risk.
Microsoft Security Copilot: IT Operations Agent	Automates enforcement checks and compliance reporting ensuring policies align with hospitality regulatory requirements.
Copilot Agent
Conversational Design Step	Interact with users to identify critical security objectives and policy update requirements through guided conversations.
Tools/Data Integration Step	Integrate with security policy management, firewall logs, and compliance systems to access policy and traffic data.
AI Processing/Output Format Step	Use AI to continuously analyze policy effectiveness and generate optimized firewall rule sets to reduce risk and improve compliance.

Skills

General
Human
Technology

Network Security Analysis
Risk Management
Compliance Management
Attention to Detail
Collaboration
Critical Thinking
Firewall and Access Control Management
Intrusion Detection and Prevention Systems (IDPS)
Cloud Security Platforms
Security Information and Event Management (SIEM)

Skills

General

Cloud Network Architecture
Infrastructure as Code (IaC)
Cloud Security Best Practices
Network Security Management
Network Configuration and Troubleshooting
Virtual Network Appliance Management
Infrastructure as Code (IaC) Concepts
Cloud Infrastructure Knowledge
Disaster Recovery Planning
Scripting and Automation
Network Performance Analysis
Incident Detection and Resolution
Incident Management
Network Troubleshooting
Monitoring and Alerting
Network Architecture Design
Cloud Security Principles
Infrastructure as Code (IaC) Implementation
Change Management
Risk Assessment
Technical Writing
Network Architecture Understanding
Process Documentation
Systems Integration
Information Security Fundamentals
Policy and Standards Interpretation
Network Capacity Planning
Operational Excellence Management
Training & Development
System Integration
Technical Training
Mentorship
Instructional Design
Version Control Management
Pipeline Design and Optimization
Root Cause Analysis
Critical Thinking
Regulatory Compliance Knowledge
Risk Management
Security Policy Development
Business Analysis
Infrastructure Architecture Understanding
Industry Knowledge - Hospitality
Systems Analysis
Vendor Management
Incident and Escalation Management
Negotiation Skills
Network Security Analysis
Compliance Management

Human

Collaboration
Problem Solving
Adaptability
Attention to Detail
Problem-Solving
Effective Communication
Stress Management
Team Collaboration
Communication
Communication Skills
Empathy
Patience
Stakeholder Management
Analytical Thinking

Technology

AWS Cloud Platform
Microsoft Azure Cloud Platform
Google Cloud Platform (GCP)
Containerization and Orchestration
Automation Tools
Cloud Networking
Firewall Systems
Network Operating Systems
Terraform Expertise
Cloud Platforms (e.g., AWS, Azure, GCP)
Version Control
Monitoring and Alerting Systems
Log Management and Analysis
Network Protocol Analysis
IT Service Management (ITSM) Tools
Network Protocols and Infrastructure
Monitoring Platforms
On-Premises Network Infrastructure
Network Security Technologies
Configuration Management Tools
Version Control Systems
Continuous Integration/Continuous Deployment (CI/CD)
Microsoft Visio Proficiency
Documentation Software Utilization
Network Protocols and Technologies
Cloud Platforms and Connectivity Tools
Cloud and On-Premises Infrastructure
Identity and Access Management (IAM)
Network Monitoring Tools
Cloud Infrastructure Platforms
Automation & Scripting
Network Architecture
Infrastructure Automation
Monitoring and Alerting Tools
Cloud Infrastructure Management
CI/CD Pipeline Management
CI/CD Methodologies
Scripting and Automation Languages
Cloud Platforms
Monitoring and Logging Tools
Log Analysis
Cloud Infrastructure
Infrastructure Automation and Configuration Management
Cloud Security Frameworks
Network Security Fundamentals
Data Encryption and Protection Technologies
Compliance Monitoring Tools
IT Service Management Frameworks
Firewall and Access Control Management
Intrusion Detection and Prevention Systems (IDPS)
Cloud Security Platforms
Security Information and Event Management (SIEM)

Data Scientist

Grade:: L4
Headcount:: 100
Band:: $150,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	38.01% of total work is ready for automation
Annual Salary Exposure	$15,000,000 across analyzed roles
Total Potential Savings	$5,701,350 unlocked by automating tasks
Operational Efficiency Index (OEI)	36.75% potential impact on overall operational efficiency
Velocity of Output (VOI)	17.25% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	6.80% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	7.5 months until Benefits visible after initial deployment

Tasks

Ingest, clean, and preprocess large-scale social media datasets to ensure data quality and suitability for analysis	70%	2.11%	$222K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Please analyze the ingested social media data, identify anomalies and suggest cleaning steps to improve data quality.
Facilitator Agent (Teams)	Prompt: Summarize team discussions about data preprocessing issues and generate action items for data QA improvements.
Knowledge Agent (SharePoint)	Prompt: Retrieve and organize best practice documents and standard operating procedures on social media data cleaning and preprocessing.
Configured Workflow
Copilot Analyst Agent	Automatically ingests and analyzes structured and unstructured social media data, identifying anomalies and quality issues.
Copilot Prompt Coach	Guides the user to refine data cleaning and preprocessing prompts for more accurate and automated data transformations.
Facilitator Agent (Teams)	Captures meeting notes and assigns actions for pipeline validation and data quality reviews, improving collaboration and execution.
Copilot Agent
Conversational Design Step	Guide users through selecting data sources, specifying cleaning rules, and confirming preprocessing parameters via conversational prompts.
Tools/Data Integration Step	Integrate with enterprise data lakes, structured/unstructured data connectors in Microsoft Fabric and Databricks, plus Azure AI pipelines for data ingestion.
AI Processing/Output Format Step	Apply AI-driven anomaly detection and cleaning models to preprocess data, producing a cleaned, structured dataset ready for downstream analysis.

Skills

General
Human
Technology

Data Wrangling
Data Quality Assurance
Big Data Handling
Attention to Detail
Problem-Solving
Collaboration
SQL and Database Management
Data Cleaning Libraries and Tools
Scripting and Programming Languages
ETL Processes and Pipelines
Distributed Computing Frameworks
Data Format Standards

Apply social network analysis algorithms such as community detection and centrality metrics to uncover behavioral patterns	50%	2.11%	$158K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Explain the results of community detection and centrality metrics in the social network dataset and generate natural language insights.
Copilot Writing Coach	Prompt: Improve clarity and tone of technical descriptions about social network analysis for business audiences in reports and presentations.
Copilot Visual Creator	Prompt: Create visual diagrams and network graphs from social network analysis outputs to be used in PowerPoint presentations.
Configured Workflow
Copilot Analyst Agent	Processes social network datasets to run algorithmic analysis and generate insights on behavioral patterns using embedded analytics.
Copilot Visual Creator	Transforms analysis outputs into clear visualizations and reports to effectively communicate community structures and centrality metrics.
Copilot Writing Coach	Enhances suitability and clarity of written explanations and business narratives accompanying the social network analyses.
Copilot Agent
Conversational Design Step	Interactively collect analysis goals, graph dataset details, and preferred metrics or algorithms using guided dialog prompts.
Tools/Data Integration Step	Connect to graph analytics platforms and Microsoft Fabric dataset sources integrated through Copilot Studio for applying social network algorithms.
AI Processing/Output Format Step	Use AI processing to execute community detection and centrality computations and generate interpretative reports with visualization summaries.

Skills

General
Human
Technology

Graph Theory and Network Analysis
Algorithm Development and Implementation
Data Interpretation and Pattern Recognition
Attention to Detail
Analytical Thinking
Collaboration
Statistical Programming
Social Network Analysis Tools
Data Visualization Technologies

Engineer relevant features from raw social and behavioral data to improve model inputs and predictive accuracy	60%	7.04%	$634K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Suggest meaningful feature transformations and synthetic features based on the raw social and behavioral data provided.
Copilot Prompt Coach	Prompt: Help me write effective prompts to generate feature engineering ideas and candidate features from AI copilots.
Facilitator Agent (Teams)	Prompt: Summarize team brainstorming sessions on feature engineering and track agreed feature development tasks.
Configured Workflow
Copilot Analyst Agent	Highlights and suggests meaningful feature transformations and synthetic features using pattern recognition on raw datasets.
Copilot Prompt Coach	Assists refining feature engineering prompts and workflows, driving better automated transformation outputs.
GitHub Copilot Coding Agent	Generates and reviews reusable code snippets for feature engineering pipelines, improving efficiency and maintainability.
Copilot Agent
Conversational Design Step	Prompt users to specify input data attributes, target analysis goals, and desired transformation types via interactive questioning.
Tools/Data Integration Step	Access data repositories within Microsoft Fabric and integrate with AI-powered feature engineering frameworks available through Azure AI Foundry.
AI Processing/Output Format Step	Leverage AI to automate feature extraction, transformation, and synthetic feature generation to produce an enhanced feature dataset for modeling.

Skills

General
Human
Technology

Feature Engineering
Data Cleaning and Preprocessing
Statistical Analysis
Critical Thinking
Attention to Detail
Collaboration
Python Programming
Data Wrangling Tools
Machine Learning Frameworks

Develop visualizations and dashboards using tools like PowerBI to communicate social analytics insights effectively	45%	7.04%	$475K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Auto-generate dashboard visuals and narrative summaries for social analytics data using Power BI datasets.
Copilot Visual Creator	Prompt: Create visuals, diagrams, and concept frames that illustrate key social analytics insights for presentations.
Facilitator Agent (Teams)	Prompt: Capture key decisions and action items during dashboard review meetings and update visualization priorities.
Configured Workflow
Copilot Analyst Agent	Uses natural language queries to generate initial social analytics reports and visuals within Power BI.
Copilot Visual Creator	Refines generated visuals into presentation-ready dashboards tailored for stakeholder communication.
Facilitator Agent (Teams)	Documents feedback from stakeholder meetings, capturing action items to iterate and optimize dashboards.
Copilot Agent
Conversational Design Step	Capture user requirements for dashboard content, key metrics, and stakeholder preferences through natural language conversations.
Tools/Data Integration Step	Integrate with Power BI datasets and Microsoft Fabric data sources using Copilot Visual Creator to access relevant social analytics data.
AI Processing/Output Format Step	Automatically generate tailored visual reports and dashboards employing AI-driven narrative and visualization synthesis for stakeholder consumption.

Skills

General
Human
Technology

Data Visualization Design
Social Analytics Interpretation
Dashboard Development
Effective Communication
Collaboration
PowerBI Platform Proficiency
Data Querying and Modeling
Data Integration Techniques

Translate complex business questions into well-scoped social and behavioral analytics problems and approaches	25%	7.04%	$264K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Summarize business questions and draft hypotheses for social and behavioral analytics approaches based on related internal and external content.
Copilot Prompt Coach	Prompt: Assist in formulating clear and structured prompts to break down complex business questions into analytics tasks.
Copilot Writing Coach	Prompt: Refine drafted problem statements and hypotheses into concise, business-friendly language for stakeholder communication.
Configured Workflow
Copilot Researcher Agent	Performs exploratory research to gather relevant background, frameworks, and hypotheses for analytics problem formulation.
Copilot Prompt Coach	Helps the user craft clear and well-structured queries to translate business questions into analytic scopes.
Facilitator Agent (Teams)	Captures and organizes meeting notes and decisions during scoping sessions to align on analytic approaches.
Copilot Agent
Conversational Design Step	Engage users with clarifying questions to refine business questions and help translate them into data science problem statements.
Tools/Data Integration Step	Leverage natural language understanding capabilities within Copilot Researcher Agent to access internal knowledge and relevant external content.
AI Processing/Output Format Step	Generate structured problem definitions, hypotheses, and recommended analytic approaches through AI-supported summarization and reasoning.

Skills

General
Human
Technology

Domain Knowledge in Social and Behavioral Sciences
Problem Scoping and Definition
Analytical Thinking
Effective Communication
Critical Listening
Stakeholder Management
Statistical and Behavioral Data Analysis
Data Analytics Frameworks
Business Intelligence Tools

Document data science workflows, codebases, methodologies, and findings to ensure reproducibility and facilitate team knowledge sharing	55%	2.11%	$174K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: Generate code comments and documentation snippets to explain data science workflows and methodologies in the codebase.
Copilot Writing Coach	Prompt: Summarize data science findings and prepare reproducible documentation drafts for sharing with the team.
Knowledge Agent (SharePoint)	Prompt: Organize and maintain updated documentation and workflow files to improve discoverability and reuse across the team.
Configured Workflow
GitHub Copilot Coding Agent	Automatically generates code comments, documentation, and workflow explanations to improve reproducibility and clarity.
Copilot Analyst Agent	Summarizes analytical findings and links insights with associated codebases and methodologies using integrated knowledge bases.
Knowledge Agent (SharePoint)	Organizes and enriches documentation in SharePoint to ensure content discoverability and update lifecycle management.
Copilot Agent
Conversational Design Step	Guide users to input workflow stages, key methodology descriptions, and code references through stepwise conversational prompts.
Tools/Data Integration Step	Integrate with GitHub repositories, Databricks notebooks, and SharePoint content libraries for accessing code and documentation artifacts.
AI Processing/Output Format Step	Use AI summarization and code annotation capabilities (e.g., GitHub Copilot Coding Agent) to produce standardized, reproducible documentation.

Skills

General
Human
Technology

Technical Writing
Data Science Fundamentals
Version Control Practices
Attention to Detail
Collaboration
Communication Skills
Documentation Tools
Programming Languages
Version Control Systems

Execute well-defined social analytics projects under guidance from senior data scientists to deliver actionable insights	40%	0.70%	$42K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze social analytics datasets and generate natural language narratives highlighting key actionable insights.
Facilitator Agent (Teams)	Prompt: Track project progress, meeting notes, and decisions to ensure alignment with senior data scientistsâ€™ guidance.
Project Manager Agent (Planner)	Prompt: Convert project goals into detailed task lists, assign responsibilities, and update project timelines automatically.
Configured Workflow
Copilot Analyst Agent	Automates routine analysis tasks and generates initial insight reports based on predefined project parameters.
Project Manager Agent (Planner)	Creates and tracks project plans, assigns tasks, and manages timelines to ensure structured delivery under senior oversight.
Facilitator Agent (Teams)	Summarizes project meetings, captures decisions and follows up on action items to maintain alignment and momentum.
Copilot Agent
Conversational Design Step	Prompt users to specify analytic objectives, data inputs, and project parameters, confirming scope and milestones interactively.
Tools/Data Integration Step	Utilize integration with AI-assisted model building platforms and Databricks data pipelines connected via Copilot Studio.
AI Processing/Output Format Step	Automate routine analytics modeling and generate preliminary insight reports subject to senior scientist review and refinement.

Skills

General
Human
Technology

Data Analysis
Statistical Knowledge
Social Media Analytics
Effective Communication
Collaboration
Attention to Detail
Data Visualization Tools
Programming Languages for Data Science
Social Data Platforms and APIs

Collaborate cross-functionally with marketing, product, and communications teams to align analytics outputs with business needs	15%	7.04%	$158K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Generate real-time meeting summaries and action items to facilitate effective cross-functional collaboration.
Viva Engage Copilot	Prompt: Draft and refine cross-team engagement posts and updates to communicate analytics insights and invite feedback.
Copilot Writing Coach	Prompt: Improve clarity and tone of emails and presentations shared with marketing and communications teams.
Configured Workflow
Facilitator Agent (Teams)	Captures live meeting notes, highlights key discussion points, and records action items to streamline communication.
Community Agent (Viva Engage)	Engages in team communities to answer questions and surface relevant analytics content, boosting collaboration.
Copilot Writing Coach	Enhances clarity and tone of cross-functional communications and reports to improve stakeholder understanding.
Copilot Agent
Conversational Design Step	Facilitate conversation initiation and information gathering to capture stakeholder requirements and clarify analytics alignment goals.
Tools/Data Integration Step	Integrate Microsoft Teams and Viva Engage Copilot for meeting facilitation, chat summarization, and action suggestion.
AI Processing/Output Format Step	Generate concise meeting summaries, stakeholder insights, and action item trackers to streamline cross-team alignment.

Skills

General
Human
Technology

Business Analytics
Cross-Functional Collaboration
Data Interpretation
Effective Communication
Stakeholder Management
Empathy
Data Visualization Tools
Statistical Programming
Project Management Software

Communicate analytical findings clearly through presentations and written reports, translating technical results into business-friendly insights	40%	7.04%	$422K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Create narrative summaries and insights from analysis results to include in business presentations and reports.
Copilot Writing Coach	Prompt: Refine technical findings into concise, engaging language suitable for non-technical stakeholders.
Copilot Visual Creator	Prompt: Generate presentation-ready visuals and infographics to illustrate key analytics findings.
Configured Workflow
Copilot Analyst Agent	Generates written narratives and summarizes technical results into business language alongside visual reports.
Copilot Visual Creator	Creates tailored charts, visuals, and presentation slides from natural language prompts to augment storytelling.
Copilot Writing Coach	Refines and adapts report language to suit different audiences and communication channels for maximum impact.
Copilot Agent
Conversational Design Step	Collect context on target audience, preferred format, and key messages to customize report drafting guidance.
Tools/Data Integration Step	Leverage Copilot Visual Creator with Power BI integration and Copilot Writing Coach to access data and format reports.
AI Processing/Output Format Step	Automatically generate draft presentations and narrative reports converting analytics outputs into accessible business language.

Skills

General
Human
Technology

Data Interpretation
Business Acumen
Technical Writing
Presentation Skills
Adaptability
Active Listening
Data Visualization
Reporting Tools
Statistical Analysis Software

Follow established best practices for data science quality, documentation, and reproducibility to maintain high analytical standards	50%	2.11%	$158K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Review analysis outputs for data quality issues and suggest documentation improvements for reproducibility.
Knowledge Agent (SharePoint)	Prompt: Access and organize compliance and best practice documentation to ensure workflows follow organizational standards.
Facilitator Agent (Teams)	Prompt: Capture quality assurance review meetings' notes and highlight compliance follow-up tasks.
Configured Workflow
Copilot Analyst Agent	Automatically assesses data and model quality against embedded best practices and flags deviations for review.
GitHub Copilot Coding Agent	Suggests code improvements and automated tests to enforce code quality and reproducibility standards.
Knowledge Agent (SharePoint)	Ensures updated governance policies and quality documentation are accessible and integrated for compliance.
Copilot Agent
Conversational Design Step	Prompt users to review procedure checkpoints and confirm compliance criteria through structured conversation.
Tools/Data Integration Step	Link to code repositories, Databricks notebooks, and enterprise compliance tools with AI quality validation capabilities.
AI Processing/Output Format Step	Perform automated code validation, run reproducibility checks, and generate compliance reports enforcing best practice adherence.

Skills

General
Human
Technology

Data Quality Management
Documentation and Reporting
Reproducible Research Practices
Attention to Detail
Collaboration
Version Control Systems
Data Science Frameworks and Libraries
Workflow Automation Tools

Contribute to continuous improvement initiatives to enhance data quality, feature engineering, and analytical relevance	35%	7.04%	$370K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze current datasets and workflows to identify potential data quality issues and suggest enhancements.
Copilot Idea Coach	Prompt: Facilitate structured brainstorming sessions to generate ideas for improving feature engineering and analytics methods.
Facilitator Agent (Teams)	Prompt: Summarize continuous improvement discussions and track progress on agreed initiatives.
Configured Workflow
Copilot Analyst Agent	Analyzes historical data quality trends and feature performance to recommend data improvements and new features.
Copilot Idea Coach	Facilitates ideation sessions and clusters improvement ideas to drive innovation in analytics practices.
Facilitator Agent (Teams)	Documents continuous improvement discussions and assigns follow-up actions to sustain momentum.
Copilot Agent
Conversational Design Step	Engage users to suggest areas of improvement and desired analytical enhancements through iterative dialog.
Tools/Data Integration Step	Connect AI feature engineering and MLOps monitoring platforms to assess current data and model performance.
AI Processing/Output Format Step	Generate automated recommendations for data cleaning, feature creation, and modeling adjustments to optimize analytics outcomes.

Skills

General
Human
Technology

Data Quality Management
Feature Engineering
Statistical Analysis
Problem Solving
Collaboration
Attention to Detail
Data Wrangling Tools
Programming Languages for Data Science
Data Visualization Tools
Machine Learning Frameworks

Collaborate with analysts and senior data scientists to develop scalable and self-serve analytics solutions	45%	7.04%	$475K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Assist in setting up self-serve analytics by generating interactive data queries and insight narratives for users.
Facilitator Agent (Teams)	Prompt: Capture and summarize collaborative discussions on solution design, ensuring alignment across team members.
Project Manager Agent (Planner)	Prompt: Turn collaborative plans into detailed task and milestone trackers for scalable analytics solution delivery.
Configured Workflow
Copilot Analyst Agent	Assists in creating modular analytics reports and templates that can be reused by self-serve users.
Project Manager Agent (Planner)	Organizes collaboration workflows and tasks for solution development, tracking progress and dependencies.
Community Agent (Viva Engage)	Supports user engagement and knowledge sharing within analytics communities to promote adoption.
Copilot Agent
Conversational Design Step	Facilitate collection of user needs, technical constraints, and desired automation goals via conversational intake.
Tools/Data Integration Step	Integrate low-code/no-code AI platforms such as Copilot Studio built agents and Microsoft Power Platform connectors.
AI Processing/Output Format Step	Automatically compose repeatable workflows and self-service analytics modules with embedded data transformation and visualization.

Skills

General
Human
Technology

Statistical Analysis
Data Modeling
Solution Design
Effective Communication
Collaboration
Problem-Solving
Data Visualization Tools
Big Data Technologies
Machine Learning Frameworks

Monitor and assess social media data biases and limitations to improve fairness and validity of analytics outputs	40%	7.04%	$422K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze social media datasets for bias indicators and summarize potential impacts on fairness in reports.
Copilot Writing Coach	Prompt: Help draft clear explanations of data biases and mitigation strategies for internal and external stakeholders.
Knowledge Agent (SharePoint)	Prompt: Retrieve related policy and guideline documents on data fairness and ethical analytics practices.
Configured Workflow
Copilot Analyst Agent	Detects biases and data distribution anomalies during analysis and alerts users for further review.
Copilot Researcher Agent	Aggregates best practice literature and fairness frameworks to guide bias mitigation strategies.
Facilitator Agent (Teams)	Captures discussions on bias issues and documents agreed actions to ensure compliance and validity.
Copilot Agent
Conversational Design Step	Use dialog prompts to identify datasets, bias concerns, and fairness criteria that need evaluation.
Tools/Data Integration Step	Connect to enterprise data sources and integrate with bias detection frameworks embedded in Azure AI Foundry or external platforms.
AI Processing/Output Format Step	Automate detection of bias patterns and produce fairness evaluation reports with actionable recommendations.

Skills

General
Human
Technology

Data Bias Identification
Statistical Analysis
Fairness in AI and Machine Learning
Critical Thinking
Attention to Detail
Communication Skills
Data Wrangling and Preprocessing
Natural Language Processing (NLP)
Data Visualization
Ethical AI Frameworks and Tools

Evaluate and select appropriate statistical and machine learning techniques for social and behavioral analytics problems	30%	7.04%	$317K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Provide recommendations on suitable machine learning techniques based on problem description and dataset characteristics.
Copilot Researcher Agent	Prompt: Summarize latest best practices and comparative studies for statistical and ML methods applicable to social analytics.
Copilot Prompt Coach	Prompt: Guide the creation of precise prompts to explore different model techniques and their trade-offs with AI assistance.
Configured Workflow
Copilot Analyst Agent	Suggests suitable algorithms and comparison metrics based on data characteristics and problem definition.
GitHub Copilot Coding Agent	Generates code snippets to implement and test recommended models efficiently.
Copilot Researcher Agent	Provides evidence-based summaries and citations to support model selection decisions.
Copilot Agent
Conversational Design Step	Interactively capture problem context, data characteristics, and desired outcomes to guide model selection recommendations.
Tools/Data Integration Step	Integrate AI-assisted model selection platforms and data repositories available via Microsoft Fabric and AI Foundry.
AI Processing/Output Format Step	Apply AI-driven algorithm ranking and hyperparameter tuning suggestions with explanations to support expert decision making.

Skills

General
Human
Technology

Statistical Analysis
Machine Learning Theory
Social and Behavioral Sciences Knowledge
Critical Thinking
Collaborative Communication
Programming and Scripting
Data Wrangling and Preprocessing
Machine Learning Frameworks

Support junior team members by providing guidance on applying social analytics techniques and best practices	20%	2.11%	$63K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Generate summaries and simple explanations of social analytics methods for training junior team members.
Copilot Writing Coach	Prompt: Help draft coaching materials, guidance notes, and best practice documents tailored to junior staff needs.
Community Agent (Viva Engage)	Prompt: Facilitate community Q&A by answering common questions and curating relevant knowledge articles.
Configured Workflow
Community Agent (Viva Engage)	Answers common questions and curates best practice content within team communities for just-in-time learning.
Copilot Researcher Agent	Creates easily consumable briefs and guides summarizing complex analytics methodologies for juniors.
Copilot Learning Coach	Recommends tailored learning paths and resources to build junior staff capabilities over time.
Copilot Agent
Conversational Design Step	Create conversational bots that respond to common questions and provide contextual learning tips interactively.
Tools/Data Integration Step	Leverage knowledge bases and learning platforms integrated with Microsoft Viva Learning Copilot and IBM Watson Assistant.
AI Processing/Output Format Step	Generate tailored learning paths, best-practice tips, and context-aware suggestions to guide junior staff development.

Skills

General
Human
Technology

Social Analytics Expertise
Data Interpretation and Insight Generation
Mentoring and Coaching
Clear Communication
Collaboration and Teamwork
Social Media Data Analytics Tools
Data Visualization Platforms
Statistical Programming Languages

Ensure alignment of data science projects with organizational culture and values to promote cohesive team environment	10%	2.11%	$32K

Take Action

Out-of-the-Box
Viva Engage Copilot	Prompt: Draft culturally aligned communication posts and team updates to reinforce organizational values.
Facilitator Agent (Teams)	Prompt: Assist in managing inclusive meeting agendas and capturing team feedback aligned with company culture.
Copilot Writing Coach	Prompt: Refine leadership messages and presentations to reflect organizational culture and encourage team cohesion.
Configured Workflow
Facilitator Agent (Teams)	Captures sentiments and key points in cross-team meetings to surface alignment areas or issues.
Community Agent (Viva Engage)	Supports culture-building by nudging positive engagement and sharing aligned stories across communities.
Copilot Writing Coach	Helps craft internal communications that reinforce organizational values and foster cohesion.
Copilot Agent
Conversational Design Step	Collect feedback on team dynamics and project culture alignment through guided discussions and pulse questions.
Tools/Data Integration Step	Integrate with organizational culture platforms and pulse survey tools via Microsoft Teams and analytics dashboards.
AI Processing/Output Format Step	Aggregate and summarize engagement insights to surface culture alignment risks and suggest inclusive engagement activities.

Skills

General
Human
Technology

Organizational Alignment
Project Management
Change Management
Communication
Empathy
Collaboration
Data Governance Frameworks
AI Ethics and Compliance
Collaboration Platforms

Identify and research emerging trends and technologies in social analytics and AI to drive innovation	25%	7.04%	$264K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Perform open-ended research to summarize current market trends, technologies, and best practices with proper citations.
Copilot Idea Coach	Prompt: Facilitate ideation sessions by generating and clustering innovative ideas related to social analytics advancements.
Copilot Writing Coach	Prompt: Create clear and compelling draft reports and briefs on emerging trends for executives and teams.
Configured Workflow
Copilot Researcher Agent	Automatically scans internal and external sources to summarize emerging trends and technological advances.
Copilot Idea Coach	Facilitates synthesis and clustering of insights into actionable innovation themes and experiment ideas.
Copilot Prompt Coach	Refines research prompts to enhance the depth and relevance of trend discovery outputs.
Copilot Agent
Conversational Design Step	Guide users to specify topics of interest and relevance criteria through interactive query refinement.
Tools/Data Integration Step	Connect to web content, internal research repositories via Copilot Researcher Agent and external market intelligence APIs.
AI Processing/Output Format Step	Produce summarized trend reports with citations and comparative analyses to support strategic innovation planning.

Skills

General
Human
Technology

Trend Analysis
Research Methodology
Domain Knowledge in AI and Social Analytics
Critical Thinking
Curiosity and Continuous Learning
Effective Communication
Data Mining and Analytics
Machine Learning Frameworks
Social Media Analytics Platforms

Design and implement scalable data pipelines and automation workflows to optimize social media data processing	65%	7.04%	$686K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze pipeline performance metrics to suggest potential automation and optimization opportunities.
Facilitator Agent (Teams)	Prompt: Track meetings focused on pipeline design and capture agreed automation tasks and deadlines.
Project Manager Agent (Planner)	Prompt: Generate detailed task plans for pipeline implementation including automation milestones and resource assignments.
Configured Workflow
Copilot Analyst Agent	Integrates with Microsoft Fabric and Power BI to automate initial data ingestion and processing tasks.
Project Manager Agent (Planner)	Creates structured plans and tracks tasks for pipeline development and deployment across teams.
Facilitator Agent (Teams)	Captures technical reviews and coordinates follow-ups to ensure smooth automation workflow rollout.
Copilot Agent
Conversational Design Step	Interactively gather pipeline requirements, orchestration preferences, and data sources through guided prompts.
Tools/Data Integration Step	Leverage Databricks, Azure Data Factory/AWS Glue integrations and Copilot Studio to automate workflow creation and monitoring.
AI Processing/Output Format Step	Automatically generate and deploy optimized data pipelines with AI-driven error detection and performance tuning.

Skills

General
Human
Technology

Data Engineering
Workflow Automation
Data Integration
Problem Solving
Communication Skills
Collaboration
Big Data Platforms
ETL Tools and Techniques
Cloud Computing Platforms
Programming Languages
API Integration
Containerization and Orchestration

Collaborate with security and data governance teams to ensure compliance with data privacy and regulatory requirements	30%	7.04%	$317K

Take Action

Out-of-the-Box
Knowledge Agent (SharePoint)	Prompt: Retrieve and update documentation related to data privacy policies and compliance standards.
Facilitator Agent (Teams)	Prompt: Summarize discussions with security and governance teams and track compliance action items.
Copilot Analyst Agent	Prompt: Analyze compliance metrics and generate reports highlighting regulatory adherence gaps.
Configured Workflow
Knowledge Agent (SharePoint)	Maintains and surfaces up-to-date compliance policies and governance documentation to users.
Facilitator Agent (Teams)	Documents cross-team discussion outcomes and tracks compliance-related tasks and follow-ups.
Copilot Researcher Agent	Researches regulatory updates and summarizes implications for data governance teams.
Copilot Agent
Conversational Design Step	Facilitate collection of compliance requirements and data handling policies via templated conversation flows.
Tools/Data Integration Step	Integrate with governance and compliance platforms leveraging policy management and audit APIs connected through Copilot Studio.
AI Processing/Output Format Step	Perform continuous compliance checks, generate audit trails, and provide real-time privacy risk alerts.

Skills

General
Human
Technology

Data Privacy Knowledge
Regulatory Compliance
Data Governance Practices
Effective Communication
Collaboration and Teamwork
Attention to Detail
Data Security Technologies
Data Management Platforms
Risk Assessment Methodologies

Lead cross-functional workshops and discussions to drive analytics adoption and foster a data-driven culture	15%	2.11%	$47K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Generate real-time meeting agendas, notes, and follow-ups to keep workshops focused and productive.
Viva Engage Copilot	Prompt: Draft internal community posts to share workshop outcomes and encourage analytics adoption.
Copilot Writing Coach	Prompt: Refine workshop presentation materials and communications to engage cross-functional stakeholders.
Configured Workflow
Facilitator Agent (Teams)	Manages meeting agendas, generates real-time notes, and tracks decisions to keep sessions focused and actionable.
Copilot Idea Coach	Facilitates structured brainstorming during workshops to generate and refine ideas for analytics adoption.
Community Agent (Viva Engage)	Encourages ongoing engagement and sharing post-workshop to reinforce a data-driven culture.
Copilot Agent
Conversational Design Step	Capture workshop goals, participant roles, and agenda details through interactive dialogue to prepare facilitation support.
Tools/Data Integration Step	Use Microsoft Teams and Facilitator Agent integration to manage meeting dynamics, notes, and follow-ups.
AI Processing/Output Format Step	Automatically generate meeting summaries, action items, and progress trackers to sustain engagement and adoption.

Skills

General
Human
Technology

Facilitation
Data Literacy
Change Management
Communication
Collaboration
Leadership
Analytical Thinking
Workshop Design
Collaborative Tools
Data Visualization Tools

Skills

General

Data Wrangling
Data Quality Assurance
Big Data Handling
Graph Theory and Network Analysis
Algorithm Development and Implementation
Data Interpretation and Pattern Recognition
Feature Engineering
Data Cleaning and Preprocessing
Statistical Analysis
Data Visualization Design
Social Analytics Interpretation
Dashboard Development
Domain Knowledge in Social and Behavioral Sciences
Problem Scoping and Definition
Technical Writing
Data Science Fundamentals
Version Control Practices
Data Analysis
Statistical Knowledge
Social Media Analytics
Business Analytics
Cross-Functional Collaboration
Data Interpretation
Business Acumen
Data Quality Management
Documentation and Reporting
Reproducible Research Practices
Data Modeling
Solution Design
Data Bias Identification
Fairness in AI and Machine Learning
Machine Learning Theory
Social and Behavioral Sciences Knowledge
Social Analytics Expertise
Data Interpretation and Insight Generation
Organizational Alignment
Project Management
Change Management
Trend Analysis
Research Methodology
Domain Knowledge in AI and Social Analytics
Data Engineering
Workflow Automation
Data Integration
Data Privacy Knowledge
Regulatory Compliance
Data Governance Practices
Facilitation
Data Literacy

Human

Attention to Detail
Problem-Solving
Collaboration
Analytical Thinking
Critical Thinking
Effective Communication
Critical Listening
Stakeholder Management
Communication Skills
Empathy
Presentation Skills
Adaptability
Active Listening
Problem Solving
Collaborative Communication
Mentoring and Coaching
Clear Communication
Collaboration and Teamwork
Communication
Curiosity and Continuous Learning
Leadership

Technology

SQL and Database Management
Data Cleaning Libraries and Tools
Scripting and Programming Languages
ETL Processes and Pipelines
Distributed Computing Frameworks
Data Format Standards
Statistical Programming
Social Network Analysis Tools
Data Visualization Technologies
Python Programming
Data Wrangling Tools
Machine Learning Frameworks
PowerBI Platform Proficiency
Data Querying and Modeling
Data Integration Techniques
Statistical and Behavioral Data Analysis
Data Analytics Frameworks
Business Intelligence Tools
Documentation Tools
Programming Languages
Version Control Systems
Data Visualization Tools
Programming Languages for Data Science
Social Data Platforms and APIs
Project Management Software
Data Visualization
Reporting Tools
Statistical Analysis Software
Data Science Frameworks and Libraries
Workflow Automation Tools
Big Data Technologies
Data Wrangling and Preprocessing
Natural Language Processing (NLP)
Ethical AI Frameworks and Tools
Programming and Scripting
Social Media Data Analytics Tools
Data Visualization Platforms
Statistical Programming Languages
Data Governance Frameworks
AI Ethics and Compliance
Collaboration Platforms
Data Mining and Analytics
Social Media Analytics Platforms
Big Data Platforms
ETL Tools and Techniques
Cloud Computing Platforms
API Integration
Containerization and Orchestration
Data Security Technologies
Data Management Platforms
Risk Assessment Methodologies
Workshop Design
Collaborative Tools

Senior Product Manager

Grade:: L5
Headcount:: 100
Band:: $200,000

Work Intelligence™

Your organization is now equipped with Work Intelligence™— a live layer of data that quantifies opportunity across roles, tasks, and teams

Metric	What It Tells You
AI Potential Index (AIPI)	42.66% of total work is ready for automation
Annual Salary Exposure	$20,000,000 across analyzed roles
Total Potential Savings	$8,531,200 unlocked by automating tasks
Operational Efficiency Index (OEI)	25.25% potential impact on overall operational efficiency
Velocity of Output (VOI)	17.15% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	5.15% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	7.4 months until Benefits visible after initial deployment

Tasks

Conduct deep analysis of customer needs, market trends, user research, and competitive landscape to inform gaming platform strategy.	65%	4.46%	$580K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize and compare recent market trends, customer feedback, and competitor insights related to gaming platforms with citations.
Copilot Analyst Agent	Prompt: please analyze structured and unstructured customer and market data from Power BI and Fabric to generate insights and visual reports on gaming platform opportunities.
Copilot Writing Coach	Prompt: please improve clarity and tone of my analysis report drafts and prepare an executive summary for stakeholders.
Configured Workflow
Copilot Researcher Agent	Performs open-ended research across web and organizational content, aggregating market trends and competitive insights.
Copilot Analyst Agent	Analyzes structured and unstructured data to generate insights and visual reports on customer needs and market dynamics.
Project Manager Agent (Planner)	Organizes research findings into structured tasks and timelines to track strategy development progress.
Copilot Agent
Conversational Design Step	Guide users to specify focus areas, data types, and key questions to aggregate and analyze market and user research.
Tools/Data Integration Step	Integrate Microsoft Fabric and Power BI for data ingestion, leverage Copilot Researcher Agent for research aggregation and Crayon/market data connectors.
AI Processing/Output Format Step	Generate AI-driven insights, visual reports, and competitor benchmarking narratives to inform strategy decisions.

Skills

General
Human
Technology

Market Research
Customer Insights Analysis
Competitive Analysis
Critical Thinking
Communication Skills
Collaboration
Data Analysis Tools
User Research Methodologies
Competitive Intelligence Platforms

Develop and maintain the product roadmap ensuring prioritization aligns with business objectives and customer impact.	50%	11.16%	$1.12M

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please create and update a product roadmap plan with prioritized features, dependencies, and timelines based on business objectives and feedback.
Copilot Analyst Agent	Prompt: please analyze historical feature performance and customer impact data to recommend priority adjustments in the roadmap.
Copilot Writing Coach	Prompt: please help me draft and polish roadmap communication updates for internal stakeholders.
Configured Workflow
Project Manager Agent (Planner)	Transforms business goals and context into structured roadmap plans and task lists.
Copilot Analyst Agent	Analyzes historical data to suggest prioritization and forecast feature impact for informed decision making.
Copilot Writing Coach	Assists in drafting clear and impactful roadmap communications for stakeholders.
Copilot Agent
Conversational Design Step	Collect product goals, priorities, dependencies, and timelines through conversational prompts for roadmap creation and updates.
Tools/Data Integration Step	Connect to project management tools such as Planner, Jira Align, and Power BI data to gather historical progress and impact data.
AI Processing/Output Format Step	Use AI to suggest prioritization, forecast outcomes, and generate an updated, visual product roadmap.

Skills

General
Human
Technology

Product Roadmap Development
Business Acumen
Customer-Centric Thinking
Prioritization and Decision-Making
Stakeholder Management
Communication Skills
Strategic Thinking
Roadmapping Tools
Data Analysis
Agile Methodologies

Write and manage detailed product documentation, including PRDs and decision memos to guide internal stakeholders and development teams.	70%	1.34%	$188K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please improve clarity, grammar, structure and adapt the tone of this product requirements document for development and stakeholder review.
Copilot Researcher Agent	Prompt: please gather and summarize relevant policies, best practices, and previous decisions to include as context in the documentation.
Knowledge Agent (SharePoint)	Prompt: please organize and link authoritative documents and decision records in SharePoint to ensure consistent and up-to-date reference materials.
Configured Workflow
Copilot Writing Coach	Improves clarity, tone, and structure of product documents and memos through AI-powered writing assistance.
Copilot Researcher Agent	Gathers and summarizes relevant internal and external knowledge to include as references and context in documentation.
Knowledge Agent (SharePoint)	Maintains and organizes documentation in SharePoint to ensure easy discoverability and version control.
Copilot Agent
Conversational Design Step	Engage users through guided prompts to collect document objectives, audience, key points, and required sections for drafting documentation.
Tools/Data Integration Step	Leverage Copilot Writing Coach and integrate with Microsoft Word, Confluence, and SharePoint document repositories.
AI Processing/Output Format Step	Generate and refine drafts with AI editing, tone adaptation, and version control capabilities to produce stakeholder-ready documents.

Skills

General
Human
Technology

Technical Writing
Product Knowledge and Domain Expertise
Requirements Analysis
Attention to Detail
Communication
Collaboration
Organizational Skills
Document Management Systems
Product Management Tools
Collaboration and Communication Platforms

Establish and monitor key performance indicators (KPIs) and success metrics for product features and overall player experience.	60%	4.46%	$535K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please ingest product usage data and generate insights on KPIs and player experience metrics with visual reports.
Copilot Visual Creator	Prompt: please create presentation-ready visuals and dashboards that communicate product performance and KPI trends.
Project Manager Agent (Planner)	Prompt: please track KPI monitoring tasks, milestone reviews, and action items for ongoing product performance assessments.
Configured Workflow
Copilot Analyst Agent	Ingests data from analytics platforms to define and monitor KPIs with natural language queries and visual insights.
Project Manager Agent (Planner)	Tracks KPI-related initiatives and action items within roadmap and performance plans.
Copilot Visual Creator	Generates presentation-ready visuals summarizing KPI trends and dashboard snapshots for stakeholder updates.
Copilot Agent
Conversational Design Step	Prompt users to define product goals, KPIs, data sources, and thresholds to monitor performance effectively.
Tools/Data Integration Step	Integrate with Power BI, Tableau, and real-time analytics platforms to ingest player data and operational metrics.
AI Processing/Output Format Step	Apply AI-driven anomaly detection, data visualization, and generate insightful KPI dashboards with actionable alerts.

Skills

General
Human
Technology

Data Analysis
Performance Measurement
Product Management
Communication Skills
Critical Thinking
Collaboration
Data Visualization Tools
Analytics Platforms
Database Querying

Collaborate cross-functionally with OS platform teams, developer tooling groups, and technology partners to deliver integrated product experiences.	30%	4.46%	$268K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate meeting notes, action items, and decisions from cross-team collaboration sessions in Microsoft Teams.
Microsoft Viva Engage Copilot	Prompt: please help me draft and refine posts to share updates and promote collaboration in our internal communities.
Copilot Writing Coach	Prompt: please improve the tone and clarity of meeting summaries and follow-up emails to cross-functional partners.
Configured Workflow
Facilitator Agent (Teams)	Captures real-time meeting notes, action items, and decisions to keep cross-functional collaboration organized.
Project Manager Agent (Planner)	Assigns and tracks tasks arising from collaboration meetings to maintain accountability and progress.
Viva Engage Copilot	Assists in drafting and refining internal communications to keep teams aligned on integrated product goals.
Copilot Agent
Conversational Design Step	Assist users in scheduling, agenda setting, and capturing collaboration objectives through interactive dialogue.
Tools/Data Integration Step	Use Microsoft Teams and Otter.ai integration for meeting coordination, transcription, and note capture.
AI Processing/Output Format Step	Summarize meetings, extract action items, and track follow-ups to enhance cross-team alignment and productivity.

Skills

General
Human
Technology

Product Strategy Development
Cross-Functional Collaboration
Technical Product Management
Communication Skills
Systems Integration Understanding
Agile Methodologies
Stakeholder Management
Platform Ecosystem Knowledge
Technical Documentation and Specification
API and SDK Familiarity

Help define and influence the long-term vision and strategy for Windows gaming feature areas based on a deep understanding of customer needs, market and user research, the competitive landscape, and Microsoft's business goals and strategy.	20%	4.46%	$178K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize current market trends, customer insights, and competitor strategies relevant to Windows gaming features with sourced citations.
Copilot Analyst Agent	Prompt: please generate scenario analyses and trend reports based on historical data and projected market shifts for Windows gaming.
Copilot Idea Coach	Prompt: please facilitate brainstorming by generating and refining strategic ideas based on current business goals and market context.
Configured Workflow
Copilot Researcher Agent	Aggregates and summarizes multi-source research on market trends and competitive strategies for leadership review.
Copilot Analyst Agent	Generates trend analyses and scenario forecasts to inform strategic vision discussions.
Copilot Idea Coach	Facilitates structured brainstorming and refines strategic ideas into early concepts for leadership consideration.
Copilot Agent
Conversational Design Step	Guide strategic discussions by prompting for scenario inputs, market signals, and leadership visions to frame forecasting exercises.
Tools/Data Integration Step	Tap into Copilot Researcher Agent for market intelligence and integrate with Gartner and internal business strategy data repositories.
AI Processing/Output Format Step	Generate scenario analyses, trend forecasts, and strategic briefs to support leadership decision-making.

Skills

General
Human
Technology

Market Analysis
Customer Needs Assessment
Business Strategy Alignment
User Research Interpretation
Strategic Thinking
Stakeholder Communication
Collaboration
Competitive Analysis Tools
Data Analytics Platforms
Product Management Frameworks

Own and drive the end-to-end product roadmap, prioritizing experiences that result in faster, smoother, or more reliable gameplay across a broad range of PC devices and form factors.	45%	11.16%	$1.00M

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please create and manage a detailed product roadmap plan highlighting performance improvements, timelines, and dependencies.
Copilot Analyst Agent	Prompt: please analyze gameplay performance and user feedback data to identify priority areas for improvement across PC devices.
Copilot Writing Coach	Prompt: please draft and polish roadmap presentations and stakeholder updates focused on gameplay experience enhancements.
Configured Workflow
Project Manager Agent (Planner)	Converts product goals into detailed, trackable roadmap plans with task assignments and timelines.
Copilot Analyst Agent	Analyzes user impact data and progress metrics to support prioritization and decision making.
Copilot Writing Coach	Assists in communicating roadmap statuses and priorities clearly to stakeholders.
Copilot Agent
Conversational Design Step	Prompt for feature priorities, user impact criteria, and release schedules to shape and update the product roadmap.
Tools/Data Integration Step	Integrate with Planner, Jira Align, and usage analytics platforms to assess progress and user feedback.
AI Processing/Output Format Step	Provide AI-driven prioritization suggestions and generate dynamic roadmap visualizations with progress insights.

Skills

General
Human
Technology

Product Roadmap Planning
Gameplay Experience Optimization
Cross-Platform Product Management
Prioritization and Decision-Making
Stakeholder Communication
Collaboration and Leadership
Data Analysis and Metrics Interpretation
Agile Product Development Methodologies
Platform Performance Monitoring Tools

Work across multiple Microsoft organizations spanning OS platforms, developer and technology groups to deliver seamless, high-performing, player-first experiences.	35%	4.46%	$312K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please capture and summarize discussions, decisions, and action items from cross-organization collaboration meetings.
Microsoft Viva Engage Copilot	Prompt: please assist in drafting engaging internal posts that update and align multi-group collaborators on product status.
Copilot Writing Coach	Prompt: please improve clarity and tone of cross-organization status communications and follow-up emails.
Configured Workflow
Facilitator Agent (Teams)	Automates meeting notes, key decisions, and follow-ups across organizational teams to streamline coordination.
Project Manager Agent (Planner)	Tracks cross-org initiatives and dependencies to maintain alignment and progress visibility.
Viva Engage Copilot	Supports communications across groups by drafting and tailoring updates and discussion posts.
Copilot Agent
Conversational Design Step	Facilitate coordination by gathering participant roles, key deliverables, and deadlines via structured conversations.
Tools/Data Integration Step	Leverage Microsoft Teams, Notion AI, and Slack integrations for communication, knowledge sharing, and meeting summarization.
AI Processing/Output Format Step	Summarize interactions, track action items, and generate follow-up reminders to maintain cross-org momentum.

Skills

General
Human
Technology

Cross-Functional Collaboration
Product Strategy Development
Platform Management
Technical Acumen in Software Platforms
Stakeholder Management
Project Management
Performance Metrics Analysis
Effective Communication
Agile Methodologies
User-Centered Design Thinking
Conflict Resolution
System Integration Knowledge

Define success metrics and measurement frameworks across player value and product performance, in partnership with analytics and data science teams.	55%	4.46%	$491K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze product and player data to recommend appropriate success metrics and measurement frameworks.
Project Manager Agent (Planner)	Prompt: please organize tasks and milestones for defining and implementing measurement frameworks with analytics teams.
Copilot Visual Creator	Prompt: please generate visual frameworks and presentation materials to communicate metric definitions and measurement plans.
Configured Workflow
Copilot Analyst Agent	Analyzes historical data to identify relevant success metrics and simulates potential measurement frameworks.
Project Manager Agent (Planner)	Organizes defined metrics and associated action plans into structured project timelines.
Copilot Visual Creator	Creates visual frameworks and dashboards that clearly communicate success criteria to stakeholders.
Copilot Agent
Conversational Design Step	Collaboratively solicit inputs on desired outcomes, existing metrics, and data types to frame measurement frameworks.
Tools/Data Integration Step	Integrate with Power BI, Looker, Tableau, and data science model outputs for continuous data feeding.
AI Processing/Output Format Step	Utilize AI to identify optimal KPIs, simulate metric impacts, and generate framework documentation and dashboards.

Skills

General
Human
Technology

Metrics Definition
Data Interpretation
Framework Development
Collaboration
Communication
Critical Thinking
Data Analytics Tools
Business Intelligence Platforms
Measurement Framework Methodologies

Represent Windows gaming externally at conferences, in blog posts, and with key partners in the industry.	10%	4.46%	$89K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please help draft, edit, and refine blog posts, speeches, and presentations to clearly communicate Windows gaming value propositions.
Copilot Visual Creator	Prompt: please create visual aids, slides, and concept storyboards to support external presentations and partner briefings.
Copilot Researcher Agent	Prompt: please gather and summarize up-to-date industry trends and competitor activities to inform external communications.
Configured Workflow
Copilot Researcher Agent	Gathers relevant background information, citing industry trends and competitor actions for content creation.
Copilot Writing Coach	Assists in drafting, refining, and localizing blog posts and presentation content for various audiences.
Copilot Visual Creator	Generates supporting visuals and presentation-ready graphics to enhance external communications.
Copilot Agent
Conversational Design Step	Guide users in specifying audience, purpose, and key messages for content creation and presentation drafts.
Tools/Data Integration Step	Utilize OpenAI GPT and Grammarly via integrations for drafting and editing content plus Canva for visuals.
AI Processing/Output Format Step	Generate blog posts, presentation decks, and polished communication copy tailored for external stakeholder engagement.

Skills

General
Human
Technology

Industry Knowledge
Public Speaking
Content Creation
Relationship Management
Digital Communication Platforms
Strategic Messaging

Prioritize product features and enhancements based on customer impact, technical feasibility, and business value.	50%	11.16%	$1.12M

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please organize and prioritize features in a structured plan considering business impact and technical constraints.
Copilot Analyst Agent	Prompt: please analyze customer feedback, usage data, and technical feasibility to recommend prioritization of feature development.
Copilot Writing Coach	Prompt: please draft clear prioritization rationale and align communications for stakeholder review.
Configured Workflow
Copilot Analyst Agent	Aggregates and analyzes multi-dimensional data inputs to generate feature prioritization recommendations.
Project Manager Agent (Planner)	Forms structured plans and timelines based on prioritized features with task assignments.
Copilot Writing Coach	Helps compose clear prioritization rationale and status updates for stakeholder communication.
Copilot Agent
Conversational Design Step	Collect inputs on feature details, impact metrics, feasibility concerns, and business goals through structured dialog.
Tools/Data Integration Step	Connect to Aha!, Productboard, Jira Align for historical data, customer feedback, and technical evaluations.
AI Processing/Output Format Step	Use AI to score and rank features, simulate outcomes, and generate prioritized backlog recommendations.

Skills

General
Human
Technology

Prioritization
Business Acumen
Technical Understanding
Customer Empathy
Decision-Making
Cross-functional Collaboration
Data Analysis
Product Management Tools
Project Management Methodologies

Translate market and user insights into actionable product requirements and development tasks.	60%	1.34%	$161K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize user research and market data into clear, structured points for product requirements drafting.
Copilot Writing Coach	Prompt: please help convert raw insights into well-structured product requirement documents and user stories.
Project Manager Agent (Planner)	Prompt: please create and assign development tasks based on the drafted product requirements and track progress.
Configured Workflow
Copilot Researcher Agent	Synthesizes qualitative market and user research into summarized insights and actionable briefs.
Copilot Writing Coach	Transforms summarized research into clear, structured product requirements and user stories.
Project Manager Agent (Planner)	Converts requirements into project plans with concrete development tasks and milestones.
Copilot Agent
Conversational Design Step	Prompt users to input raw insights and specify prioritization and task granularity to guide transformation into requirements.
Tools/Data Integration Step	Utilize Copilot Researcher Agent, Jira, Confluence, and Notion AI for collecting and structuring insights and tasks.
AI Processing/Output Format Step	Apply NLP to synthesize insights into structured user stories, detailed requirements, and development-ready tasks.

Skills

General
Human
Technology

Market Research Analysis
Requirements Gathering and Documentation
Product Development Lifecycle Understanding
Effective Communication
Collaboration
Critical Thinking
Data Analysis Tools
Product Management Tools
Customer Feedback Platforms

Lead cross-team problem-solving sessions to address product blockers and enhance platform capabilities.	25%	4.46%	$223K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please capture meeting notes, decisions, and action items during problem-solving sessions in Microsoft Teams.
Copilot Writing Coach	Prompt: please help summarize key discussion points and draft follow-up communications to cross-functional teams.
Copilot Idea Coach	Prompt: please generate and cluster ideas for solutions and experimental approaches based on meeting inputs.
Configured Workflow
Facilitator Agent (Teams)	Captures real-time notes, decisions, and action items during problem-solving sessions.
Project Manager Agent (Planner)	Assigns and tracks resolution tasks resulting from sessions to ensure progress and accountability.
Copilot Idea Coach	Supports ideation by clustering and refining improvement ideas generated collaboratively.
Copilot Agent
Conversational Design Step	Structure facilitation dialogue to capture issues, assign roles, and drive resolution-oriented discussions.
Tools/Data Integration Step	Integrate Microsoft Teams, Otter.ai for transcription, and Miro for collaborative workspace and issue tracking.
AI Processing/Output Format Step	Generate meeting summaries, document action items, and flag recurring blockers for proactive management.

Skills

General
Human
Technology

Problem Solving
Product Platform Knowledge
Facilitation Skills
Cross-functional Collaboration
Communication Skills
Project Management
Collaboration Tools Proficiency

Continuously monitor industry and technology trends to identify new opportunities for platform innovation.	55%	4.46%	$491K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please perform open-ended research to identify emerging industry and technology trends relevant to gaming platforms.
Copilot Analyst Agent	Prompt: please analyze trend data and competitor signals to highlight potential innovation opportunities.
Copilot Idea Coach	Prompt: please facilitate brainstorming sessions to generate and refine ideas from trend insights for platform innovation.
Configured Workflow
Copilot Researcher Agent	Performs ongoing open-ended research and summarizes emerging trends, competitor moves, and tech innovations.
Copilot Idea Coach	Facilitates brainstorming sessions to translate research insights into innovative concepts and experiments.
Copilot Analyst Agent	Analyzes collected data to prioritize opportunities with highest potential based on impact and feasibility.
Copilot Agent
Conversational Design Step	Query user preferences on trend domains, sources, and innovation focus areas for targeted monitoring.
Tools/Data Integration Step	Leverage Copilot Researcher Agent integrated with Crayon, Gartner, and Accern feeds for real-time trend data.
AI Processing/Output Format Step	Analyze incoming data to highlight emerging trends, generate innovation opportunity reports, and recommend next exploration steps.

Skills

General
Human
Technology

Market Research
Trend Analysis
Strategic Thinking
Critical Thinking
Curiosity and Learning Agility
Communication Skills
Collaboration
Data Analysis
Technology Scouting Tools
Competitive Intelligence Platforms

Communicate product updates and prioritization decisions transparently to stakeholders to maintain alignment and manage expectations.	45%	4.46%	$401K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft clear and concise product update messages and prioritization rationales tailored to different stakeholder audiences.
Copilot Visual Creator	Prompt: please generate presentation slides and visual summaries to accompany product update communications.
Facilitator Agent (Teams)	Prompt: please capture and summarize stakeholder meeting discussions, including feedback and follow-ups.
Configured Workflow
Copilot Writing Coach	Drafts clear, audience-tailored updates and explanations for prioritization decisions.
Copilot Visual Creator	Generates graphics and presentation visuals to support and clarify communications.
Project Manager Agent (Planner)	Compiles status reports integrating task progress and prioritization changes for stakeholder review.
Copilot Agent
Conversational Design Step	Gather update context, audience segments, and communication channels through interactive prompts.
Tools/Data Integration Step	Integrate with Slack, Monday.com, and Grammarly for message drafting, revision, and targeted delivery.
AI Processing/Output Format Step	Produce clear, concise update summaries with rationale explanations and format content for multiple stakeholder groups.

Skills

General
Human
Technology

Stakeholder Communication
Prioritization Frameworks
Product Lifecycle Knowledge
Effective Communication
Active Listening
Negotiation
Presentation Skills
Collaboration Platforms
Documentation Tools
Data Visualization Tools

Manage risks and dependencies associated with multiple platform integrations and cross-organizational projects.	40%	4.46%	$357K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please track and flag risks and dependencies in the project plan and suggest mitigation steps based on inputs.
Copilot Analyst Agent	Prompt: please analyze project data and historical risk patterns to identify potential risk areas and impact assessments.
Copilot Writing Coach	Prompt: please draft risk management updates and dependency impact reports for leadership and stakeholders.
Configured Workflow
Project Manager Agent (Planner)	Tracks dependencies and schedules with risk flags to highlight potential integration issues.
Copilot Analyst Agent	Analyzes historical and current project data to identify and prioritize risks requiring mitigation.
Copilot Writing Coach	Assists in drafting risk reports and mitigation plans for circulation among stakeholders.
Copilot Agent
Conversational Design Step	Prompt users to describe project phases, known risks, dependencies, and mitigation strategies to structure risk management.
Tools/Data Integration Step	Connect to Jira Align and risk management databases to access project data and existing risk registries.
AI Processing/Output Format Step	Use AI to flag high-risk dependencies, recommend mitigations, and generate risk dashboards and reports.

Skills

General
Human
Technology

Risk Management
Project Management
Dependency Mapping
Stakeholder Communication
Collaboration
Problem Solving
Integration Architecture Understanding
Workflow and Process Management Tools
Enterprise Project Management Software

Facilitate alignment meetings between engineering, design, marketing, and other teams to ensure a shared understanding of product goals.	30%	4.46%	$268K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please generate real-time notes, key decisions, and action items during alignment meetings in Microsoft Teams.
Copilot Writing Coach	Prompt: please refine meeting summaries and communications to clearly convey product goals and next steps.
Microsoft Viva Engage Copilot	Prompt: please help craft community posts that reinforce alignment and share progress updates across teams.
Configured Workflow
Facilitator Agent (Teams)	Generates AI-powered meeting agendas, captures notes, and tracks agreed action items for alignment sessions.
Project Manager Agent (Planner)	Creates and manages follow-up tasks to ensure alignment outcomes are implemented.
Viva Engage Copilot	Drafts and distributes alignment meeting summaries and key messages to broader teams.
Copilot Agent
Conversational Design Step	Assist in setting agendas, collecting participant roles and objectives, and clarifying expected outcomes via conversational prompts.
Tools/Data Integration Step	Leverage Microsoft Teams and Otter.ai transcription services, plus integration with Planner for action tracking.
AI Processing/Output Format Step	Generate meeting summaries, track decisions and action items, and provide follow-up reminders to stakeholders.

Skills

General
Human
Technology

Cross-Functional Collaboration
Meeting Facilitation
Product Knowledge
Effective Communication
Active Listening
Conflict Resolution
Project Management Tools Proficiency
Collaboration Platforms
Data Visualization Tools

Analyze player feedback post-launch to identify product improvements and inform future roadmap adjustments.	65%	1.34%	$174K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze large sets of player feedback data to extract sentiment insights and highlight common issues or enhancement requests.
Copilot Researcher Agent	Prompt: please summarize open-ended player comments and competitor responses to contextualize feedback trends.
Copilot Writing Coach	Prompt: please draft reports summarizing feedback analysis and recommend roadmap changes based on findings.
Configured Workflow
Copilot Analyst Agent	Aggregates and performs sentiment analysis on large volumes of player feedback to surface trends.
Copilot Researcher Agent	Synthesizes feedback insights into actionable reports aligned to product areas.
Project Manager Agent (Planner)	Converts feedback-derived improvement opportunities into prioritized roadmap tasks.
Copilot Agent
Conversational Design Step	Collect filtering criteria and focus areas from users to target relevant player feedback for analysis.
Tools/Data Integration Step	Integrate with customer feedback platforms like Medallia, Qualtrics, and NLP tools such as Copilot Researcher Agent.
AI Processing/Output Format Step	Use sentiment analysis and NLP to extract themes, trends, and actionable insights for roadmap refinement.

Skills

General
Human
Technology

Data Analysis
Product Management
Customer Insight Interpretation
Critical Thinking
Communication Skills
Collaboration
Data Visualization Tools
Customer Feedback Platforms
Roadmap Planning Software

Ensure compliance with organizational policies, industry regulations, and security standards throughout the product development lifecycle.	50%	4.46%	$446K

Take Action

Out-of-the-Box
Knowledge Agent (SharePoint)	Prompt: please surface and organize relevant compliance policies and regulatory documents for easy reference during development.
Copilot Researcher Agent	Prompt: please summarize latest regulatory changes and flag potential compliance issues in product plans.
Copilot Writing Coach	Prompt: please help draft compliance status updates and documentation for audits and leadership reviews.
Configured Workflow
Knowledge Agent (SharePoint)	Maintains and curates authoritative compliance documents and policies for ready access and reference.
Copilot Analyst Agent	Monitors development data sources to flag potential compliance violations and policy deviations.
Copilot Writing Coach	Assists in generating compliance reports and communication drafts for governance stakeholders.
Copilot Agent
Conversational Design Step	Guide users to input key compliance requirements, regulatory standards, and project phases requiring oversight.
Tools/Data Integration Step	Connect to compliance management platforms and governance tools integrated with policy repositories.
AI Processing/Output Format Step	Automatically monitor compliance status, flag violations, and generate audit-ready reports for risk managers.

Skills

General
Human
Technology

Regulatory Knowledge
Risk Management
Security Awareness
Attention to Detail
Collaboration
Problem Solving
Governance Frameworks
Compliance Monitoring Tools
Security Protocols and Standards

Mentor and coach junior product managers to develop their strategic thinking and product execution skills.	15%	4.46%	$134K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please recommend personalized learning paths and relevant content for junior product managers based on their role and goals.
Viva Learning Copilot	Prompt: please build structured training collections and summarize course content to support ongoing skill development.
Copilot Writing Coach	Prompt: please help draft coaching feedback and developmental guidance communications for mentees.
Configured Workflow
Copilot Learning Coach	Recommends personalized learning paths and resources aligned to junior managersâ€™ roles and growth goals.
Viva Learning Copilot	Automates learning content curation and progress tracking to support ongoing skill development.
Copilot Writing Coach	Helps draft coaching feedback, development plans, and mentoring communications.
Copilot Agent
Conversational Design Step	Collect mentee learning goals, skill gaps, and preferred learning formats through guided dialogue.
Tools/Data Integration Step	Integrate with Viva Learning Copilot and LinkedIn Learning content libraries to personalize learning paths.
AI Processing/Output Format Step	Recommend tailored learning journeys, track progress, and summarize coaching outcomes to support manager growth.

Skills

General
Human
Technology

Product Strategy Development
Product Lifecycle Management
Mentoring and Coaching
Communication
Emotional Intelligence
Leadership
Collaboration Tools Proficiency
Product Management Frameworks

Skills

General

Market Research
Customer Insights Analysis
Competitive Analysis
Product Roadmap Development
Business Acumen
Customer-Centric Thinking
Prioritization and Decision-Making
Technical Writing
Product Knowledge and Domain Expertise
Requirements Analysis
Attention to Detail
Performance Measurement
Product Management
Product Strategy Development
Technical Product Management
Platform Ecosystem Knowledge
Technical Documentation and Specification
Market Analysis
Customer Needs Assessment
Business Strategy Alignment
User Research Interpretation
Product Roadmap Planning
Gameplay Experience Optimization
Cross-Platform Product Management
Platform Management
Project Management
Performance Metrics Analysis
User-Centered Design Thinking
Metrics Definition
Data Interpretation
Framework Development
Industry Knowledge
Content Creation
Strategic Messaging
Prioritization
Technical Understanding
Market Research Analysis
Requirements Gathering and Documentation
Product Development Lifecycle Understanding
Problem Solving
Product Platform Knowledge
Trend Analysis
Prioritization Frameworks
Product Lifecycle Knowledge
Risk Management
Dependency Mapping
Meeting Facilitation
Product Knowledge
Customer Insight Interpretation
Regulatory Knowledge
Security Awareness
Product Lifecycle Management
Mentoring and Coaching

Human

Critical Thinking
Communication Skills
Collaboration
Stakeholder Management
Strategic Thinking
Communication
Organizational Skills
Cross-Functional Collaboration
Stakeholder Communication
Collaboration and Leadership
Effective Communication
Conflict Resolution
Public Speaking
Relationship Management
Customer Empathy
Decision-Making
Cross-functional Collaboration
Facilitation Skills
Curiosity and Learning Agility
Active Listening
Negotiation
Presentation Skills
Emotional Intelligence
Leadership

Technology

Data Analysis Tools
User Research Methodologies
Competitive Intelligence Platforms
Roadmapping Tools
Data Analysis
Agile Methodologies
Document Management Systems
Product Management Tools
Collaboration and Communication Platforms
Data Visualization Tools
Analytics Platforms
Database Querying
Systems Integration Understanding
API and SDK Familiarity
Competitive Analysis Tools
Data Analytics Platforms
Product Management Frameworks
Data Analysis and Metrics Interpretation
Agile Product Development Methodologies
Platform Performance Monitoring Tools
Technical Acumen in Software Platforms
System Integration Knowledge
Data Analytics Tools
Business Intelligence Platforms
Measurement Framework Methodologies
Digital Communication Platforms
Project Management Methodologies
Customer Feedback Platforms
Collaboration Tools Proficiency
Technology Scouting Tools
Collaboration Platforms
Documentation Tools
Integration Architecture Understanding
Workflow and Process Management Tools
Enterprise Project Management Software
Project Management Tools Proficiency
Roadmap Planning Software
Governance Frameworks
Compliance Monitoring Tools
Security Protocols and Standards

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