Consumer Goods 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:

Social Media & Community Manager

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

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)	51.94% of total work is ready for automation
Annual Salary Exposure	$10,000,000 across analyzed roles
Total Potential Savings	$5,193,700 unlocked by automating tasks
Operational Efficiency Index (OEI)	38.40% potential impact on overall operational efficiency
Velocity of Output (VOI)	27.05% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	11.25% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	5.2 months until Benefits visible after initial deployment

Tasks

Develop organic social media content strategy specifically for platforms like Meta and TikTok to support brand engagement.	40%	2.26%	$90K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please research current audience behavior and platform trends related to Meta and TikTok to inform an organic content strategy.
Project Manager Agent (Planner)	Prompt: please generate a content strategy plan with milestones and deadlines based on the brand objectives for social media platforms.
Copilot Analyst Agent	Prompt: please analyze historical social media performance data and generate insights to support strategy formulation.
Configured Workflow
Copilot Analyst Agent	Analyze social media platform data and audience behavior to generate insights that inform content strategy.
Copilot Researcher Agent	Perform open-ended research on emerging trends and best practices in social media content strategies.
Project Manager Agent (Planner)	Create an automated content calendar with task assignments and deadlines aligned to strategic insights.
Copilot Agent
Conversational Design Step	Guide the user through defining target audience, engagement goals, and preferred content themes to tailor strategy recommendations.
Tools/Data Integration Step	Integrate social media analytics and trend data from enterprise business intelligence sources and platform APIs via Copilot Studio for real-time insights.
AI Processing/Output Format Step	Use AI to analyze audience behavior and trends, generate organic content strategy outlines, and suggest optimized content calendar schedules.

Skills

General
Human
Technology

Content Strategy Development
Audience Analysis
Brand Awareness and Positioning
Creativity
Communication Skills
Trend Awareness
Social Media Platform Proficiency
Social Media Analytics
Content Creation Tools

Create engaging social media content including copywriting, still imagery, and video to drive consumer engagement.	55%	7.52%	$414K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: please draft engaging and brand-aligned social media copy for Meta and TikTok posts with appropriate tone.
Copilot Visual Creator	Prompt: please generate and refine visual concepts and images to accompany social media content posts.
Viva Engage Copilot	Prompt: please help adapt the post text and calls-to-action for better engagement with different audience segments.
Configured Workflow
Copilot Writing Coach	Generate and refine copywriting content for social media posts tailored to different audiences and channels.
Copilot Visual Creator	Automatically create images and visual storyboards from natural language prompts to complement content.
Copilot Idea Coach	Facilitate creative ideation and concept refinement for multimedia social media posts.
Copilot Agent
Conversational Design Step	Interactively capture content goals, tone, style preferences, and media types to customize creative outputs.
Tools/Data Integration Step	Leverage text and visual generation copilots, including Copilot Writing Coach and Copilot Visual Creator integrated with Microsoft Designer and video editing APIs.
AI Processing/Output Format Step	Generate polished copy, tailored images, and storyboard video concepts that align with brand voice and platform requirements for rapid content creation.

Skills

General
Human
Technology

Copywriting
Visual Content Creation
Video Production and Editing
Creativity
Communication Skills
Audience Engagement
Social Media Platforms
Graphic Design Tools
Video Editing Software
Content Management Systems (CMS)

Monitor and analyze social media trends and platform data to optimize content and report on performance metrics.	70%	7.52%	$526K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please summarize social media performance data including engagement and reach trends into clear reports with insights.
Copilot Researcher Agent	Prompt: please research emerging social media trends and provide a summary with implications for content optimization.
Facilitator Agent (Teams)	Prompt: please capture key findings from social media performance meetings and generate action items to improve strategy.
Configured Workflow
Copilot Analyst Agent	Ingest and analyze social media performance data to generate actionable insights and visual reports.
Copilot Researcher Agent	Conduct continuous research of competitor and industry social media trends to inform optimization.
Facilitator Agent (Teams)	Summarize meeting discussions and decisions related to social media analytics and optimization strategies.
Copilot Agent
Conversational Design Step	Prompt users to specify metrics, time frames, and content channels to focus monitoring and analysis efforts.
Tools/Data Integration Step	Connect to social listening data, sentiment analysis tools, and enterprise BI dashboards such as Power BI via Copilot Analyst Agent.
AI Processing/Output Format Step	Automate generation of performance reports with insight narratives, trend identification, and actionable recommendations for content optimization.

Skills

General
Human
Technology

Data Analysis
Content Optimization
Trend Awareness
Critical Thinking
Attention to Detail
Communication Skills
Social Media Platforms Knowledge
Social Media Analytics Tools
Reporting Software

Respond to consumer comments and manage community interactions to foster an active and positive brand presence.	50%	7.52%	$376K

Take Action

Out-of-the-Box
Community Agent (Viva Engage)	Prompt: please assist in generating prompt, polite, and on-brand responses to common consumer comments and questions.
Viva Engage Copilot	Prompt: please draft engaging community posts with appropriate tone and calls-to-action to encourage positive interactions.
Copilot Writing Coach	Prompt: please help edit and polish responses to consumer comments for clarity and brand voice consistency.
Configured Workflow
Community Agent (Viva Engage)	Automatically reply to common consumer queries and moderate comments within social media communities.
Viva Engage Copilot	Draft and refine community posts and responses with appropriate tone and call-to-action to encourage engagement.
Facilitator Agent (Teams)	Generate summaries of community feedback and escalate complex issues to human moderators.
Copilot Agent
Conversational Design Step	Collect context on conversation tone, escalation triggers, and frequently asked question patterns to tailor responses.
Tools/Data Integration Step	Integrate with community management platforms and Viva Engage Community Agent for automated content moderation and customer interaction workflows.
AI Processing/Output Format Step	Automatically generate and suggest personalized, brand-consistent replies and escalate complex inquiries to human agents as needed.

Skills

General
Human
Technology

Social Media Content Management
Brand Voice Consistency
Crisis Communication
Communication Skills
Empathy
Conflict Resolution
Social Media Platforms Proficiency
Community Management Tools
Basic Data Analytics

Amplify relevant user-generated content (UGC) to enhance brand credibility and consumer trust.	45%	7.52%	$338K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please identify and summarize trending user-generated content aligned with brand messaging for potential amplification.
Community Agent (Viva Engage)	Prompt: please suggest authentic UGC posts from community channels for increased brand credibility and trust.
Copilot Visual Creator	Prompt: please generate engaging visuals and layouts to highlight selected user-generated content effectively.
Configured Workflow
Copilot Researcher Agent	Identify and curate relevant user-generated content from internal and external sources.
Copilot Analyst Agent	Analyze UGC engagement data to prioritize content for amplification based on impact metrics.
Viva Engage Copilot	Draft posts that amplify selected UGC with optimized messaging and calls-to-action.
Copilot Agent
Conversational Design Step	Prompt users to specify source platforms, content criteria, and brand alignment guidelines for curation.
Tools/Data Integration Step	Connect to enterprise content repositories and community platforms with content curation copilots to identify and verify UGC relevance.
AI Processing/Output Format Step	Use AI to analyze, authenticate, and recommend UGC for amplification, generating briefing materials to support community engagement.

Skills

General
Human
Technology

Content Curation
Brand Management
Digital Marketing Strategy
Communication
Relationship Building
Attention to Detail
Social Media Platforms Proficiency
Content Management Systems (CMS)
Social Listening Tools

Use social media content creation tools such as Adobe Suite and CapCut to develop and edit visual and video content.	40%	7.52%	$301K

Take Action

Out-of-the-Box
Copilot Visual Creator	Prompt: please create initial visual drafts or storyboards based on campaign themes to expedite Adobe and CapCut editing.
Copilot Writing Coach	Prompt: please generate concise and engaging video scripts or captions for video content creation.
Facilitator Agent (Teams)	Prompt: please manage the content creation workflow and track editing progress across teams using integrated task lists.
Configured Workflow
Copilot Visual Creator	Generate initial visual concepts and edit images/videos via natural language prompts integrated in Microsoft 365 apps.
Copilot Idea Coach	Provide creative suggestions and iterative feedback loops to enhance visual and video content.
Copilot Writing Coach	Support scriptwriting or caption creation for video content aligned with brand messaging.
Copilot Agent
Conversational Design Step	Collect user input on content type, editing requirements, and style preferences to automate creative workflows.
Tools/Data Integration Step	Integrate with creative content platforms via APIs and Microsoft Copilot Visual Creator for automated editing and design assistance.
AI Processing/Output Format Step	Apply AI-driven editing enhancements and design suggestions, producing polished visual and video content aligned with brand standards.

Skills

General
Human
Technology

Visual Content Creation
Video Editing
Creativity
Attention to Detail
Adobe Creative Suite Proficiency
CapCut Video Editing
Social Media Platform Understanding

Experiment with AI-based tools like Firefly for content development and optimization to improve creative output and efficiency.	75%	2.26%	$170K

Take Action

Out-of-the-Box
Copilot Idea Coach	Prompt: please generate and cluster creative concepts and content ideas based on brand guidelines and campaign goals for experimentation.
Copilot Visual Creator	Prompt: please create iterative visual variations to support creative testing and optimization alongside Adobe Firefly experimentation.
Copilot Writing Coach	Prompt: please assist in refining and adapting draft copy to explore different tones and messaging approaches.
Configured Workflow
Copilot Idea Coach	Facilitate ideation and concept generation to explore creative content possibilities using generative AI.
Copilot Visual Creator	Produce early-stage imagery and design variations to rapidly prototype concepts for review.
Copilot Writing Coach	Refine and optimize textual content to improve tone and engagement in experimental campaigns.
Copilot Agent
Conversational Design Step	Guide users through selecting creativity objectives, input constraints, and iterative feedback loops for content generation.
Tools/Data Integration Step	Leverage generative AI platforms (e.g., Adobe Firefly and Jasper.ai) connected via Copilot Studio to enable multi-modal content generation and refinement.
AI Processing/Output Format Step	Conduct multi-iteration AI content ideation and enhancement cycles, producing optimized creative assets and usage insights.

Skills

General
Human
Technology

Content Creation
Digital Marketing Strategy
Creative Problem Solving
Adaptability
Collaboration
Technology Curiosity
AI-Based Content Generation Tools
Social Media Management Platforms
Data-Driven Optimization

Collaborate cross-functionally with brand, media, communications, and design teams to align social media content with overall brand strategies.	25%	7.52%	$188K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please summarize cross-functional meetings and track alignment action items and timelines in shared team channels.
Project Manager Agent (Planner)	Prompt: please create and update integrated project plans that reflect contributions and deadlines of all teams involved.
Knowledge Agent (SharePoint)	Prompt: please organize and surface aligned brand strategy documents and assets accessible for all collaborative partners.
Configured Workflow
Project Manager Agent (Planner)	Automate creation and management of cross-functional project plans and task assignments.
Facilitator Agent (Teams)	Capture meeting notes, decisions, and action items during cross-team collaboration sessions.
Community Agent (Viva Engage)	Encourage ongoing discussion and knowledge sharing within internal brand communities.
Copilot Agent
Conversational Design Step	Collect alignment goals, key stakeholders, and update frequencies to streamline collaboration workflows.
Tools/Data Integration Step	Integrate project management and collaboration platforms (e.g., Microsoft Teams, Planner) to coordinate tasks, content reviews, and feedback loops.
AI Processing/Output Format Step	Automate meeting summaries, action tracking, and progress reporting, ensuring synchronized cross-team communication and goal alignment.

Skills

General
Human
Technology

Brand Strategy Understanding
Cross-functional Collaboration
Communication Skills
Project Management
Social Media Platforms and Trends Knowledge
Content Management Systems (CMS)
Creative Feedback and Interpretation

Partner with stakeholders across the organization to bring the brand strategy to life through social media initiatives.	15%	2.26%	$34K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please prepare insightful real-time reports combining brand strategy data and social media performance for stakeholder review.
Project Manager Agent (Planner)	Prompt: please develop stakeholder engagement plans and timelines linked to social media initiatives execution.
Facilitator Agent (Teams)	Prompt: please capture key decisions and stakeholder feedback during coordination meetings for further action.
Configured Workflow
Copilot Analyst Agent	Aggregate real-time data and generate insightful reports that support stakeholder discussions.
Copilot Researcher Agent	Synthesize market and internal data to produce briefs supporting brand strategy alignment.
Project Manager Agent (Planner)	Coordinate stakeholder engagement plans and track progress against social media initiatives.
Copilot Agent
Conversational Design Step	Capture stakeholder priorities, desired outcomes, and reporting preferences through an intuitive dialogue.
Tools/Data Integration Step	Integrate enterprise data visualization tools (e.g., Power BI) and knowledge repositories to consolidate and present insights.
AI Processing/Output Format Step	Automatically generate customized real-time dashboards, briefs, and presentations that support stakeholder decision-making.

Skills

General
Human
Technology

Brand Strategy Implementation
Cross-functional Collaboration
Social Media Campaign Planning
Effective Communication
Project Management
Social Media Platform Expertise
Data Analysis and Insights
Relationship Building
Content Management Systems (CMS)

Develop and maintain an active social media brand presence across channels by consistently publishing and managing content.	60%	7.52%	$451K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please generate a detailed and prioritized content publishing calendar with deadlines and task assignments.
Copilot Researcher Agent	Prompt: please analyze past posting performance and recommend optimal times and content themes for publishing consistency.
Facilitator Agent (Teams)	Prompt: please monitor and remind the team of upcoming deadlines in the social media content calendar to ensure timely delivery.
Configured Workflow
Project Manager Agent (Planner)	Generate and manage scheduled tasks to ensure timely publishing of social media content.
Copilot Analyst Agent	Analyze content performance and recommend optimized posting times and formats.
Viva Engage Copilot	Assist in drafting and refining content posts to maintain brand consistency and engagement.
Copilot Agent
Conversational Design Step	Prompt users to specify publishing schedules, channels, and content priorities for streamlined content deployment.
Tools/Data Integration Step	Integrate with content scheduling and publishing systems leveraging automated workflows from Copilot Studio connected to calendar and social platforms.
AI Processing/Output Format Step	Generate publishing calendars, automate posting, and provide AI-driven recommendations to optimize content timing and reach.

Skills

General
Human
Technology

Content Creation
Social Media Strategy
Brand Management
Communication Skills
Creativity
Time Management
Social Media Platforms Proficiency
Content Management Systems (CMS)
Social Media Management Tools

Leverage data insights to identify and respond proactively to emerging trends in the social media space.	65%	7.52%	$489K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please monitor current social media trends and summarize emerging topics with potential brand impact.
Copilot Analyst Agent	Prompt: please analyze early engagement indicators from social media data to forecast trending content opportunities.
Facilitator Agent (Teams)	Prompt: please distribute alerts and briefings on emerging trends during team meetings for rapid action.
Configured Workflow
Copilot Analyst Agent	Continuously track and analyze social media data to detect emerging trends and shifts in audience behavior.
Copilot Researcher Agent	Research and summarize broader market and competitor trends informing strategic responses.
Facilitator Agent (Teams)	Summarize and coordinate team responses to insights and trend alerts in collaborative meetings.
Copilot Agent
Conversational Design Step	Engage users to define trend sources, alert criteria, and response preferences for proactive monitoring.
Tools/Data Integration Step	Connect to social listening and trend forecasting data feeds integrated with Copilot Analyst Agent for insight synthesis.
AI Processing/Output Format Step	Continuously analyze signals to surface emerging trends and generate timely alerts with recommended strategic actions.

Skills

General
Human
Technology

Data Analysis
Trend Identification
Social Media Strategy
Critical Thinking
Communication Skills
Adaptability
Social Media Analytics Platforms
Data Visualization Tools
Content Management Systems

Manage social media advertising campaigns in partnership with media teams to optimize paid reach and ROI.	70%	2.26%	$158K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze paid campaign data to identify segments with highest ROI and suggest budget reallocations.
Project Manager Agent (Planner)	Prompt: please create and track advertising campaign tasks and deadlines across media and social teams.
Copilot Researcher Agent	Prompt: please research competitive paid media strategies and summarize best practices to optimize campaign targeting.
Configured Workflow
Copilot Analyst Agent	Analyze paid campaign performance data to identify optimization opportunities for budget and targeting.
Copilot Researcher Agent	Gather competitive intelligence and best practices for campaign strategies and media buying.
Project Manager Agent (Planner)	Plan and coordinate campaign execution timelines and collaboration between marketing and media teams.
Copilot Agent
Conversational Design Step	Collect campaign goals, budgets, target audiences, and key performance indicators via interactive dialogue.
Tools/Data Integration Step	Integrate ad platform data and media spend analytics into Copilot Studio workflows to automate campaign monitoring and adjustment.
AI Processing/Output Format Step	Use AI to optimize audience segmentation, budget allocation, and bid strategies in real-time, providing performance reports and recommendations.

Skills

General
Human
Technology

Campaign Management
Digital Marketing Strategy
Data Analysis and Interpretation
Collaboration
Communication Skills
Adaptability
Social Media Advertising Platforms
Analytics and Reporting Tools
Marketing Automation and CRM Systems

Maintain compliance with legal, regulatory, and brand guidelines in all social media activities to mitigate risk.	50%	2.26%	$113K

Take Action

Out-of-the-Box
Knowledge Agent (SharePoint)	Prompt: please review and surface current compliance and brand guidelines for social media content preparation.
Copilot Researcher Agent	Prompt: please summarize relevant regulatory updates impacting social media activities and brand messaging.
Facilitator Agent (Teams)	Prompt: please monitor compliance review meetings and record risk mitigation action plans and deadlines.
Configured Workflow
Copilot Researcher Agent	Review and summarize relevant legal and brand policy documents to inform content creation.
Knowledge Agent (SharePoint)	Surface and maintain authoritative compliance content and guidelines for reference during content approval.
Copilot Analyst Agent	Monitor published social media content and flag potential policy or compliance issues for review.
Copilot Agent
Conversational Design Step	Guide users to specify relevant compliance requirements, risk thresholds, and alert preferences.
Tools/Data Integration Step	Integrate compliance monitoring and brand safety AI tools with content and publishing platforms to continuously assess risk.
AI Processing/Output Format Step	Automatically scan content for compliance risks, generate alerts and remediation recommendations, and produce audit-ready reports.

Skills

General
Human
Technology

Regulatory Knowledge
Brand Governance
Risk Management
Attention to Detail
Communication Skills
Collaboration
Compliance Monitoring Tools
Social Media Management Platforms
Content Management Systems (CMS)

Plan and manage social media content calendars to ensure timely delivery and campaign alignment.	55%	7.52%	$414K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: please generate and dynamically update social media content calendars aligned with campaign schedules and goals.
Copilot Analyst Agent	Prompt: please analyze optimal posting schedules based on engagement data and suggest calendar adjustments.
Facilitator Agent (Teams)	Prompt: please coordinate calendar review meetings and summarize decisions for team alignment.
Configured Workflow
Project Manager Agent (Planner)	Automatically create and update content calendars integrating campaign schedules and deadlines.
Copilot Analyst Agent	Analyze historical performance data to recommend optimal timing and sequencing for posts.
Facilitator Agent (Teams)	Facilitate alignment meetings and track action items regarding calendar changes and campaign priorities.
Copilot Agent
Conversational Design Step	Prompt users to input campaign timelines, priorities, and dependencies to build an optimal calendar.
Tools/Data Integration Step	Integrate calendar and project management tools (e.g., Microsoft Planner, Monday.com) with insights from business analytics for schedule optimization.
AI Processing/Output Format Step	Generate and auto-adjust content calendars, sending reminders and aligning schedules with campaign objectives and resource availability.

Skills

General
Human
Technology

Content Planning
Project Management
Campaign Alignment
Communication Skills
Time Management
Attention to Detail
Social Media Management Platforms
Data Analysis Tools
Collaboration Tools

Train and mentor junior team members in social media best practices, tools, and brand standards.	20%	0.75%	$15K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: please recommend and summarize role-relevant social media training materials and learning paths for junior staff.
Viva Learning Copilot	Prompt: please create tailored learning collections focused on social media best practices and brand compliance for mentees.
Facilitator Agent (Teams)	Prompt: please capture mentoring session notes and action plans to track junior team membersâ€™ skill development.
Configured Workflow
Copilot Learning Coach	Recommend curated learning paths and resources tailored to social media role competencies.
Viva Learning Copilot	Provide virtual coaching and progress tracking to support ongoing skill development.
Copilot Writing Coach	Assist in generating educational content, guides, and templates for junior team members.
Copilot Agent
Conversational Design Step	Assess training needs and skill gaps through guided conversation and recommend tailored learning paths.
Tools/Data Integration Step	Connect to enterprise learning platforms such as Viva Learning and knowledge bases to curate relevant upskilling content.
AI Processing/Output Format Step	Generate personalized learning recommendations, track progress, and provide virtual coaching cues or content summaries.

Skills

General
Human
Technology

Social Media Strategy
Brand Management
Training and Development
Communication Skills
Leadership
Empathy
Social Media Management Platforms
Content Creation Tools
Collaboration and Communication Tools

Conduct social media competitive analysis to benchmark performance and identify improvement opportunities.	65%	7.52%	$489K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze competitor social media data and engagement metrics to identify performance gaps and recommendations.
Copilot Researcher Agent	Prompt: please gather and compare competitor content strategies and benchmark trends with citations.
Facilitator Agent (Teams)	Prompt: please generate summaries of competitor analysis meetings and distribute actionable insights to stakeholders.
Configured Workflow
Copilot Analyst Agent	Aggregate and analyze competitor social media data to identify performance gaps and opportunities.
Copilot Researcher Agent	Research emerging industry practices and competitorsâ€™ strategies for benchmarking.
Project Manager Agent (Planner)	Manage the workflow and reporting cadence for competitive analysis projects.
Copilot Agent
Conversational Design Step	Gather user criteria on competitor companies, key metrics, and analysis depth required for benchmarking.
Tools/Data Integration Step	Access competitor social media data, market intelligence and BI reports via Copilot Analyst Agent and connected data sources.
AI Processing/Output Format Step	Perform AI-driven comparative analytics generating insights and slide-deck ready summaries identifying competitive gaps and opportunities.

Skills

General
Human
Technology

Competitive Analysis
Data Interpretation
Market Research
Attention to Detail
Critical Thinking
Communication Skills
Social Media Analytics Tools
Digital Marketing Platforms
Data Visualization Software

Facilitate cross-team communication and information sharing to align social media activities with wider marketing and corporate objectives.	30%	2.26%	$68K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: please summarize cross-team discussions and track follow-ups to ensure alignment of social media activities.
Knowledge Agent (SharePoint)	Prompt: please curate and surface updated corporate and marketing strategy documents for easy team access.
Project Manager Agent (Planner)	Prompt: please coordinate joint project plans integrating social media and corporate marketing deliverables.
Configured Workflow
Facilitator Agent (Teams)	Capture and distribute AI-generated meeting notes, action items, and follow-ups for alignment sessions.
Community Agent (Viva Engage)	Promote ongoing dialogue and knowledge sharing across teams via community platforms.
Project Manager Agent (Planner)	Coordinate cross-team project tasks and milestones to ensure aligned execution.
Copilot Agent
Conversational Design Step	Collect communication objectives, key participants, and preferred update cadence for collaboration facilitation.
Tools/Data Integration Step	Integrate collaboration platforms like Microsoft Teams and Slack enhanced with facilitation and knowledge summarization copilots.
AI Processing/Output Format Step	Automate meeting notes, task assignments, and summarization of cross-functional information sharing to improve alignment.

Skills

General
Human
Technology

Marketing Strategy Understanding
Project Management
Content Coordination
Effective Communication
Collaboration
Stakeholder Management
Communication Platforms Proficiency
Social Media Management Tools
Data Sharing and Reporting Tools

Continuously test and refine content types and posting tactics to improve engagement and reach across social media channels.	60%	7.52%	$451K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze A/B test results for social media content variations and recommend optimized approaches.
Copilot Researcher Agent	Prompt: please research latest best practices and emerging tactics for content testing and engagement improvement.
Facilitator Agent (Teams)	Prompt: please document findings from content testing meetings and track iterative improvements.
Configured Workflow
Copilot Analyst Agent	Analyze A/B test results and engagement metrics to identify high-performing content variants.
Copilot Researcher Agent	Research best practices and innovative tactics for content testing and optimization.
Facilitator Agent (Teams)	Document and support team discussions on testing outcomes and next steps.
Copilot Agent
Conversational Design Step	Interactively capture hypotheses to test, target metrics, and audience segments for automated experiment design.
Tools/Data Integration Step	Link to A/B testing platforms and social media analytics dashboards via Copilot Analyst Agent to monitor experiment results.
AI Processing/Output Format Step	Automate experiment execution, analyze results with AI, and generate actionable recommendations for content optimization.

Skills

General
Human
Technology

Content Strategy Development
Data Analysis
A/B Testing
Creativity
Adaptability
Communication
Social Media Management Platforms
Social Media Analytics Tools
Digital Marketing Platforms

Manage crisis communications on social media by responding swiftly and transparently to potential reputational issues.	40%	0.75%	$30K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please monitor social media sentiment and flag emerging reputational risks with suggested response templates.
Community Agent (Viva Engage)	Prompt: please draft transparent and timely responses to crisis-related comments maintaining brand voice and compliance.
Facilitator Agent (Teams)	Prompt: please capture crisis communication meetings notes and coordinate rapid response action plans.
Configured Workflow
Copilot Analyst Agent	Monitor social media sentiment and flag potential crisis signals in real time.
Copilot Researcher Agent	Compile background information and response best practices for immediate issue triage.
Viva Engage Copilot	Draft timely and empathetic community responses to help mitigate reputational impact.
Copilot Agent
Conversational Design Step	Collect details on crisis type, urgency, and communication protocols to tailor response workflows.
Tools/Data Integration Step	Integrate real-time social listening and sentiment analysis tools with crisis alerting systems connected through Copilot Studio.
AI Processing/Output Format Step	Detect emerging reputational risks, generate suggested initial response statements, and trigger escalation paths per governance rules.

Skills

General
Human
Technology

Crisis Communication Management
Social Media Monitoring
Brand Reputation Management
Effective Communication
Emotional Intelligence
Decision Making Under Pressure
Social Media Platform Proficiency
Social Listening Tools
Content Management Systems

Evaluate social media platform technologies and trends to recommend tooling upgrades or new service implementations.	35%	2.26%	$79K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: please summarize market intelligence and recent platform advancements relevant to social media technologies.
Copilot Analyst Agent	Prompt: please analyze internal usage data of existing tools and generate upgrade feasibility reports for stakeholder review.
Facilitator Agent (Teams)	Prompt: please document evaluation discussions and coordinate follow-up steps for tooling decisions.
Configured Workflow
Copilot Researcher Agent	Conduct market intelligence research on emerging social media technologies and vendor solutions.
Copilot Analyst Agent	Analyze current tool usage data and performance gaps to support upgrade decisions.
Project Manager Agent (Planner)	Track evaluation processes and stakeholder feedback for technology recommendation projects.
Copilot Agent
Conversational Design Step	Engage users to specify evaluation criteria, strategic priorities, and constraint considerations for tooling assessments.
Tools/Data Integration Step	Connect to market intelligence platforms and internal usage data via Copilot Researcher Agent for competitive analysis.
AI Processing/Output Format Step	Generate evidence-based recommendations with comparative analysis reports and future trend forecasts to guide tooling decisions.

Skills

General
Human
Technology

Industry Trend Analysis
Competitive Benchmarking
Business Case Development
Critical Thinking
Communication Skills
Collaboration
Social Media Platform Knowledge
Social Media Management Tools Proficiency
Data Analytics Tools

Skills

General

Content Strategy Development
Audience Analysis
Brand Awareness and Positioning
Copywriting
Visual Content Creation
Video Production and Editing
Data Analysis
Content Optimization
Social Media Content Management
Brand Voice Consistency
Crisis Communication
Content Curation
Brand Management
Digital Marketing Strategy
Video Editing
Content Creation
Creative Problem Solving
Brand Strategy Understanding
Project Management
Brand Strategy Implementation
Social Media Campaign Planning
Data Analysis and Insights
Social Media Strategy
Trend Identification
Campaign Management
Data Analysis and Interpretation
Regulatory Knowledge
Brand Governance
Risk Management
Content Planning
Campaign Alignment
Training and Development
Competitive Analysis
Data Interpretation
Market Research
Marketing Strategy Understanding
Content Coordination
A/B Testing
Crisis Communication Management
Social Media Monitoring
Brand Reputation Management
Industry Trend Analysis
Competitive Benchmarking
Business Case Development

Human

Creativity
Communication Skills
Trend Awareness
Audience Engagement
Critical Thinking
Attention to Detail
Empathy
Conflict Resolution
Communication
Relationship Building
Adaptability
Collaboration
Technology Curiosity
Cross-functional Collaboration
Creative Feedback and Interpretation
Effective Communication
Time Management
Leadership
Stakeholder Management
Emotional Intelligence
Decision Making Under Pressure

Technology

Social Media Platform Proficiency
Social Media Analytics
Content Creation Tools
Social Media Platforms
Graphic Design Tools
Video Editing Software
Content Management Systems (CMS)
Social Media Platforms Knowledge
Social Media Analytics Tools
Reporting Software
Social Media Platforms Proficiency
Community Management Tools
Basic Data Analytics
Social Listening Tools
Adobe Creative Suite Proficiency
CapCut Video Editing
Social Media Platform Understanding
AI-Based Content Generation Tools
Social Media Management Platforms
Data-Driven Optimization
Social Media Platforms and Trends Knowledge
Social Media Platform Expertise
Social Media Management Tools
Social Media Analytics Platforms
Data Visualization Tools
Content Management Systems
Social Media Advertising Platforms
Analytics and Reporting Tools
Marketing Automation and CRM Systems
Compliance Monitoring Tools
Data Analysis Tools
Collaboration Tools
Collaboration and Communication Tools
Digital Marketing Platforms
Data Visualization Software
Communication Platforms Proficiency
Data Sharing and Reporting Tools
Social Media Platform Knowledge
Social Media Management Tools Proficiency
Data Analytics Tools

Consumer Brand Manager

Grade:: L4
Headcount:: 100
Band:: $105,000

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)	36.62% of total work is ready for automation
Annual Salary Exposure	$10,500,000 across analyzed roles
Total Potential Savings	$3,845,100 unlocked by automating tasks
Operational Efficiency Index (OEI)	22.45% potential impact on overall operational efficiency
Velocity of Output (VOI)	27.25% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	9.05% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	8.8 months until Benefits visible after initial deployment

Tasks

Develop and execute brand strategies that drive brand growth, equity, and consumer engagement.	25%	11.63%	$305K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze brand performance data and generate insights and narratives to inform strategy development.
Copilot Researcher Agent	Prompt: Research and summarize relevant market trends, consumer behaviors, and competitor strategies to support brand planning.
Copilot Writing Coach	Prompt: Refine and enhance draft brand strategy documents and presentations for clarity and impact.
Configured Workflow
Copilot Analyst Agent	Analyze structured and unstructured market and sales data to generate insights supporting brand growth and consumer engagement trends.
Copilot Researcher Agent	Perform multi-source research and summarize best practices and market trends to draft strategy outlines and briefs.
Copilot Writing Coach	Refine strategy drafts for clarity and tone appropriate for stakeholder communication and presentations.
Copilot Agent
Conversational Design Step	Guide users through identifying brand goals, target consumer segments, and preferred growth metrics to build initial strategy drafts.
Tools/Data Integration Step	Integrate with Copilot Analyst Agent for data ingestion and insights, and Copilot Researcher Agent for market trend research.
AI Processing/Output Format Step	Generate data-driven strategy drafts and scenario models highlighting key growth drivers with narrative explanation.

Skills

General
Human
Technology

Brand Strategy Development
Market Research and Consumer Insights
Marketing Analytics
Project Management
Strategic Thinking
Communication Skills
Creativity and Innovation
Leadership
Digital Marketing Platforms
Data Analytics Tools
Customer Relationship Management (CRM) Systems

Create integrated marketing plans encompassing digital, social, experiential, and traditional media channels.	40%	4.65%	$195K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: Create detailed project plans with timelines, tasks, and dependencies to organize marketing campaign execution.
Copilot Visual Creator	Prompt: Generate compelling visuals, storyboards, and presentation decks outlining integrated marketing plans.
Copilot Writing Coach	Prompt: Draft and polish marketing plan narratives targeting multiple media channels for stakeholder communication.
Configured Workflow
Copilot Researcher Agent	Gather and summarize data on channel performance and trends across media to inform integrated marketing plans.
Project Manager Agent (Planner)	Generate structured campaign plans with timelines, task assignments, and milestone tracking for multi-channel execution.
Copilot Visual Creator	Create presentation-ready visualizations and storyboards for marketing plans to effectively communicate the integrated approach.
Copilot Agent
Conversational Design Step	Prompt users to specify campaign objectives, channels, budgets, and timelines to create an integrated marketing plan outline.
Tools/Data Integration Step	Leverage Copilot Studio Custom Agents to automate workflow and connect marketing calendars and content repositories.
AI Processing/Output Format Step	Produce optimized channel schedules, content suggestions, and resource allocations with automated task lists.

Skills

General
Human
Technology

Marketing Strategy Development
Media Planning and Buying
Consumer Insights Analysis
Project Management
Communication Skills
Creative Collaboration
Adaptability
Digital Marketing Platforms
Marketing Analytics Tools
Content Management Systems (CMS)

Manage and collaborate effectively with external agencies including creative, media, and digital partners to ensure brand objectives are met.	20%	4.65%	$98K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Generate meeting notes, action items, and follow-ups during agency collaboration calls.
Project Manager Agent (Planner)	Prompt: Track agency deliverables, deadlines, and dependencies to maintain alignment on brand objectives.
Copilot Writing Coach	Prompt: Draft clear and professional communications for status updates and feedback to agency partners.
Configured Workflow
Project Manager Agent (Planner)	Automate tracking of agency deliverables, deadlines, and dependencies to ensure alignment with brand objectives.
Facilitator Agent (Teams)	Generate meeting agendas, real-time notes, and action items during collaboration sessions with agencies.
Community Agent (Viva Engage)	Facilitate ongoing communication and knowledge sharing within brand and agency communities to boost collaboration.
Copilot Agent
Conversational Design Step	Enable status updates collection and issue clarification dialogues with prompts that confirm deliverable progress and alignment.
Tools/Data Integration Step	Connect to collaboration platforms like Microsoft Teams, Asana, and Slack via Copilot Studio Custom Agents for seamless communication tracking.
AI Processing/Output Format Step	Summarize agency performance, track deliverables, and alert users to potential delays or risks.

Skills

General
Human
Technology

Brand Management
Project Management
Marketing Strategy
Communication Skills
Relationship Building
Negotiation Skills
Digital Marketing Platforms
Collaboration Tools
Media Planning Tools

Lead the execution of market development plans for Sunsilk, ensuring alignment with brand strategy and equity.	15%	4.65%	$73K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: Create and update detailed execution plans with milestones and responsibilities for Sunsilk market development.
Copilot Analyst Agent	Prompt: Analyze market data to generate progress reports and insights for decision making during execution.
Facilitator Agent (Teams)	Prompt: Summarize meetings with cross-functional teams and capture key decisions relating to plan execution.
Configured Workflow
Copilot Analyst Agent	Monitor market and sales data to provide ongoing performance insights relative to brand strategy goals.
Project Manager Agent (Planner)	Develop and adjust project plans, assign tasks, and monitor progress to ensure timely execution of market development activities.
Facilitator Agent (Teams)	Support coordination meetings by capturing decisions, action items, and tracking alignment with brand strategy.
Copilot Agent
Conversational Design Step	Gather input on plan milestones, resource status, and key performance indicators via structured check-ins.
Tools/Data Integration Step	Integrate Copilot Analyst Agent with enterprise project tracking tools like Microsoft Planner or Smartsheet to pull progress data.
AI Processing/Output Format Step	Generate progress reports with performance highlights and risk indicators aligned to brand strategy goals.

Skills

General
Human
Technology

Brand Strategy Development
Market Research and Analysis
Project Management
Strategic Thinking
Leadership
Communication
Marketing Automation Platforms
Data Analytics Tools
Collaboration Tools

Use data analytics tools to measure marketing effectiveness, interpret consumer insights, and refine marketing strategies accordingly.	60%	4.65%	$293K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Generate detailed analysis reports on marketing KPIs and consumer data with insights and trend explanations.
Copilot Researcher Agent	Prompt: Summarize relevant market research and consumer segment insights to inform strategy refinements.
Copilot Visual Creator	Prompt: Create visual dashboards and presentations of marketing effectiveness data for stakeholder review.
Configured Workflow
Copilot Analyst Agent	Automatically analyze marketing and consumer data to identify trend drivers and campaign effectiveness with natural language insights.
Copilot Researcher Agent	Perform in-depth research on competitor activities, consumer behavior, and market data to provide evidence-based recommendations.
Copilot Writing Coach	Generate and refine executive summaries and strategic adjustment recommendations for stakeholder review.
Copilot Agent
Conversational Design Step	Prompt users to specify KPIs, campaign periods, and data sources for performance measurement and insight generation.
Tools/Data Integration Step	Connect to Microsoft Fabric, Power BI, and external analytics platforms through Copilot Analyst Agent for comprehensive data ingestion.
AI Processing/Output Format Step	Produce insights, segmentation analyses, and strategy refinement recommendations in natural language reports.

Skills

General
Human
Technology

Data Analysis
Marketing Strategy Development
Consumer Behavior Understanding
Critical Thinking
Communication Skills
Attention to Detail
Data Analytics Tools Proficiency
Customer Relationship Management (CRM) Systems
Marketing Automation Platforms

Develop and implement social-first marketing strategies, including content creation, influencer and community management, PR, experiential, and paid media activation.	45%	4.65%	$220K

Take Action

Out-of-the-Box
Copilot Idea Coach	Prompt: Facilitate structured brainstorming sessions to generate social-first content themes and influencer engagement ideas.
Copilot Writing Coach	Prompt: Draft and polish social media posts, influencer messaging, and PR content aligned with brand voice.
Viva Engage Copilot	Prompt: Assist in creating engaging community posts with tailored headlines and calls-to-action.
Configured Workflow
Copilot Idea Coach	Facilitate ideation and clustering of social campaign and influencer marketing concepts to accelerate creative exploration.
Copilot Researcher Agent	Aggregate social media trends, influencer metrics, and content performance data to inform strategy development.
Copilot Writing Coach	Generate and optimize social content drafts, PR messages, and paid media copy tailored for target audiences.
Copilot Agent
Conversational Design Step	Interactively collect campaign goals, target audience profiles, and preferred social platforms for content and influencer outreach.
Tools/Data Integration Step	Leverage Copilot Idea Coach for ideation, Copilot Visual Creator for content visuals, and integrate social listening insights via connected APIs.
AI Processing/Output Format Step	Generate creative concepts, influencer lists, content drafts, and campaign optimization suggestions.

Skills

General
Human
Technology

Digital Marketing Strategy
Content Creation
Influencer Management
Community Management
Public Relations (PR)
Experiential Marketing
Paid Media Activation
Communication Skills
Relationship Building
Creativity
Project Management
Social Media Platforms
Content Creation Tools
Influencer Marketing Platforms
Analytics and Reporting Tools

Manage budgets, track marketing performance metrics, and drive data-driven decision making.	55%	4.65%	$269K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze budget consumption and marketing performance data to identify optimization opportunities.
Project Manager Agent (Planner)	Prompt: Manage budget tracking tasks and update progress against financial goals within project plans.
Copilot Visual Creator	Prompt: Generate clear budget and performance dashboards to present data-driven insights to stakeholders.
Configured Workflow
Copilot Analyst Agent	Ingest financial and performance data to provide insights on budget utilization, ROI, and optimization scenarios.
Project Manager Agent (Planner)	Track budget milestones and deliverable dependencies linked to marketing projects for proactive resource management.
Copilot Visual Creator	Generate clear, data-driven visual reports and dashboards to communicate budget and performance status.
Copilot Agent
Conversational Design Step	Collect budget inputs, expenditure updates, and performance targets through guided dialogs for financial tracking.
Tools/Data Integration Step	Integrate with financial planning tools and FP&A datasets using Copilot Analyst Agent and Project Manager Agent for budget alignment.
AI Processing/Output Format Step	Generate automated budget reports, forecasts, ROI analyses, and optimization scenarios.

Skills

General
Human
Technology

Financial Management
Data Analysis
Marketing Performance Measurement
Critical Thinking
Attention to Detail
Communication Skills
Spreadsheet and Data Visualization Tools
Marketing Analytics Platforms
Budgeting and Financial Software

Project manage through local agency groups, fostering strong partnerships and seamless collaboration with global and local marketing teams.	30%	4.65%	$146K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: Develop and maintain project schedules with task assignments aligning local and global teams.
Facilitator Agent (Teams)	Prompt: Capture meeting summaries, action items, and follow-up reminders for cross-team collaboration meetings.
Copilot Writing Coach	Prompt: Draft concise collaboration updates and coordination emails for agency and internal teams.
Configured Workflow
Project Manager Agent (Planner)	Create and update project plans with task assignments and status tracking across agencies and internal teams.
Facilitator Agent (Teams)	Capture meeting notes, follow-up action items and coordinate cross-team communications to maintain alignment.
Community Agent (Viva Engage)	Maintain collaboration channels to share updates, best practices, and foster knowledge sharing among global and local teams.
Copilot Agent
Conversational Design Step	Request status updates, milestone confirmations, and resource availability through structured conversation flows.
Tools/Data Integration Step	Connect to project management platforms such as Microsoft Planner or Teams and integrate tasks with Copilot Studio Custom Agents.
AI Processing/Output Format Step	Produce updated timelines, highlight dependencies and flag delays with notifications to stakeholders.

Skills

General
Human
Technology

Project Management
Agency and Stakeholder Management
Cross-Cultural Collaboration
Communication Skills
Relationship Building
Conflict Resolution
Collaboration Tools Proficiency
Marketing Workflow Software

Analyze market dynamics across Ethiopia and bring in winning consumer insights.	50%	4.65%	$244K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Aggregate and summarize market data and reports relevant to Ethiopiaâ€™s consumer landscape.
Copilot Analyst Agent	Prompt: Analyze market datasets to identify trends, segments, and opportunities for brand growth.
Copilot Visual Creator	Prompt: Create infographics and visual reports to clearly communicate consumer insights across teams.
Configured Workflow
Copilot Researcher Agent	Aggregate and synthesize market research data and external reports to identify consumer trends and opportunities.
Copilot Analyst Agent	Analyze structured data sources to extract actionable insights and validate hypotheses about market dynamics.
Copilot Writing Coach	Generate clear insights reports and consumer narratives tailored for strategic decision making.
Copilot Agent
Conversational Design Step	Guide user input on regional focus areas, market segments, and data types required for insight generation.
Tools/Data Integration Step	Access external market data sources and internal enterprise data via Copilot Researcher Agent and Azure AI Search for comprehensive analysis.
AI Processing/Output Format Step	Aggregate and analyze regional market data to produce trend summaries, opportunity briefs, and consumer segmentation reports.

Skills

General
Human
Technology

Market Research
Consumer Behavior Analysis
Data Interpretation
Cross-cultural Awareness
Communication Skills
Critical Thinking
Data Visualization Tools
Statistical Analysis Software
Customer Relationship Management (CRM) Systems

Anticipate, manage, and mitigate reputational risks including crisis communication and issue management related to the brand.	35%	4.65%	$171K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Monitor and summarize social sentiment trends and emerging reputation risks related to the brand.
Copilot Writing Coach	Prompt: Draft clear, sensitive communications and crisis response statements for approval and distribution.
Facilitator Agent (Teams)	Prompt: Document crisis management meeting discussion notes and follow-up actions for rapid response.
Configured Workflow
Copilot Researcher Agent	Monitor external and internal content streams to detect emerging risks and sentiment changes related to the brand.
Copilot Analyst Agent	Analyze sentiment data and risk indicators to prioritize issues requiring escalation and crisis response planning.
Copilot Writing Coach	Draft clear and timely communications for crisis situations and reputational risk management.
Copilot Agent
Conversational Design Step	Prompt to specify risk events, monitor sentiment alerts, and collect incident details for contextual understanding.
Tools/Data Integration Step	Integrate Brandwatch or social listening APIs via Copilot Studio and pull alerts from relevant monitoring tools.
AI Processing/Output Format Step	Perform sentiment analysis and risk scoring, generate alert summaries and recommended mitigation actions.

Skills

General
Human
Technology

Risk Assessment and Management
Crisis Communication Planning
Issue Monitoring and Analysis
Strategic Communication
Emotional Intelligence
Leadership and Decision Making
Social Media Listening and Management
Reputation Management Software
Media Monitoring Tools

Act as the primary escalation point for all PR and reputation management issues related to Sunsilk, developing and executing strategies to protect and enhance brand image.	20%	4.65%	$98K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Surface and summarize relevant media coverage and social discussions that require escalation.
Copilot Writing Coach	Prompt: Draft strategic response plans and communication materials to address sensitive PR issues.
Facilitator Agent (Teams)	Prompt: Capture outcomes from escalation meetings and assign follow-up actions to relevant stakeholders.
Configured Workflow
Copilot Researcher Agent	Surface and summarize PR issues from multiple listening and social media sources to inform escalation decisions.
Copilot Writing Coach	Refine strategic response drafts and messaging to ensure clarity and alignment with brand image goals.
Facilitator Agent (Teams)	Support coordination meetings by capturing decisions, action items, and timelines for managing escalations.
Copilot Agent
Conversational Design Step	Collect detailed incident reports and escalation criteria through focused dialogs to prioritize urgent issues.
Tools/Data Integration Step	Leverage Copilot Researcher Agent and monitoring tools like Meltwater for early issue detection and historical case review.
AI Processing/Output Format Step	Generate escalation briefs with issue context, impact assessment, and recommended response strategies.

Skills

General
Human
Technology

Crisis Management
Brand Strategy Development
Reputation Management
Communication Skills
Stakeholder Management
Emotional Intelligence
Social Media Monitoring Tools
PR and Media Management Platforms
Data Analysis and Reporting Tools

Lead, inspire, and develop marketing teams to deliver high performance and foster a collaborative culture.	10%	4.65%	$49K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: Recommend personalized learning paths and training resources to support team skill development.
Facilitator Agent (Teams)	Prompt: Summarize team meetings and one-on-one performance discussions to track progress and goals.
Copilot Writing Coach	Prompt: Draft motivational messages and performance review summaries to inspire and guide team members.
Configured Workflow
Copilot Analyst Agent	Track team performance metrics and provide insights on areas for development and strength.
Copilot Learning Coach	Recommend tailored learning paths and upskilling resources aligned to team development goals.
Facilitator Agent (Teams)	Collect and summarize feedback and meeting outcomes to support ongoing team engagement and collaboration.
Copilot Agent
Conversational Design Step	Engage in dialogues to collect leadership goals, team performance indicators, and development plans.
Tools/Data Integration Step	Connect to learning management systems and team performance tools like Viva Learning Copilot and Lattice via Copilot Studio.
AI Processing/Output Format Step	Provide personalized coaching recommendations, learning path summaries, and team performance dashboards.

Skills

General
Human
Technology

Leadership
Team Development
Effective Communication
Performance Management
Emotional Intelligence
Conflict Resolution
Project Management
Collaboration Tools Proficiency
Strategic Thinking

Monitor competitive activity and market trends to inform brand positioning and innovation opportunities.	55%	4.65%	$269K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Continuously scan and summarize competitor news, new product launches, and relevant market reports.
Copilot Analyst Agent	Prompt: Analyze competitor performance data and market trends to highlight risks and opportunities.
Copilot Visual Creator	Prompt: Create competitor benchmarking visuals and trend charts for strategic review sessions.
Configured Workflow
Copilot Researcher Agent	Continuously research and summarize competitor moves and emerging market trends with citations and evidence.
Copilot Analyst Agent	Analyze competitive data and market intelligence to highlight positioning gaps and innovation opportunities.
Copilot Idea Coach	Facilitate ideation sessions to translate insights into strategic innovation concepts and potential experiments.
Copilot Agent
Conversational Design Step	Prompt users to specify competitors, market segments, and key indicators to track.
Tools/Data Integration Step	Integrate Copilot Researcher Agent with competitive intelligence data sources and enterprise content hubs via Azure AI Search.
AI Processing/Output Format Step	Generate trend analysis reports, competitor benchmarking summaries, and innovation opportunity briefs.

Skills

General
Human
Technology

Market Research
Competitive Analysis
Trend Analysis
Critical Thinking
Communication Skills
Attention to Detail
Data Analysis
Market Intelligence Platforms
Consumer Insights Tools

Coordinate cross-functional collaboration to align brand strategy between marketing, sales, product development, and supply chain teams.	25%	4.65%	$122K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Generate meeting agendas, real-time notes, and follow-up action items for cross-functional alignment sessions.
Knowledge Agent (SharePoint)	Prompt: Organize and surface shared brand strategy documents and reference content for team access.
Project Manager Agent (Planner)	Prompt: Track joint initiatives and alignment tasks across departments with clear deadlines and responsibilities.
Configured Workflow
Facilitator Agent (Teams)	Automate meeting facilitation by capturing notes, decisions, follow-ups, and providing agenda management.
Project Manager Agent (Planner)	Manage cross-functional plans, track dependencies, and provide status updates across teams.
Community Agent (Viva Engage)	Support engagement by curating and answering collaboration queries within internal brand communities.
Copilot Agent
Conversational Design Step	Facilitate input collection from multiple stakeholders on priorities, dependencies, and alignment checkpoints.
Tools/Data Integration Step	Leverage Facilitator Agent in Microsoft Teams alongside Planner and SharePoint for meeting notes and action tracking.
AI Processing/Output Format Step	Produce consolidated alignment reports, meeting summaries, and assigned follow-up actions.

Skills

General
Human
Technology

Brand Strategy Development
Project Management
Cross-functional Knowledge
Communication Skills
Collaboration
Conflict Resolution
Stakeholder Management
Enterprise Collaboration Tools
Project Management Software

Oversee the development of consumer insights by analyzing qualitative and quantitative data sources.	60%	4.65%	$293K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Integrate and analyze multiple consumer data sets to generate comprehensive insight reports.
Copilot Researcher Agent	Prompt: Summarize key findings from surveys, social listening, and market research sources.
Copilot Visual Creator	Prompt: Design data visualizations to effectively communicate consumer insight narratives.
Configured Workflow
Copilot Analyst Agent	Integrate and analyze diverse data sources to uncover meaningful consumer insights quickly and accurately.
Copilot Researcher Agent	Synthesize secondary research and external reports to complement internal data analysis for richer insights.
Copilot Writing Coach	Generate polished insight reports and summaries tailored for internal stakeholders and strategic planning.
Copilot Agent
Conversational Design Step	Collect parameters for data sources, target consumer segments, and insight focus areas via structured dialogue.
Tools/Data Integration Step	Connect to Qualtrics, SurveyMonkey Enterprise, and Tableau data visualizations through Copilot Analyst Agent and Azure AI Search.
AI Processing/Output Format Step	Synthesize data into actionable consumer insight reports with visual summaries and narrative explanations.

Skills

General
Human
Technology

Data Analysis
Consumer Behavior Understanding
Market Research Methodologies
Critical Thinking
Communication Skills
Collaboration
Statistical Software Proficiency
Data Visualization Tools
Customer Relationship Management (CRM) Systems

Drive financial accountability by forecasting marketing investments and evaluating return on marketing spend.	55%	4.65%	$269K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Analyze historical spend and forecast ROI scenarios to support budget planning decisions.
Project Manager Agent (Planner)	Prompt: Track financial milestones and performance metrics within marketing project plans.
Copilot Visual Creator	Prompt: Generate financial dashboards and investment summary visuals for stakeholder reviews.
Configured Workflow
Copilot Analyst Agent	Analyze financial data and historical performance to generate forecasting models and ROI reports.
Project Manager Agent (Planner)	Track budget allocations tied to project milestones and update forecasts based on plan progress.
Copilot Visual Creator	Create clear, visual financial dashboards and presentations to support decision making.
Copilot Agent
Conversational Design Step	Prompt users for budget inputs, campaign cost projections, and ROI expectations to initiate forecasting.
Tools/Data Integration Step	Integrate with Adaptive Insights and Anaplan financial planning data and dashboards via Copilot Analyst Agent.
AI Processing/Output Format Step	Generate financial forecasts, ROI models, and variance analyses with scenario planning recommendations.

Skills

General
Human
Technology

Financial Forecasting
Marketing ROI Analysis
Budget Management
Data Interpretation
Communication Skills
Collaboration
Critical Thinking
Spreadsheet Proficiency
Financial Modeling Software
Data Analytics Platforms

Develop and maintain strong relationships with key stakeholders, including internal leadership and external partners.	15%	4.65%	$73K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: Summarize key points and next steps from stakeholder meetings to maintain engagement.
Copilot Writing Coach	Prompt: Draft personalized follow-up emails and communication briefs tailored to stakeholder interests.
Knowledge Agent (SharePoint)	Prompt: Organize and surface relevant project and relationship documents to ensure informed interactions.
Configured Workflow
Community Agent (Viva Engage)	Monitor and facilitate stakeholder engagement within internal and external collaboration communities.
Facilitator Agent (Teams)	Support relationship meetings by recording key points, decisions, and follow-up actions.
Copilot Writing Coach	Assist in drafting personalized communications and updates that maintain stakeholder rapport.
Copilot Agent
Conversational Design Step	Conduct guided dialogs to record stakeholder communications, follow-up tasks, and relationship health indicators.
Tools/Data Integration Step	Synchronize with CRM platforms like Salesforce and HubSpot using Copilot Studio for tracking interactions and reminders.
AI Processing/Output Format Step	Create summarized engagement reports and next-step recommendations to maintain strong relationships.

Skills

General
Human
Technology

Stakeholder Management
Strategic Communication
Relationship Building
Business Acumen
Collaboration Tools
Conflict Resolution
Negotiation Skills
CRM Software Proficiency

Implement innovation-driven approaches to brand experiences by testing new marketing channels and consumer engagement techniques.	30%	4.65%	$146K

Take Action

Out-of-the-Box
Copilot Idea Coach	Prompt: Facilitate ideation sessions to generate and refine bold, innovative marketing concepts and pilots.
Copilot Researcher Agent	Prompt: Research emerging marketing technologies, channels, and case studies for inspiration and validation.
Copilot Visual Creator	Prompt: Create visual mockups and concept storyboards to pitch new brand experience ideas.
Configured Workflow
Copilot Researcher Agent	Identify emerging trends and novel marketing channels by conducting comprehensive research and benchmarking.
Copilot Idea Coach	Facilitate structured brainstorming and early concept development for pilot campaigns and experiments.
Copilot Analyst Agent	Analyze initial pilot data and scenario simulations to assess potential impact and refine approaches.
Copilot Agent
Conversational Design Step	Interactively gather user input on emerging trends, experimental channels, and success criteria for pilots.
Tools/Data Integration Step	Leverage Copilot Idea Coach and connect to trend databases via Copilot Researcher Agent to source innovation insights.
AI Processing/Output Format Step	Produce pilot plans, trend briefs, and risk-reward analyses to guide innovation decisions.

Skills

General
Human
Technology

Brand Strategy Development
Marketing Channel Analysis
Consumer Insights & Engagement
Creative Problem Solving
Collaboration and Teamwork
Communication Skills
Data Analysis and Interpretation
Digital Marketing Platforms
Experimentation and Testing Frameworks

Ensure all marketing and branding activities comply with legal, regulatory, and internal corporate standards.	50%	4.65%	$244K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: Review marketing content and flag regulatory compliance risks with summarized explanations.
Knowledge Agent (SharePoint)	Prompt: Maintain and provide easy access to up-to-date legal and compliance guidelines for marketing teams.
Copilot Writing Coach	Prompt: Assist in drafting compliant marketing copy and internal policy communications for review.
Configured Workflow
Knowledge Agent (SharePoint)	Maintain and surface authoritative compliance documentation and policies to guide marketing activities.
Copilot Researcher Agent	Automatically review content drafts and flag potential compliance or regulatory risks based on stored policies.
Copilot Writing Coach	Help revise communications and marketing materials to ensure clear, compliant language.
Copilot Agent
Conversational Design Step	Collect inputs on marketing materials, campaign details, and compliance checklists through guided prompts.
Tools/Data Integration Step	Integrate Copilot Studio with internal compliance repositories, legal document libraries, and policy databases.
AI Processing/Output Format Step	Run automated compliance reviews, flag potential issues, and generate risk mitigation recommendations.

Skills

General
Human
Technology

Regulatory Compliance
Brand Governance
Risk Management
Attention to Detail
Communication Skills
Ethical Judgment
Compliance Management Systems
Document Management Systems
Digital Asset Management (DAM) Platforms

Conduct regular performance reviews of brand campaigns to iterate and improve effectiveness and consumer resonance.	55%	4.65%	$269K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: Generate campaign performance reports analyzing key metrics and recommending optimizations.
Copilot Visual Creator	Prompt: Create visual presentations summarizing campaign results and A/B test outcomes.
Project Manager Agent (Planner)	Prompt: Track iteration tasks, deadlines, and responsibilities for campaign improvement cycles.
Configured Workflow
Copilot Analyst Agent	Automate the ingestion and analysis of campaign performance metrics to identify strengths and areas for improvement.
Copilot Researcher Agent	Curate and summarize competitive and consumer feedback to provide context for performance iteration.
Copilot Writing Coach	Generate actionable performance review reports and recommendations for stakeholder communication.
Copilot Agent
Conversational Design Step	Prompt users to specify campaign timelines, KPIs, and key metrics for performance review preparation.
Tools/Data Integration Step	Utilize Copilot Analyst Agent connected to Google Attribution, Adobe Analytics, and Datorama for performance data retrieval.
AI Processing/Output Format Step	Generate campaign performance reports, A/B test analyses, and optimization recommendations.

Skills

General
Human
Technology

Marketing Analytics
Consumer Insights Analysis
Strategic Thinking
Critical Thinking
Effective Communication
Collaboration
Adaptability
Data Visualization Tools
Marketing Performance Platforms
Consumer Research Tools

Skills

General

Brand Strategy Development
Market Research and Consumer Insights
Marketing Analytics
Project Management
Marketing Strategy Development
Media Planning and Buying
Consumer Insights Analysis
Brand Management
Marketing Strategy
Market Research and Analysis
Data Analysis
Consumer Behavior Understanding
Digital Marketing Strategy
Content Creation
Influencer Management
Community Management
Public Relations (PR)
Experiential Marketing
Paid Media Activation
Financial Management
Marketing Performance Measurement
Agency and Stakeholder Management
Cross-Cultural Collaboration
Market Research
Consumer Behavior Analysis
Data Interpretation
Risk Assessment and Management
Crisis Communication Planning
Issue Monitoring and Analysis
Crisis Management
Reputation Management
Team Development
Performance Management
Competitive Analysis
Trend Analysis
Cross-functional Knowledge
Market Research Methodologies
Financial Forecasting
Marketing ROI Analysis
Budget Management
Business Acumen
Marketing Channel Analysis
Consumer Insights & Engagement
Regulatory Compliance
Brand Governance
Risk Management

Human

Strategic Thinking
Communication Skills
Creativity and Innovation
Leadership
Creative Collaboration
Adaptability
Relationship Building
Negotiation Skills
Communication
Critical Thinking
Attention to Detail
Creativity
Conflict Resolution
Cross-cultural Awareness
Strategic Communication
Emotional Intelligence
Leadership and Decision Making
Stakeholder Management
Effective Communication
Collaboration
Creative Problem Solving
Collaboration and Teamwork
Ethical Judgment

Technology

Digital Marketing Platforms
Data Analytics Tools
Customer Relationship Management (CRM) Systems
Marketing Analytics Tools
Content Management Systems (CMS)
Collaboration Tools
Media Planning Tools
Marketing Automation Platforms
Data Analytics Tools Proficiency
Social Media Platforms
Content Creation Tools
Influencer Marketing Platforms
Analytics and Reporting Tools
Spreadsheet and Data Visualization Tools
Marketing Analytics Platforms
Budgeting and Financial Software
Collaboration Tools Proficiency
Marketing Workflow Software
Data Visualization Tools
Statistical Analysis Software
Social Media Listening and Management
Reputation Management Software
Media Monitoring Tools
Social Media Monitoring Tools
PR and Media Management Platforms
Data Analysis and Reporting Tools
Market Intelligence Platforms
Consumer Insights Tools
Enterprise Collaboration Tools
Project Management Software
Statistical Software Proficiency
Spreadsheet Proficiency
Financial Modeling Software
Data Analytics Platforms
CRM Software Proficiency
Data Analysis and Interpretation
Experimentation and Testing Frameworks
Compliance Management Systems
Document Management Systems
Digital Asset Management (DAM) Platforms
Marketing Performance Platforms
Consumer Research Tools

Site Manufacturing Data Engineer

Grade:: L3
Headcount:: 100
Band:: $105,000

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)	47.79% of total work is ready for automation
Annual Salary Exposure	$10,500,000 across analyzed roles
Total Potential Savings	$5,018,423 unlocked by automating tasks
Operational Efficiency Index (OEI)	40.10% potential impact on overall operational efficiency
Velocity of Output (VOI)	23.35% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	8.20% efficiency gains from reducing task overlap and streamlining duplicated tasks
Time to Benefit Realization (TBR)	7.1 months until Benefits visible after initial deployment

Tasks

Access, interpret, and extract data from PLCs, HMIs, and other OT systems to obtain manufacturing operational data.	50%	2.16%	$113K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please analyze and summarize operational data imported from PLCs and HMIs, highlighting key trends and anomalies.
Facilitator Agent (Teams)	Prompt: during team meetings, capture action items and questions related to data extraction from OT systems for follow-up.
Knowledge Agent (SharePoint)	Prompt: organize and surface relevant documentation on PLC and HMI data schemas and extraction protocols from SharePoint for quick reference.
Configured Workflow
Copilot Researcher Agent	Automatically researches best practices and relevant protocols for extracting data from PLCs, HMIs and OT systems.
Copilot Analyst Agent	Ingests and analyzes structured and unstructured OT system data to extract meaningful manufacturing operational insights.
Copilot Studio Custom Agents	Automates the workflow of connecting to OT data systems and initiating data extraction through secure APIs and connectors.
Copilot Agent
Conversational Design Step	Guide the user to specify the OT system type, data points of interest, and time range for data extraction using a clear prompt.
Tools/Data Integration Step	Integrate with industrial data connectors via Copilot Studio for OT systems and structured manufacturing data sources.
AI Processing/Output Format Step	Automatically parse and transform extracted OT data into structured datasets for reporting or downstream analytics.

Skills

General
Human
Technology

Industrial Automation Knowledge
Data Extraction Techniques
Data Interpretation and Analysis
Attention to Detail
Problem Solving
Collaboration
PLC Programming and Communication Protocols
SCADA/HMI Systems
OT Network Architecture
Industrial Data Integration Tools

Configure and maintain data pipelines ensuring smooth and continuous data flow from manufacturing control systems to enterprise digital platforms.	60%	17.99%	$1.13M

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze pipeline performance data and identify bottlenecks or interruptions in data flow for proactive maintenance.
Project Manager Agent (Planner)	Prompt: create and update pipeline configuration tasks, track dependencies and deadlines to ensure continuous data flow.
Facilitator Agent (Teams)	Prompt: capture and summarize team discussions on pipeline issues and maintenance plans during operational meetings.
Configured Workflow
Copilot Studio Custom Agents	Automates the configuration and monitoring of data pipelines across control and enterprise systems.
Copilot Analyst Agent	Analyzes pipeline data flows to detect anomalies and optimize performance for continuous operation.
Project Manager Agent (Planner)	Manages tasks and updates related to pipeline configuration and maintenance ensuring timely resolution of issues.
Copilot Agent
Conversational Design Step	Collect pipeline source, target details, and desired monitoring parameters interactively to validate configuration intent.
Tools/Data Integration Step	Connect to data pipeline orchestration tools and platform logs accessible via APIs to monitor pipeline health.
AI Processing/Output Format Step	Generate automated pipeline configurations, flag anomalies, and recommend auto-healing actions to maintain continuous flow.

Skills

General
Human
Technology

Data Pipeline Architecture
Data Integration
Data Quality Management
Problem Solving
Attention to Detail
Collaboration
ETL Tools and Frameworks
Industrial Protocols and SCADA Systems
Cloud and On-Premise Data Platforms
Scripting and Programming

Identify high-value data elements within PLC, HMI, and OT systems that provide actionable insights for manufacturing processes.	45%	7.19%	$340K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze OT system data streams and highlight key sensors and tags that correlate with process improvements or alerts.
Copilot Idea Coach	Prompt: brainstorm and refine ideas for identifying impactful data elements that can improve manufacturing decision-making.
Knowledge Agent (SharePoint)	Prompt: curate and access expert documents about sensor prioritization and data element value within manufacturing systems.
Configured Workflow
Copilot Analyst Agent	Analyzes OT data streams to prioritize sensors and data points delivering high impact manufacturing insights.
Copilot Researcher Agent	Conducts research to compare approaches and best practices on identifying key data elements in manufacturing contexts.
Copilot Studio Custom Agents	Automates extraction and aggregation of key sensor data for further analysis and reporting.
Copilot Agent
Conversational Design Step	Prompt users to describe data sources and operational goals to focus analysis on key manufacturing processes.
Tools/Data Integration Step	Access historical OT data streams and sensor metadata via secure enterprise connectors and data lakes.
AI Processing/Output Format Step	Apply ML models to rank and prioritize data elements by predictive value and impact on manufacturing KPIs.

Skills

General
Human
Technology

Industrial Data Analysis
Process Knowledge of Manufacturing Systems
Data Mapping and Integration
Communication Skills
Critical Thinking
Industrial Control Systems Understanding
Operational Technology (OT) Network Protocols
Data Engineering and ETL Techniques
Manufacturing Data Platform Familiarity

Develop, test, and maintain Python/PySpark and SQL/SparkSQL code for efficient data processing and analytics workflows.	55%	7.19%	$415K

Take Action

Out-of-the-Box
GitHub Copilot Coding Agent	Prompt: generate, debug, and optimize Python and SQL code snippets for data transformation workflows based on task descriptions.
Copilot Analyst Agent	Prompt: explain data processing code outputs and suggest improvements to analytics workflow performance.
Facilitator Agent (Teams)	Prompt: summarize team code review sessions and document action items for coding tasks and testing feedback.
Configured Workflow
GitHub Copilot Coding Agent	Autonomously writes, tests, and iterates on Python and SQL code snippets based on user prompts.
Copilot Analyst Agent	Analyzes data processing results to suggest query and code optimizations improving pipeline efficiency.
Project Manager Agent (Planner)	Tracks development tasks and integrates testing feedback to prioritize code maintenance activities.
Copilot Agent
Conversational Design Step	Engage users by asking for functional requirements and desired outputs to shape code snippets or scripts.
Tools/Data Integration Step	Leverage GitHub Copilot Coding Agent integrated with enterprise code repositories and CI/CD pipelines.
AI Processing/Output Format Step	Generate, optimize, and test code automatically while providing inline explanations and version-controlled pull requests.

Skills

General
Human
Technology

Programming in Python
Data Querying and Manipulation
Data Engineering Principles
Attention to Detail
Problem-Solving
Collaboration
Python
PySpark
SQL and SparkSQL
Version Control Systems
Testing and Debugging Tools

Implement and configure the data pipeline connecting ICA/OT systems with plant and company wide digital systems.	50%	7.19%	$377K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: provide step-by-step guidance for configuring pipeline connectors based on system requirements and checklists.
Project Manager Agent (Planner)	Prompt: create and manage pipeline implementation project plans including tasks, timelines, and stakeholder communications.
Facilitator Agent (Teams)	Prompt: capture meeting notes and decisions relating to pipeline configuration and integration issues.
Configured Workflow
Copilot Studio Custom Agents	Automates integration workflows between OT systems and enterprise digital platforms securely and efficiently.
Copilot Researcher Agent	Researches best practices and emerging vendor solutions for pipeline implementation and configuration.
Project Manager Agent (Planner)	Organizes implementation milestones, tracks dependencies, and manages collaboration across teams.
Copilot Agent
Conversational Design Step	Interactively gather pipeline integration details including source/target endpoints, interface types, and security requirements.
Tools/Data Integration Step	Interface with middleware configuration platforms and API gateways through secured service connectors.
AI Processing/Output Format Step	Automatically generate configuration scripts and validate integration flows with error detection and resolution suggestions.

Skills

General
Human
Technology

Data Pipeline Design
Systems Integration
Industrial Data Protocols
Problem Solving
Collaboration
Communication Skills
ETL (Extract, Transform, Load) Processes
Industrial IoT Platforms
Cloud Data Platforms
Programming and Scripting

Support deployment and monitoring of data engineering solutions in cloud environments such as Azure, GCP, or AWS to ensure system reliability.	65%	7.19%	$491K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze cloud deployment logs and alert data to identify reliability issues or anomalies for remediation prioritization.
Facilitator Agent (Teams)	Prompt: generate real-time AI meeting notes capturing cloud monitoring updates and incident actions during ops reviews.
Project Manager Agent (Planner)	Prompt: organize and track deployment and monitoring task lists with deadlines and assigned owners.
Configured Workflow
Copilot Analyst Agent	Monitors telemetry and system metrics from cloud environments to detect anomalies and performance degradations.
Microsoft Security Copilot: IT Operations Agent	Automates routine cloud service health checks and incident triage for quicker remediation.
Project Manager Agent (Planner)	Schedules and tracks deployment tasks and incident resolutions to maintain cloud environment reliability.
Copilot Agent
Conversational Design Step	Prompt for environment details, deployment targets, and key monitoring metrics to customize cloud support.
Tools/Data Integration Step	Connect to cloud monitoring platforms (Azure Monitor, AWS CloudWatch, GCP Operations) via APIs for telemetry data.
AI Processing/Output Format Step	Use AI to detect anomalies, predict failures, and recommend automated remediation workflows to improve uptime.

Skills

General
Human
Technology

Cloud Infrastructure Management
System Monitoring and Performance Tuning
Incident Response and Troubleshooting
Communication Skills
Collaboration
Cloud Computing Platforms
Infrastructure as Code (IaC) Tools
Containerization and Orchestration
Monitoring and Logging Tools
Data Engineering Frameworks

Communicate data requirements including components, programming needs, tags, routines, and interfaces with OT teams without modifying control systems.	25%	7.19%	$189K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: draft clear and concise requirements documents and emails for OT teams to review and act on.
Facilitator Agent (Teams)	Prompt: capture discussion points and action items during cross-team meetings regarding data requirements and clarifications.
Knowledge Agent (SharePoint)	Prompt: retrieve and organize existing standard operating procedures and data specs to align communications.
Configured Workflow
Copilot Writing Coach	Drafts clear, precise, and audience-tailored documentation of data requirements for OT teams.
Copilot Analyst Agent	Generates narratives and explanations to contextualize requirements and facilitate understanding among stakeholders.
Facilitator Agent (Teams)	Summarizes discussion points and tracks action items during collaboration meetings with OT teams.
Copilot Agent
Conversational Design Step	Guide users through structured prompts to clarify and capture technical data requirements in natural language.
Tools/Data Integration Step	Leverage Microsoft Teams integration with Copilot Studio to draft and share requirement documents.
AI Processing/Output Format Step	Transform user input into clear, standardized documentation and summaries suitable for OT stakeholder review.

Skills

General
Human
Technology

Data Requirements Analysis
Understanding of OT Systems and Control Frameworks
Technical Documentation
Effective Communication
Collaboration
Active Listening
Industrial Data Architecture
Data Integration Techniques
Manufacturing Communication Protocols

Collaborate with Site Digital Leader, Site Data Asset Manager, digital platforms team, and ICA resources to align manufacturing data initiatives.	20%	2.16%	$45K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: produce meeting summaries, action lists, and decisions to keep all stakeholders aligned on manufacturing data initiatives.
Project Manager Agent (Planner)	Prompt: track cross-team project plans and dependencies for aligned digital platform developments and initiatives.
Community Agent (Viva Engage)	Prompt: facilitate knowledge sharing and discussions within digital and manufacturing data communities to promote alignment.
Configured Workflow
Facilitator Agent (Teams)	Automates meeting note-taking, tracks decisions, and summarizes alignment discussions across stakeholders.
Project Manager Agent (Planner)	Manages joint initiative plans, assigns responsibilities, and monitors progress collaboratively.
Knowledge Agent (SharePoint)	Organizes and surfaces shared documents and key knowledge assets to support aligned decision making.
Copilot Agent
Conversational Design Step	Capture meeting goals and participant inputs to facilitate aligned discussion and agenda tracking.
Tools/Data Integration Step	Integrate with Microsoft Viva and task management platforms for meeting notes, action items, and follow-up tracking.
AI Processing/Output Format Step	Summarize discussions, track commitments, and generate progress reports to maintain initiative alignment.

Skills

General
Human
Technology

Manufacturing Data Knowledge
Data Integration & Alignment
Project Coordination
Collaboration
Communication
Stakeholder Management
Industrial Data Platform Architecture
Manufacturing Execution Systems (MES) Integration
Data Governance and Compliance

Apply data architecture frameworks and data modeling principles to design and evolve industrial data platforms effectively.	40%	2.16%	$91K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate data model summaries and architectural design suggestions based on input parameters and best practices.
Copilot Idea Coach	Prompt: brainstorm potential optimizations and improvements to data platform architecture for manufacturing scenarios.
Knowledge Agent (SharePoint)	Prompt: access curated data modeling principles, frameworks, and organizational standards stored in SharePoint.
Configured Workflow
Copilot Researcher Agent	Researches and summarizes best practices and data modeling frameworks relevant to industrial data platforms.
Copilot Analyst Agent	Analyzes existing data models to suggest optimizations and validate architecture principles.
Copilot Studio Custom Agents	Automates repetitive tasks in data model implementation and verifies design compliance using rule-based workflows.
Copilot Agent
Conversational Design Step	Collect architecture goals, constraints, and data context from users to tailor model design suggestions.
Tools/Data Integration Step	Access data catalogs, metadata repositories, and framework templates through integrated knowledge bases.
AI Processing/Output Format Step	Generate and validate data models, provide recommendations for best practices and identify optimization opportunities.

Skills

General
Human
Technology

Data Architecture Design
Data Modeling
Systems Integration Understanding
Analytical Thinking
Collaboration
Communication
Data Governance Frameworks
Industrial IoT Platforms
ETL and Data Pipeline Tools
Data Modeling Languages and Techniques

Lead continuous improvement efforts for data pipelines and platform integration aligned with site manufacturing priorities.	30%	2.16%	$68K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze pipeline performance data to identify inefficiencies and recommend improvement actions aligned to site priorities.
Copilot Idea Coach	Prompt: generate and refine innovative ideas for pipeline enhancements, considering manufacturing operational goals.
Project Manager Agent (Planner)	Prompt: plan and track continuous improvement initiatives as projects with timelines, dependencies, and resource assignments.
Configured Workflow
Copilot Analyst Agent	Analyzes operational data to identify pipeline bottlenecks and integration inefficiencies.
Copilot Idea Coach	Facilitates ideation and clustering of continuous improvement ideas based on analyzed insights.
Project Manager Agent (Planner)	Tracks improvement initiatives and manages project tasks ensuring alignment with manufacturing priorities.
Copilot Agent
Conversational Design Step	Engage leaders to share problem areas and improvement goals for pipelines and integrations.
Tools/Data Integration Step	Connect to performance monitoring platforms and historical data from analytics solutions like Splunk and DataRobot.
AI Processing/Output Format Step	Use AI to identify inefficiencies, predict capacity bottlenecks, and propose targeted improvement recommendations.

Skills

General
Human
Technology

Data Pipeline Design and Optimization
Manufacturing Process Knowledge
Continuous Improvement Methodologies
Communication Skills
Leadership and Influencing
Problem-Solving
ETL/ELT Technologies
Industrial Data Platform Architecture
Cloud Data Services

Coach and mentor junior engineers and cross-functional teams on OT/IT data integration best practices and manufacturing data engineering standards.	15%	0.72%	$11K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: recommend tailored learning paths and summarize best practices on OT/IT data integration for mentoring sessions.
Viva Learning Copilot	Prompt: curate and build interactive learning collections relevant to manufacturing data engineering standards.
Copilot Writing Coach	Prompt: assist in drafting clear coaching materials, guides, and feedback communications tailored for junior engineers.
Configured Workflow
Copilot Learning Coach	Recommends targeted learning paths and resources tailored to OT/IT data integration skill development.
Viva Learning Copilot	Builds and curates structured collections of training materials for ongoing mentorship and onboarding support.
Community Agent (Viva Engage)	Supports interactive Q&A, shares knowledge, and engages learners within organizational communities.
Copilot Agent
Conversational Design Step	Provide interactive learning dialogs capturing trainee questions and progress to tailor coaching sessions.
Tools/Data Integration Step	Utilize Microsoft Viva Learning Copilot and integrated learning content libraries for role-based upskilling.
AI Processing/Output Format Step	Deliver personalized feedback, track skill acquisition, and generate tailored learning path recommendations.

Skills

General
Human
Technology

Manufacturing Data Engineering
OT/IT Data Integration
Mentoring and Coaching
Communication Skills
Leadership
Industrial Data Platform Architecture
Data Integration Frameworks
Manufacturing IT/OT Systems

Collaborate within Agile SCRUM and DevOps frameworks to iteratively deliver and improve data engineering solutions.	35%	7.19%	$264K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: manage sprint plans, backlog items, and task assignments aligned with Agile and DevOps workflows.
Facilitator Agent (Teams)	Prompt: summarize Agile ceremonies and capture key decisions, blockers, and next steps during team meetings.
GitHub Copilot Coding Agent	Prompt: assist with code updates, automation scripts, and test creation for continuous integration pipelines.
Configured Workflow
Project Manager Agent (Planner)	Creates sprint plans, assigns user stories, manages dependencies, and updates backlog status automatically.
GitHub Copilot Coding Agent	Assists developers by generating and improving code to accelerate sprint deliverables.
Facilitator Agent (Teams)	Documents stand-ups and sprint reviews with action items and tracks progress for Agile ceremonies.
Copilot Agent
Conversational Design Step	Prompt users to update sprint goals, backlog items, and impediments in conversational format.
Tools/Data Integration Step	Link to Jira, Azure DevOps, and GitHub Actions for automated backlog, sprint tracking, and deployment pipeline monitoring.
AI Processing/Output Format Step	Automate sprint planning, priority suggestions, and continuous integration feedback to optimize team velocity.

Skills

General
Human
Technology

Agile Methodology
Data Engineering
Continuous Integration and Continuous Deployment (CI/CD)
Effective Communication
Team Collaboration
Adaptability
Agile SCRUM Framework
DevOps Practices
Version Control Systems

Monitor real-time manufacturing data flows to detect and resolve anomalies or issues affecting data quality and availability.	70%	7.19%	$528K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: continuously analyze real-time data streams and alert on detected anomalies or data quality issues.
Facilitator Agent (Teams)	Prompt: log and summarize incident response meetings addressing data flow issues and remediation actions.
Project Manager Agent (Planner)	Prompt: track investigation and resolution tasks relating to data anomalies with assigned owners and due dates.
Configured Workflow
Copilot Analyst Agent	Continuously analyzes data streams to detect anomalies and automatically alerts relevant stakeholders.
Microsoft Security Copilot: IT Operations Agent	Automates triage of alerts related to data flow interruptions and recommends remediation actions.
Project Manager Agent (Planner)	Assigns and tracks resolution tasks to restore data quality and availability expediently.
Copilot Agent
Conversational Design Step	Collect monitoring parameters and alert thresholds interactively to customize anomaly detection scope.
Tools/Data Integration Step	Connect to real-time monitoring platforms and log data sources like Splunk, Datadog, or Moogsoft for event ingestion.
AI Processing/Output Format Step	Apply ML-driven anomaly detection to identify data quality issues, generate alerts, and provide remediation guidance.

Skills

General
Human
Technology

Data Monitoring and Validation
Root Cause Analysis
Incident Management
Attention to Detail
Problem-Solving
Effective Communication
Stream Processing Systems
Data Quality Tools
Manufacturing Execution Systems (MES) Integration

Develop documentation and operational procedures for data pipeline configuration, maintenance, and troubleshooting tailored to manufacturing environments.	50%	7.19%	$377K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: generate clear, structured documentation and manuals based on technical notes and pipeline configuration details.
Knowledge Agent (SharePoint)	Prompt: organize and maintain updated procedures and SOPs making content easily discoverable for users.
Facilitator Agent (Teams)	Prompt: capture discussion points and feedback during documentation review meetings to improve content accuracy.
Configured Workflow
Copilot Writing Coach	Generates clear, structured, and audience-specific documentation drafts with improved grammar and tone.
Copilot Analyst Agent	Extracts insights and operational patterns to inform procedural content for pipeline maintenance.
Knowledge Agent (SharePoint)	Organizes creation, storage, and version control of documentation ensuring AI-generated content is authoritative and accessible.
Copilot Agent
Conversational Design Step	Guide users through structured dialogs to extract key procedural steps, challenges, and technical notes for documentation.
Tools/Data Integration Step	Integrate with document management systems such as Confluence and SharePoint for content creation and updates.
AI Processing/Output Format Step	Generate clear, consistent technical manuals and SOPs using NLP summarization and formatting aids.

Skills

General
Human
Technology

Technical Writing
Data Pipeline Architecture
Manufacturing Process Knowledge
Problem-Solving
Communication Skills
Collaboration
ETL (Extract, Transform, Load) Processes
Data Pipeline Orchestration Platforms
Industrial IoT and Data Platforms
Version Control Systems

Evaluate new OT data technologies and platform tools to recommend innovative solutions for enhanced manufacturing data integration and analytics.	30%	2.16%	$68K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: research and summarize the latest OT data technology trends and vendor capabilities with citations and comparisons.
Copilot Idea Coach	Prompt: facilitate ideation sessions to develop innovative recommendations for manufacturing data platforms.
Knowledge Agent (SharePoint)	Prompt: curate internal reports and evaluation documents on OT technology pilots and assessments.
Configured Workflow
Copilot Researcher Agent	Performs market and technology research analyzing emerging OT data platforms and integration tools.
Copilot Idea Coach	Facilitates idea generation and comparison of innovative solutions based on researched data.
Copilot Analyst Agent	Synthesizes findings into actionable evaluation reports to support technology recommendation decisions.
Copilot Agent
Conversational Design Step	Elicit criteria and priorities from users for evaluating new technologies and tools.
Tools/Data Integration Step	Access AI-powered competitive intelligence platforms and internal knowledge bases for technology research.
AI Processing/Output Format Step	Summarize market and technology trends with evidence-based recommendation briefs for stakeholder review.

Skills

General
Human
Technology

Data Integration Expertise
Technology Evaluation
Industrial Data Analytics
Critical Thinking
Collaboration
Communication
Industrial Internet of Things (IIoT) Platforms
Data Pipeline Development
Cloud Data Platforms
Data Security and Compliance

Ensure compliance with organizational data governance, security standards, and relevant regulatory requirements in manufacturing data engineering activities.	40%	2.16%	$91K

Take Action

Out-of-the-Box
Microsoft Security Copilot: Alert Triage Agent	Prompt: analyze and prioritize security and data loss prevention alerts relevant to manufacturing data pipeline environments.
Knowledge Agent (SharePoint)	Prompt: access and organize policy documents and compliance guidelines applicable to data governance and security requirements.
Copilot Analyst Agent	Prompt: generate compliance status summaries and identify gaps based on governance and security data.
Configured Workflow
Microsoft Security Copilot: Alert Triage Agent	Prioritizes and summarizes compliance and security alerts related to manufacturing data systems.
Knowledge Agent (SharePoint)	Surfaces up-to-date governance policies and regulatory documents to inform compliance activities.
Microsoft Security Copilot: Conditional Access Optimization Agent	Analyzes and recommends improvements to data access policies aligned with security and compliance requirements.
Copilot Agent
Conversational Design Step	Prompt users to outline relevant policies and compliance checkpoints applicable to their data workflows.
Tools/Data Integration Step	Integrate with compliance and governance platforms to access monitoring data and policy definitions.
AI Processing/Output Format Step	Automatically assess pipeline configurations against policies and generate risk assessment reports with remediation suggestions.

Skills

General
Human
Technology

Data Governance Knowledge
Regulatory Compliance Understanding
Information Security Management
Attention to Detail
Collaboration
Communication Skills
Data Management Platforms
Security Frameworks and Tools
Compliance Monitoring Software

Prioritize and coordinate multiple concurrent data engineering projects and tasks in a complex global manufacturing environment.	25%	0.72%	$19K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: create integrated project plans, prioritize tasks, and assign resources for multiple concurrent engineering projects.
Facilitator Agent (Teams)	Prompt: capture coordination meeting notes, decisions, and action items to manage dependencies effectively.
Copilot Writing Coach	Prompt: draft executive summaries and status reports on project progress and risks for stakeholder communication.
Configured Workflow
Project Manager Agent (Planner)	Automatically creates schedules, prioritizes tasks, and manages resource allocation between concurrent projects.
Knowledge Agent (SharePoint)	Centralizes project documentation and knowledge sharing to facilitate cross-site coordination.
Facilitator Agent (Teams)	Captures key meeting notes and decisions to align global teams on project priorities and deliverables.
Copilot Agent
Conversational Design Step	Interactively capture project priorities, deadlines, and resource constraints from users to guide scheduling decisions.
Tools/Data Integration Step	Connect with project management tools like Microsoft Project and Smartsheet for task and timeline data access.
AI Processing/Output Format Step	Produce optimized task schedules, resource allocations, and highlight potential bottlenecks for human review.

Skills

General
Human
Technology

Project Management
Data Engineering Methodologies
Manufacturing Process Knowledge
Communication
Collaboration
Problem Solving
Data Pipeline Orchestration
Cloud Data Platforms
Industrial Data Protocols and Systems

Communicate effectively in English to interact with global cross-functional teams and stakeholders ensuring alignment and successful delivery.	35%	2.16%	$79K

Take Action

Out-of-the-Box
Copilot Writing Coach	Prompt: improve clarity, tone, and grammar of emails and reports for effective cross-cultural communication.
Viva Engage Copilot	Prompt: draft and refine community posts and announcements to engage and align global teams.
Copilot Prompt Coach	Prompt: guide construction of clear prompts and messages for communication tools to ensure intended meaning.
Configured Workflow
Copilot Writing Coach	Enhances communication clarity, tone, and grammar to ensure professional and effective messaging.
Facilitator Agent (Teams)	Summarizes meeting discussions and translates complex topics into clear action items.
Copilot Prompt Coach	Guides users on crafting effective prompts to generate clear, contextually accurate AI-assisted communications.
Copilot Agent
Conversational Design Step	Offer iterative prompt refinement to form clear, concise, and culturally appropriate communications.
Tools/Data Integration Step	Use Microsoft Teams and writing assistance tools integrated with Copilot for message drafting and editing.
AI Processing/Output Format Step	Apply AI-driven grammar correction, tone adaptation, and translation to produce polished communications.

Skills

General
Human
Technology

English Language Proficiency
Cross-functional Collaboration
Stakeholder Management
Verbal Communication
Active Listening
Cultural Awareness
Collaboration Platforms Usage
Documentation and Reporting Tools
Data Visualization Tools

Provide expert recommendations on integrating manufacturing OT data with enterprise IT systems for improved analytics and decision support.	20%	0.72%	$15K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze current integration architectures and generate recommendations based on best practices and data insights.
Copilot Researcher Agent	Prompt: conduct research on innovative integration approaches and summarize findings with relevant citations.
Copilot Idea Coach	Prompt: facilitate ideation on potential integration scenarios and evaluate their impact on decision support capabilities.
Configured Workflow
Copilot Analyst Agent	Analyzes existing integration patterns and data flows providing insight-driven recommendations.
Copilot Researcher Agent	Conducts research on emerging integration technologies and best practices to inform advisory insights.
Copilot Idea Coach	Synthesizes scenarios and alternatives to develop structured recommendation options for decision support.
Copilot Agent
Conversational Design Step	Collect context on current integration state, business objectives, and pain points through guided Q&A.
Tools/Data Integration Step	Leverage analytics platforms and internal knowledge bases for benchmark data and integration patterns.
AI Processing/Output Format Step	Generate scenario analyses, decision support models, and integration strategy recommendations.

Skills

General
Human
Technology

Manufacturing Systems Knowledge
Data Integration Expertise
Industrial Data Architecture
Technical Communication
Cross-functional Collaboration
Problem-Solving
Data Engineering
Industrial IoT Platforms
Enterprise IT Systems
Data Security and Governance

Train and support manufacturing data customers on usage and capabilities of industrial data platforms and analytics tools.	40%	7.19%	$302K

Take Action

Out-of-the-Box
Copilot Learning Coach	Prompt: recommend personalized learning paths and generate summaries of platform features tailored to customer needs.
Community Agent (Viva Engage)	Prompt: answer customer questions and provide curated resource links to support self-service learning and troubleshooting.
Copilot Writing Coach	Prompt: draft clear and accessible training materials, guides, and email communications for customer support.
Configured Workflow
Copilot Learning Coach	Provides personalized learning recommendations and tracks progress tailored to user roles and goals.
Viva Learning Copilot	Builds structured learning content collections and delivers automated course summaries to learners.
Community Agent (Viva Engage)	Supports interactive Q&A and knowledge sharing within user communities to resolve training queries.
Copilot Agent
Conversational Design Step	Engage users with interactive FAQs, guided tutorials, and troubleshoot dialogues to identify support needs.
Tools/Data Integration Step	Integrate with support ticketing systems and learning platforms for content delivery and case management.
AI Processing/Output Format Step	Provide AI-powered helpdesk responses, generate training hints, and escalate complex issues as needed.

Skills

General
Human
Technology

Technical Training Development
Manufacturing Data Knowledge
Industrial Analytics Competency
Communication Skills
Empathy
Problem Solving
Industrial Data Platform Expertise
Data Analytics Tools Proficiency
Learning Management Systems (LMS)

Skills

General

Industrial Automation Knowledge
Data Extraction Techniques
Data Interpretation and Analysis
Data Pipeline Architecture
Data Integration
Data Quality Management
Industrial Data Analysis
Process Knowledge of Manufacturing Systems
Data Mapping and Integration
Programming in Python
Data Querying and Manipulation
Data Engineering Principles
Data Pipeline Design
Systems Integration
Industrial Data Protocols
Cloud Infrastructure Management
System Monitoring and Performance Tuning
Incident Response and Troubleshooting
Data Requirements Analysis
Understanding of OT Systems and Control Frameworks
Technical Documentation
Manufacturing Data Knowledge
Data Integration & Alignment
Project Coordination
Data Architecture Design
Data Modeling
Systems Integration Understanding
Data Pipeline Design and Optimization
Manufacturing Process Knowledge
Continuous Improvement Methodologies
Manufacturing Data Engineering
OT/IT Data Integration
Agile Methodology
Data Engineering
Continuous Integration and Continuous Deployment (CI/CD)
Data Monitoring and Validation
Root Cause Analysis
Incident Management
Technical Writing
Data Integration Expertise
Technology Evaluation
Industrial Data Analytics
Data Governance Knowledge
Regulatory Compliance Understanding
Information Security Management
Project Management
Data Engineering Methodologies
English Language Proficiency
Cross-functional Collaboration
Manufacturing Systems Knowledge
Technical Training Development
Industrial Analytics Competency

Human

Attention to Detail
Problem Solving
Collaboration
Communication Skills
Critical Thinking
Problem-Solving
Effective Communication
Active Listening
Communication
Stakeholder Management
Analytical Thinking
Leadership and Influencing
Mentoring and Coaching
Leadership
Team Collaboration
Adaptability
Verbal Communication
Cultural Awareness
Technical Communication
Empathy

Technology

PLC Programming and Communication Protocols
SCADA/HMI Systems
OT Network Architecture
Industrial Data Integration Tools
ETL Tools and Frameworks
Industrial Protocols and SCADA Systems
Cloud and On-Premise Data Platforms
Scripting and Programming
Industrial Control Systems Understanding
Operational Technology (OT) Network Protocols
Data Engineering and ETL Techniques
Manufacturing Data Platform Familiarity
Python
PySpark
SQL and SparkSQL
Version Control Systems
Testing and Debugging Tools
ETL (Extract, Transform, Load) Processes
Industrial IoT Platforms
Cloud Data Platforms
Programming and Scripting
Cloud Computing Platforms
Infrastructure as Code (IaC) Tools
Containerization and Orchestration
Monitoring and Logging Tools
Data Engineering Frameworks
Industrial Data Architecture
Data Integration Techniques
Manufacturing Communication Protocols
Industrial Data Platform Architecture
Manufacturing Execution Systems (MES) Integration
Data Governance and Compliance
Data Governance Frameworks
ETL and Data Pipeline Tools
Data Modeling Languages and Techniques
ETL/ELT Technologies
Cloud Data Services
Data Integration Frameworks
Manufacturing IT/OT Systems
Agile SCRUM Framework
DevOps Practices
Stream Processing Systems
Data Quality Tools
Data Pipeline Orchestration Platforms
Industrial IoT and Data Platforms
Industrial Internet of Things (IIoT) Platforms
Data Pipeline Development
Data Security and Compliance
Data Management Platforms
Security Frameworks and Tools
Compliance Monitoring Software
Data Pipeline Orchestration
Industrial Data Protocols and Systems
Collaboration Platforms Usage
Documentation and Reporting Tools
Data Visualization Tools
Enterprise IT Systems
Data Security and Governance
Industrial Data Platform Expertise
Data Analytics Tools Proficiency
Learning Management Systems (LMS)

eCommerce Operations Specialist

Grade:: L3
Headcount:: 100
Band:: $85,000

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)	55.34% of total work is ready for automation
Annual Salary Exposure	$8,500,000 across analyzed roles
Total Potential Savings	$4,704,028 unlocked by automating tasks
Operational Efficiency Index (OEI)	51.10% potential impact on overall operational efficiency
Velocity of Output (VOI)	21.40% increase in delivery speed
Capacity Increase from Task Consolidation (CITC)	11.85% 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

Develop, maintain, and update eReporting systems to capture key eCommerce performance metrics and operational data.	65%	6.41%	$354K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: please generate a dashboard report showing all key eCommerce metrics trends with explanations of any anomalies detected.
Facilitator Agent (Teams)	Prompt: summarize recent team discussions on eReporting requirements and automatically create an action list for updating the reporting system.
Knowledge Agent (SharePoint)	Prompt: organize and surface the latest eCommerce reporting documentation and templates relevant for updating performance dashboards.
Configured Workflow
Copilot Analyst Agent	Automatically ingests and analyzes eCommerce operational data to generate key performance metrics.
Copilot Studio Custom Agents	Automates scheduled data refreshes and dashboard updates integrating various data sources securely.
Facilitator Agent (Teams)	Generates meeting summaries and action items based on dashboard insights to improve reporting discussions.
Copilot Agent
Conversational Design Step	Guide users to specify key metrics, reporting frequency, and data sources through conversational prompts.
Tools/Data Integration Step	Integrate with enterprise BI platforms, data lakes, and eCommerce operational databases using Power BI and Microsoft Fabric connectors.
AI Processing/Output Format Step	Automate data ingestion, anomaly detection, and dashboard generation with AI-powered narrative summarization using Copilot Analyst Agent.

Skills

General
Human
Technology

Data Analysis
Reporting System Design
Attention to Detail
Problem Solving
Communication
Database Management
Business Intelligence Tools
SQL/Query Writing
Excel/Spreadsheet Proficiency

Perform regular analyses of eReporting data to identify sales trends, operational bottlenecks, and areas for improvement.	70%	6.41%	$381K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze recent sales and operations data to identify top trends, bottlenecks, and suggest areas for improvement.
Copilot Researcher Agent	Prompt: research best practices and benchmark reports on optimizing sales trends and resolving operational bottlenecks.
Facilitator Agent (Teams)	Prompt: prepare a meeting summary highlighting key analysis insights and recommended next steps for operational improvements.
Configured Workflow
Copilot Analyst Agent	Extracts and analyzes structured/unstructured data to detect sales trends and operational anomalies.
Copilot Researcher Agent	Gathers contextual market and competitor insights to support root cause analysis and benchmarking.
Copilot Studio Custom Agents	Automates generation of narrative insights and visual reports for stakeholder consumption.
Copilot Agent
Conversational Design Step	Prompt users to select analysis focus areas and time periods with clarifying questions to tailor insights.
Tools/Data Integration Step	Access structured sales and operations data sets via Microsoft Fabric and Power BI, augmented with Azure AI for advanced analytics.
AI Processing/Output Format Step	Leverage Copilot Analyst Agent for AI-driven trend detection, root cause analysis, and predictive insights with natural language explanations.

Skills

General
Human
Technology

Data Analysis
Operational Insight
Trend Identification
Critical Thinking
Attention to Detail
Communication Skills
Data Visualization Tools
Enterprise Reporting Systems
Spreadsheet Software

Manage and execute promotion schedules and timelines for online sales campaigns to ensure deadlines and milestones are met.	55%	6.41%	$300K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: create and update a detailed promotion schedule with tasks, deadlines, and milestone tracking for the upcoming sales campaign.
Facilitator Agent (Teams)	Prompt: monitor campaign progress meetings, capture key actions and update schedule accordingly to ensure timeline adherence.
Copilot Prompt Coach	Prompt: help me write effective prompts to track and get reminders on promotion milestones from Planner.
Configured Workflow
Project Manager Agent (Planner)	Transforms campaign goals into detailed schedules with task assignments and due dates automatically.
Copilot Studio Custom Agents	Triggers reminders and automates progress tracking workflows across Teams and Planner.
Facilitator Agent (Teams)	Captures meeting decisions and updates status on promotion timelines to keep stakeholders aligned.
Copilot Agent
Conversational Design Step	Use a conversational planner to capture campaign timelines, task assignments, and progress check-ins.
Tools/Data Integration Step	Integrate with project and task management platforms and Microsoft Planner API for real-time schedule tracking.
AI Processing/Output Format Step	Automate schedule monitoring, send reminders, and suggest workload rebalancing using Project Manager Agent and Copilot Studio workflows.

Skills

General
Human
Technology

Project Management
Campaign Planning and Coordination
Time Management
Communication Skills
Collaboration
Attention to Detail
Workflow and Task Management Tools
eCommerce Platform Knowledge
Data Analysis and Reporting Tools

Review and analyze invoice and point-of-purchase documentation to verify accuracy and financial compliance.	75%	6.41%	$409K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: summarize and highlight discrepancies or anomalies in recent invoice and purchase documentation data.
Copilot Writing Coach	Prompt: draft a clear summary report communicating compliance review findings and suggested corrective actions.
Knowledge Agent (SharePoint)	Prompt: find and organize the latest compliance policies and SOPs relevant to invoice and purchase documentation.
Configured Workflow
Copilot Analyst Agent	Automatically parses and extracts data from financial documents to highlight discrepancies and anomalies.
Copilot Studio Custom Agents	Orchestrates compliance checks and generates exception reports for finance team review.
Facilitator Agent (Teams)	Summarizes review meetings and captures action items for financial correction workflows.
Copilot Agent
Conversational Design Step	Prompt users to upload documents and specify compliance criteria for automated review.
Tools/Data Integration Step	Connect to document management systems and financial systems for invoice data ingestion; utilize OCR and data extraction APIs.
AI Processing/Output Format Step	Apply AI for document parsing, anomaly and compliance checks, and generate exception reports using Copilot Studio custom agents.

Skills

General
Human
Technology

Financial Analysis
Attention to Detail
Regulatory and Compliance Knowledge
Critical Thinking
Effective Communication
Document Management
Enterprise Resource Planning (ERP) Systems
Spreadsheet Software Proficiency

Reconcile supply inventory against eCommerce demand, investigating and resolving discrepancies with supply chain teams.	60%	6.41%	$327K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze inventory and demand data to identify and explain discrepancies for the last quarter.
Facilitator Agent (Teams)	Prompt: summarize cross-team meetings resolving supply inventory discrepancies and track assigned follow-up actions.
Knowledge Agent (SharePoint)	Prompt: retrieve process documents and communication logs related to inventory reconciliation for review.
Configured Workflow
Copilot Analyst Agent	Analyzes inventory versus demand data to identify mismatches and forecasting gaps.
Copilot Studio Custom Agents	Automates discrepancy alerts and initiates collaborative workflows with supply chain teams.
Community Agent (Viva Engage)	Supports cross-team communication by answering queries and summarizing resolution progress in communities.
Copilot Agent
Conversational Design Step	Guide users through discrepancy identification and context gathering by prompting operational details and potential causes.
Tools/Data Integration Step	Integrate with supply chain management systems and eCommerce demand forecasting platforms via secure APIs.
AI Processing/Output Format Step	Use AI to automate inventory-demand matching, highlight discrepancies with root cause suggestions, and generate resolution task lists.

Skills

General
Human
Technology

Inventory Management
Data Analysis
Problem Solving
Communication Skills
Teamwork
Attention to Detail
Enterprise Resource Planning (ERP) Systems
Inventory Management Software
Data Reporting Tools

Coordinate and conduct hands-on testing of Amazon Seller Central and Vendor Central functionalities to validate new features or processes.	40%	6.41%	$218K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: gather and summarize recent release notes, user feedback, and best practice testing approaches for Seller/Vendor Central features.
Facilitator Agent (Teams)	Prompt: record and summarize testing session notes with key issues found and next steps for resolution.
Copilot Writing Coach	Prompt: draft clear test result reports to share with development and operations teams.
Configured Workflow
Copilot Researcher Agent	Collects and summarizes best practices and known issues related to Amazon platform features.
Copilot Studio Custom Agents	Supports structured documentation and checklist management for manual test execution workflows.
Facilitator Agent (Teams)	Captures real-time testing notes, action items and issues during collaboration sessions.
Copilot Agent
Conversational Design Step	Collect test case parameters and user goals for feature validation through guided prompts.
Tools/Data Integration Step	Interface with test automation tools and browser automation frameworks with access to Amazon Seller/Vendor Central test environments.
AI Processing/Output Format Step	Generate and orchestrate automated test executions with contextual AI support for analysis, flagging anomalies for manual review.

Skills

General
Human
Technology

eCommerce Platform Operations
Quality Assurance and Testing
Attention to Detail
Problem Solving
Communication Skills
Time Management
eCommerce Management Systems
Testing Tools and Software
Data Analysis and Interpretation

Create and distribute operational reports focusing on promotional effectiveness, financial accuracy, and marketplace performance metrics.	65%	6.41%	$354K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate and summarize operational reports combining promotional, financial, and marketplace performance data.
Facilitator Agent (Teams)	Prompt: automate meeting notes and assign distribution tasks for report sharing with relevant stakeholders.
Copilot Writing Coach	Prompt: help me write an executive summary highlighting key findings and action items from the operational report.
Configured Workflow
Copilot Analyst Agent	Extracts and aggregates data from multiple sources to generate insightful operational reports with metrics.
Copilot Studio Custom Agents	Automates scheduling, formatting, and distribution of standardized reports to stakeholders.
Copilot Writing Coach	Enhances clarity and tone of report narratives to communicate insights effectively to intended audiences.
Copilot Agent
Conversational Design Step	Engage users to specify report criteria, audience, frequency, and preferred delivery channels.
Tools/Data Integration Step	Connect to operational data sources, financial systems, and BI reporting tools such as Power BI and SharePoint libraries.
AI Processing/Output Format Step	Automatically generate insightful reports with AI-driven summarization and schedule automated distribution using Copilot Analyst Agent.

Skills

General
Human
Technology

Data Analysis
Report Writing
Financial Acumen
Effective Communication
Attention to Detail
Business Intelligence Tools Proficiency
Spreadsheet Software Expertise
Marketplace Platform Familiarity

Optimize eCommerce listings, inventory levels, and marketplace performance using expertise in Amazon platforms to maximize sales and reduce errors.	60%	6.41%	$327K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze sales and inventory data to recommend listing optimizations and inventory adjustment priorities.
Copilot Researcher Agent	Prompt: research best practices and competitive marketplace strategies for Amazon platform listings and inventory optimization.
Copilot Writing Coach	Prompt: draft optimized product descriptions and promotional copy tailored for Amazon listings to improve sales.
Configured Workflow
Copilot Researcher Agent	Performs comparative analysis of marketplace data and competitor listings to identify optimization opportunities.
Copilot Analyst Agent	Generates data-driven recommendations for inventory and pricing adjustments to maximize revenue.
Copilot Studio Custom Agents	Automates execution of recommended changes and monitors impact via integrated platform APIs.
Copilot Agent
Conversational Design Step	Prompt users for target SKUs, optimization goals, and performance issues to personalize recommendations.
Tools/Data Integration Step	Access Amazon marketplace data, inventory records, and pricing history via secure APIs combined with existing optimization platforms.
AI Processing/Output Format Step	Use AI models to generate pricing strategies, content improvement suggestions, and stock replenishment alerts.

Skills

General
Human
Technology

Product Listing Optimization
Inventory Management
Marketplace Performance Analysis
Attention to Detail
Problem-Solving
Communication Skills
Amazon Seller Central Platform
eCommerce Analytics Tools
Inventory Management Systems

Collaborate with marketing and sales teams to align promotion execution with marketplace strategy and timing.	30%	6.41%	$163K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: summarize marketing and sales alignment meetings and extract key decisions and follow-ups for promotion timing.
Community Agent (Viva Engage)	Prompt: engage the team community to answer questions and share best practices for promotion coordination.
Project Manager Agent (Planner)	Prompt: set up a shared promotion timeline plan with assigned tasks integrating inputs from marketing and sales.
Configured Workflow
Copilot Studio Custom Agents	Facilitates scheduling workflows and syncs campaign timelines across marketing and sales tools.
Facilitator Agent (Teams)	Captures meeting agendas, decisions, and follow-ups to ensure alignment and timely execution.
Community Agent (Viva Engage)	Supports ongoing team discussions by answering queries and sharing relevant content across communities.
Copilot Agent
Conversational Design Step	Facilitate dialogue capturing promotional calendars, alignment goals, and coordination checkpoints.
Tools/Data Integration Step	Integrate collaboration and project management platforms like Microsoft Teams and task tracking apps for shared access.
AI Processing/Output Format Step	Provide AI-generated scheduling insights, conflict detection, and aligned execution recommendations via Copilot Studio.

Skills

General
Human
Technology

Cross-functional Collaboration
Promotion Planning and Execution
Marketplace Strategy Understanding
Effective Communication
Teamwork
Time Management
Project Management Software
Marketplace Management Platforms
Data Analysis Tools

Conduct detailed reviews of invoices and point-of-purchase data to ensure compliance with financial controls and bookkeeping standards.	75%	1.92%	$122K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: analyze invoice datasets to detect anomalies and compliance issues based on financial controls.
Copilot Writing Coach	Prompt: draft detailed compliance review summaries highlighting key audit findings and recommendations.
Knowledge Agent (SharePoint)	Prompt: retrieve the most current financial and audit policies required for compliance verification.
Configured Workflow
Copilot Analyst Agent	Automatically detects inconsistencies and potential compliance risks in invoice and purchase data.
Copilot Studio Custom Agents	Enforces workflow for document validation and escalates issues requiring human intervention.
Facilitator Agent (Teams)	Documents review findings and assigns follow-up tasks to compliance teams efficiently.
Copilot Agent
Conversational Design Step	Guide users to specify compliance rules and upload relevant financial documents for validation.
Tools/Data Integration Step	Connect to financial management systems and document storage services for access to invoice and expenditure data.
AI Processing/Output Format Step	Apply AI-driven audit and anomaly detection to validate compliance and generate detailed exception and summary reports.

Skills

General
Human
Technology

Financial Analysis
Accounting Principles
Attention to Detail
Analytical Thinking
Communication Skills
Problem-Solving
Spreadsheet Proficiency
Enterprise Resource Planning (ERP) Systems
Data Visualization Tools

Implement and maintain effective financial controls related to eCommerce transactions to safeguard company assets.	55%	1.92%	$90K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: monitor transaction data to identify unusual patterns and recommend financial control adjustments.
Facilitator Agent (Teams)	Prompt: capture meeting outputs and track action items related to financial control implementation and improvements.
Knowledge Agent (SharePoint)	Prompt: curate and update financial control frameworks and policies for eCommerce transaction governance.
Configured Workflow
Copilot Studio Custom Agents	Automates enforcement of control policies and alerts on transactions that deviate from norms.
Copilot Analyst Agent	Monitors transaction data continuously to detect anomalies indicating potential risks.
Facilitator Agent (Teams)	Supports cross-functional coordination meetings for rapid response to control breaches.
Copilot Agent
Conversational Design Step	Elicit financial control objectives and monitor preferences through structured prompts and periodic check-ins.
Tools/Data Integration Step	Leverage workflows integrated with enterprise GRC platforms and financial transaction monitoring tools.
AI Processing/Output Format Step	Continuously monitor transaction data with AI for anomalies, policy violations, and recommend control adjustments.

Skills

General
Human
Technology

Financial Controls Management
Risk Management
Regulatory Compliance
Attention to Detail
Communication Skills
Problem Solving
Enterprise Resource Planning (ERP) Systems
Financial Reporting Tools
Fraud Detection Software

Manage supply reconciliation processes to ensure inventory aligns with eCommerce demand and sales forecasts.	50%	1.92%	$82K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate monthly supply-to-demand reconciliation reports highlighting mismatches and root causes.
Project Manager Agent (Planner)	Prompt: create task lists and deadlines for reconciliation activities involving supply chain and sales teams.
Facilitator Agent (Teams)	Prompt: summarize reconciliation meetings capturing decisions and assigned follow-ups.
Configured Workflow
Copilot Analyst Agent	Produces reconciled inventory and demand reports highlighting discrepancies and forecasting gaps.
Project Manager Agent (Planner)	Creates and tracks action plans with assigned owners to address inventory reconciliation issues.
Copilot Studio Custom Agents	Automates alerts and notifications for pending reconciliation tasks and deadlines.
Copilot Agent
Conversational Design Step	Prompt for reconciliation schedules, known exceptions, and team collaboration requirements.
Tools/Data Integration Step	Integrate supply chain and demand forecasting systems via secure APIs and aggregated data sources.
AI Processing/Output Format Step	Use AI to surface inventory imbalances, forecast adjustments, and generate actionable reconciliation workflows.

Skills

General
Human
Technology

Inventory Management
Demand Forecasting
Data Analysis
Attention to Detail
Problem Solving
Communication Skills
Enterprise Resource Planning (ERP) Systems
Inventory Management Software
Spreadsheet and Data Visualization Tools

Oversee the management and execution of promotions within the eCommerce channel, ensuring effective implementation and business alignment.	45%	0.64%	$24K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: develop and monitor a promotional campaign plan with milestones reflecting business goals and timelines.
Copilot Analyst Agent	Prompt: analyze promotion performance metrics and identify any gaps relative to business targets.
Facilitator Agent (Teams)	Prompt: prepare meeting notes from promotion review sessions and assign action items for campaign improvement.
Configured Workflow
Project Manager Agent (Planner)	Transforms promotion goals into an actionable plan with milestones and KPI tracking.
Copilot Analyst Agent	Provides ongoing analysis and insights into promotional performance and business impact.
Facilitator Agent (Teams)	Captures progress updates and stakeholder feedback during promotion review meetings.
Copilot Agent
Conversational Design Step	Engage users to define promotional KPIs, timelines, and alignment checkpoints during planning conversations.
Tools/Data Integration Step	Connect with marketing automation platforms and eCommerce transaction systems to monitor promotion execution.
AI Processing/Output Format Step	Leverage AI to track promotion performance, highlight risks, and deliver KPI reports with corrective suggestions.

Skills

General
Human
Technology

Promotion Planning and Execution
Project Management
Sales and Marketing Alignment
Communication Skills
Attention to Detail
Problem Solving
eCommerce Platform Management
Marketplace Management Systems
Data Analysis and Reporting Tools

Monitor marketplace KPIs and operational performance to identify opportunities for continuous improvement.	65%	1.92%	$106K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: generate a KPI dashboard with trend analysis and actionable recommendations for marketplace improvements.
Copilot Researcher Agent	Prompt: research emerging marketplace best practices and innovations relevant to improving operational KPIs.
Facilitator Agent (Teams)	Prompt: document and summarize continuous improvement meetings, capturing insights and next steps.
Configured Workflow
Copilot Analyst Agent	Continuously analyzes real-time marketplace KPI data to surface trends and anomalies.
Copilot Researcher Agent	Complements analysis by providing relevant market benchmark data and innovation insights.
Copilot Studio Custom Agents	Automates delivery of alerts and recommended improvement actions to relevant teams.
Copilot Agent
Conversational Design Step	Prompt users to identify key KPIs and operational targets, refining insight scope interactively.
Tools/Data Integration Step	Integrate enterprise data warehouses, BI platforms, and operational monitoring tools for consolidated KPI retrieval.
AI Processing/Output Format Step	Apply predictive analytics and trend detection to generate actionable continuous improvement recommendations.

Skills

General
Human
Technology

Data Analysis
Performance Monitoring
Continuous Improvement Methodologies
Attention to Detail
Problem Solving
Communication Skills
Data Visualization Tools
Marketplace Management Platforms
Business Intelligence Software

Provide support for go-to-market initiatives by assisting cross-functional teams with execution details and timelines.	40%	6.41%	$218K

Take Action

Out-of-the-Box
Project Manager Agent (Planner)	Prompt: create and update go-to-market execution plans with detailed tasks, deadlines, and responsible owners.
Facilitator Agent (Teams)	Prompt: capture and summarize all coordination meetings supporting go-to-market efforts and follow-ups.
Community Agent (Viva Engage)	Prompt: help answer team questions and share resources related to go-to-market execution best practices.
Configured Workflow
Project Manager Agent (Planner)	Breaks down go-to-market objectives into detailed plans with task assignments and timelines.
Copilot Studio Custom Agents	Automates reminders and status updates to keep all teams aligned and informed.
Facilitator Agent (Teams)	Documents meetings and decision points to maintain clarity on execution responsibilities.
Copilot Agent
Conversational Design Step	Gather input on initiative milestones, dependencies, and team responsibilities using a structured dialogue interface.
Tools/Data Integration Step	Integrate with project management platforms and collaboration tools for cross-team visibility and updates.
AI Processing/Output Format Step	Automate task tracking, issue flagging, and timeline alerts using AI-enabled workflow orchestrations.

Skills

General
Human
Technology

Project Management
Process Coordination
Market Launch Planning
Cross-functional Communication
Collaboration
Time Management
Workflow Management Software
Collaboration Platforms
Data Visualization Tools

Stay informed on eCommerce and marketplace trends to drive innovation and operational excellence.	35%	1.92%	$57K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: regularly summarize the latest eCommerce and marketplace trends with citations and relevance to our business.
Copilot Idea Coach	Prompt: facilitate brainstorming sessions for new operational improvements based on current market trends.
Viva Learning Copilot	Prompt: suggest relevant learning paths and materials on emerging eCommerce innovations to enhance team capabilities.
Configured Workflow
Copilot Researcher Agent	Aggregates and summarizes external and internal market trend data with citations and context.
Copilot Idea Coach	Facilitates structured ideation sessions to translate insights into actionable innovation concepts.
Community Agent (Viva Engage)	Supports knowledge sharing and discussion around trends within internal communities.
Copilot Agent
Conversational Design Step	Prompt users to specify areas of interest and preferred update frequencies for trend information.
Tools/Data Integration Step	Connect to external market intelligence platforms and internal knowledge bases for continuous data aggregation.
AI Processing/Output Format Step	Use Copilot Researcher Agent to curate, summarize, and contextualize relevant market and competitive insights.

Skills

General
Human
Technology

Market Research
Competitive Analysis
Strategic Thinking
Communication Skills
Continuous Learning
Data Interpretation
Digital Analytics Tools
Industry Knowledge Platforms

Collaborate with supply chain teams to resolve inventory discrepancies and optimize stock replenishment processes.	50%	6.41%	$272K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: summarize discussions on inventory discrepancies and track resolution actions with supply chain partners.
Copilot Analyst Agent	Prompt: analyze inventory data to identify discrepancy patterns and propose root cause hypotheses.
Project Manager Agent (Planner)	Prompt: create and assign action plans for stock replenishment optimization projects with timelines.
Configured Workflow
Copilot Analyst Agent	Analyzes discrepancy data and generates root cause insights to guide collaborative problem-solving.
Copilot Studio Custom Agents	Automates alerts and issue resolution workflows connecting eCommerce and supply teams.
Community Agent (Viva Engage)	Facilitates ongoing dialogue and knowledge sharing to accelerate resolution within communities.
Copilot Agent
Conversational Design Step	Facilitate discrepancy reporting and context capture to prompt collaborative resolution discussions.
Tools/Data Integration Step	Integrate supply chain management platforms and communication tools for real-time data sharing and coordination.
AI Processing/Output Format Step	Generate automated discrepancy alerts and AI-suggested root causes with actionable next steps for involved teams.

Skills

General
Human
Technology

Inventory Management
Supply Chain Coordination
Data Analysis
Communication Skills
Problem-Solving
Collaboration
Enterprise Resource Planning (ERP) Systems
Inventory Management Software
Data Reporting Tools

Extract, analyze and report operational data to support decision-making and promotional planning.	70%	6.41%	$381K

Take Action

Out-of-the-Box
Copilot Analyst Agent	Prompt: extract key operational data, perform analysis, and generate summary reports to guide promotional planning.
Facilitator Agent (Teams)	Prompt: document review meetings focused on operational data insights and decision-making recommendations.
Copilot Writing Coach	Prompt: prepare concise and clear summary communications of data findings for promotional planning teams.
Configured Workflow
Copilot Analyst Agent	Automates data extraction, analysis, and insight generation to underpin promotional planning.
Copilot Studio Custom Agents	Generates and distributes decision-ready reports on operational metrics to key stakeholders.
Copilot Writing Coach	Enhances narrative clarity in reports to support effective communication and decision-making.
Copilot Agent
Conversational Design Step	Collect user requirements for data extraction scope, analysis depth, and report content through guided queries.
Tools/Data Integration Step	Access multiple operational data sources and BI platforms for automated data blending and preparation.
AI Processing/Output Format Step	Use AI to perform advanced analytics, generate narrative summaries, and automate report creation and delivery.

Skills

General
Human
Technology

Data Analysis
Reporting and Visualization
Attention to Detail
Critical Thinking
Communication Skills
Collaboration
Spreadsheet Software
Data Visualization Tools
Database Querying
eCommerce Platform Analytics

Utilize knowledge of Amazon Seller Central and Vendor Central to troubleshoot marketplace issues and optimize channel performance.	55%	6.41%	$300K

Take Action

Out-of-the-Box
Copilot Researcher Agent	Prompt: research common issues and recommended resolutions on Amazon Seller and Vendor Central platforms.
Copilot Analyst Agent	Prompt: analyze sales and performance data from Seller and Vendor Central to identify optimization opportunities.
Copilot Writing Coach	Prompt: draft troubleshooting guides and performance enhancement recommendations for Amazon channel teams.
Configured Workflow
Copilot Researcher Agent	Conducts research on common Amazon marketplace issues and best practice resolutions.
Copilot Analyst Agent	Analyzes platform performance data to suggest actionable optimization steps.
Copilot Studio Custom Agents	Automates recurring diagnostic workflows and follow-up tracking for marketplace issue resolution.
Copilot Agent
Conversational Design Step	Guide users through problem description and symptom checks via targeted question flows.
Tools/Data Integration Step	Connect to Amazon marketplace APIs and integrated sales/platform monitoring tools.
AI Processing/Output Format Step	Leverage AI-powered diagnostic models to identify issues and recommend resolution steps informed by historical data.

Skills

General
Human
Technology

eCommerce Operations Knowledge
Problem-Solving
Data Analysis
Attention to Detail
Communication Skills
Customer Orientation
Marketplace Platform Proficiency
Digital Analytics Tools
Inventory and Order Management Systems

Collaborate cross-functionally with marketing, sales, finance, and supply chain to ensure cohesive eCommerce operations.	40%	6.41%	$218K

Take Action

Out-of-the-Box
Facilitator Agent (Teams)	Prompt: capture and consolidate meeting notes, decisions, and action plans from cross-functional eCommerce operations meetings.
Community Agent (Viva Engage)	Prompt: foster knowledge sharing across teams by answering questions and highlighting best practices in Viva Engage community.
Project Manager Agent (Planner)	Prompt: build shared cross-functional plans with tasks, dependencies, and deadlines to support coordinated operations.
Configured Workflow
Copilot Studio Custom Agents	Facilitates task coordination and information sharing across teams using integrated workflow automations.
Facilitator Agent (Teams)	Captures meeting conversations, summarizing decisions, and assigning cross-functional actions.
Community Agent (Viva Engage)	Enables knowledge curation and peer Q&A to strengthen alignment among diverse functional groups.
Copilot Agent
Conversational Design Step	Facilitate multi-stakeholder input gathering and alignment through structured, role-based conversational prompts.
Tools/Data Integration Step	Integrate collaboration platforms and shared dashboards to aggregate insights and task statuses.
AI Processing/Output Format Step	Provide AI-generated action items, status summaries, and cross-team coordination recommendations.

Skills

General
Human
Technology

Cross-Functional Collaboration
Process Integration
Project Management
Effective Communication
Teamwork
Conflict Resolution
ERP/Enterprise Systems Knowledge
Collaboration Tools Proficiency
Data Analysis Tools

Skills

General

Data Analysis
Reporting System Design
Attention to Detail
Operational Insight
Trend Identification
Project Management
Campaign Planning and Coordination
Time Management
Financial Analysis
Regulatory and Compliance Knowledge
Inventory Management
eCommerce Platform Operations
Quality Assurance and Testing
Report Writing
Financial Acumen
Product Listing Optimization
Marketplace Performance Analysis
Cross-functional Collaboration
Promotion Planning and Execution
Marketplace Strategy Understanding
Accounting Principles
Analytical Thinking
Financial Controls Management
Risk Management
Regulatory Compliance
Demand Forecasting
Sales and Marketing Alignment
Performance Monitoring
Continuous Improvement Methodologies
Process Coordination
Market Launch Planning
Market Research
Competitive Analysis
Strategic Thinking
Supply Chain Coordination
Reporting and Visualization
eCommerce Operations Knowledge
Cross-Functional Collaboration
Process Integration

Human

Problem Solving
Communication
Critical Thinking
Communication Skills
Collaboration
Effective Communication
Teamwork
Problem-Solving
Cross-functional Communication
Continuous Learning
Customer Orientation
Conflict Resolution

Technology

Database Management
Business Intelligence Tools
SQL/Query Writing
Excel/Spreadsheet Proficiency
Data Visualization Tools
Enterprise Reporting Systems
Spreadsheet Software
Workflow and Task Management Tools
eCommerce Platform Knowledge
Data Analysis and Reporting Tools
Document Management
Enterprise Resource Planning (ERP) Systems
Spreadsheet Software Proficiency
Inventory Management Software
Data Reporting Tools
eCommerce Management Systems
Testing Tools and Software
Data Analysis and Interpretation
Business Intelligence Tools Proficiency
Spreadsheet Software Expertise
Marketplace Platform Familiarity
Amazon Seller Central Platform
eCommerce Analytics Tools
Inventory Management Systems
Project Management Software
Marketplace Management Platforms
Data Analysis Tools
Spreadsheet Proficiency
Financial Reporting Tools
Fraud Detection Software
Spreadsheet and Data Visualization Tools
eCommerce Platform Management
Marketplace Management Systems
Business Intelligence Software
Workflow Management Software
Collaboration Platforms
Data Interpretation
Digital Analytics Tools
Industry Knowledge Platforms
Database Querying
eCommerce Platform Analytics
Marketplace Platform Proficiency
Inventory and Order Management Systems
ERP/Enterprise Systems Knowledge
Collaboration Tools Proficiency

Consumer Goods AI Impact Analysis Work. Reinvented: What Your Data Tells You

Social Media & Community Manager

Work Intelligence™

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Tasks

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Consumer Brand Manager

Work Intelligence™

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

Tasks

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Consumer Goods AI Impact Analysis

Work. Reinvented: What Your Data Tells You