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Evidence-backed analysis across 13 specific tasks. Capability claims sourced from peer-reviewed research, independent benchmarks, and industry data. Adoption rates tracked by industry and company size.
AI Exposure
Defensibility
Avg Capability
13/13 tasks with evidence
Avg Deployment
65 evidence sources
Role Defensibility Profile
Higher = harder to automate
Task-Level Analysis — 13 Tasks
Analyse data, trends, and performance metrics. Synthesise findings into reports, dashboards, and recommendations for decision-makers.
Capability Evidence
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Analysis & Reporting, cu...
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Dell'Acqua et al. found that consultants using GPT-4 completed analytical tasks 25.1% faster with 40% higher quality for tasks inside the AI capability frontier. Analysis & Reporting contains analytic...
Noy & Zhang found in a controlled experiment that AI assistance reduced professional writing task completion time by 40% and improved output quality by 18%. Tasks similar to Analysis & Reporting fall ...
Deployment by Industry
Execute role-specific technical work — coding, designing, building, configuring, or implementing solutions using specialised tools and knowledge.
Capability Evidence
The Claude system card reports near-expert performance on graduate-level reasoning (GPQA), professional coding (SWE-bench), and document analysis tasks. For Technical Execution, Claude demonstrates ap...
Anthropic's study of real-world Claude usage across millions of professional conversations found that tasks related to Technical Execution represent a significant category of AI-augmented work. The em...
Peng et al. found that developers using GitHub Copilot completed coding tasks 55.8% faster in a controlled experiment. For tasks like Technical Execution, AI coding assistants demonstrate 46% quality ...
Deployment by Industry
Communicate with internal and external stakeholders via email, presentations, and meetings. Translate complex information for different audiences.
Capability Evidence
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Stakeholder Communication represent a meaningful share of professional LLM usage. The study indica...
Google reports that Gemini integration in Workspace automates email responses, generates document drafts, and creates spreadsheet formulas from natural language. For tasks like Stakeholder Communicati...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Stakeholder Communication, the study e...
Deployment by Industry
Draft reports, memos, briefs, proposals, and other written deliverables. Includes editing, formatting, and maintaining document quality standards.
Capability Evidence
GitHub's updated impact study shows 46% of all code is now AI-generated among Copilot users, with 82% developer satisfaction. For tasks like Writing & Documentation, AI coding assistants demonstrate 5...
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Writing & Documentation represent a meaningful share of professional LLM usage. The study indicate...
A systematic literature review of LLMs for code review found that AI detects 30-60% of code defects identified by human reviewers. For tasks like Writing & Documentation, AI-assisted review achieves a...
Deployment by Industry
Make judgment calls with incomplete information. Weigh trade-offs, assess risks, and commit to a course of action when data is ambiguous.
Capability Evidence
AI framework can reduce variability in clinical decision-making predictions
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Decision-Making Under Un...
Anthropic's study of real-world Claude usage across millions of professional conversations found that tasks related to Decision-Making Under Uncertainty represent a significant category of AI-augmente...
Deployment by Industry
Develop new approaches, strategies, and solutions. Generate ideas, evaluate alternatives, and design plans that address novel challenges.
Capability Evidence
AI systems can generate creative work that is indistinguishable from human-created content to the point where people assume professional creative work is AI-generated
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Creative & Strategic Thi...
MIT Sloan Management Review's annual survey of 3,000+ managers found that only 10% of organizations report significant financial value from AI deployment, despite widespread experimentation. For tasks...
Deployment by Industry
Build and maintain professional relationships. Develop trust with clients, partners, and colleagues through consistent engagement and reliability.
Capability Evidence
Workday AI provides skills-based talent matching, compensation benchmarking, and attrition risk detection. For tasks like Relationship & Trust Building, AI tools demonstrate approximately 10% capabili...
Deloitte's State of AI in the Enterprise survey of 2,600+ executives found that 79% expect gen AI to transform their organization within 3 years. For tasks like Relationship & Trust Building, enterpri...
McKinsey found that AI-powered screening reduces time-to-hire by 30-50% and employee sentiment analysis tools detect attrition risk with 80%+ accuracy. For tasks like Relationship & Trust Building, AI...
Deployment by Industry
Negotiate terms, resolve disagreements, and persuade stakeholders. Includes contract negotiation, cross-functional alignment, and influence without authority.
Capability Evidence
Harvard Law School research found that AI contract review tools achieve 85-95% accuracy on standard clause identification, exceeding junior associate performance on routine reviews. For tasks like Neg...
The IMF finds that approximately 40% of global employment is exposed to AI, with up to 60% in advanced economies. For knowledge work tasks like Negotiation & Persuasion, the study estimates 7% of task...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Negotiation & Persuasion, the study es...
Deployment by Industry
Apply deep domain knowledge to evaluate situations, provide expert opinions, and make calls that require years of accumulated expertise.
Capability Evidence
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Domain Judgment & Expert...
The Frontier Model Forum benchmarks document consistent year-over-year improvement across reasoning, coding, and professional knowledge tasks. For Domain Judgment & Expertise, frontier models demonstr...
Dell'Acqua et al. found that consultants using GPT-4 completed analytical tasks 25.1% faster with 40% higher quality for tasks inside the AI capability frontier. Domain Judgment & Expertise contains a...
Deployment by Industry
Input, update, and maintain data across systems. Includes CRM updates, spreadsheet management, filing, and routine data processing tasks.
Capability Evidence
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Data Entry & Administrat...
Anthropic's study of real-world Claude usage across millions of professional conversations found that tasks related to Data Entry & Administration represent a significant category of AI-augmented work...
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Data Entry & Administration represent a meaningful share of professional LLM usage. The study indi...
Deployment by Industry
Schedule, facilitate, and follow up on meetings. Coordinate across teams and departments to align priorities and track action items.
Capability Evidence
The WEF Future of Jobs Report 2025 projects that employers expect 83 million jobs displaced and 69 million created by 2030, with analytical thinking and creative thinking remaining the most valued hum...
Google reports that Gemini integration in Workspace automates email responses, generates document drafts, and creates spreadsheet formulas from natural language. For tasks like Meetings & Coordination...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Meetings & Coordination, the study est...
Deployment by Industry
Guide, mentor, and develop team members. Set direction, provide feedback, resolve conflicts, and build team capability.
Capability Evidence
The WEF Future of Jobs Report 2025 projects that employers expect 83 million jobs displaced and 69 million created by 2030, with analytical thinking and creative thinking remaining the most valued hum...
McKinsey found that AI-powered screening reduces time-to-hire by 30-50% and employee sentiment analysis tools detect attrition risk with 80%+ accuracy. For tasks like Leadership & Coaching, AI achieve...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Leadership & Coaching, the study estim...
Deployment by Industry
Ensure work meets regulatory, legal, and organisational standards. Identify risks, implement controls, and maintain audit trails.
Capability Evidence
MIT Sloan Management Review's annual survey of 3,000+ managers found that only 10% of organizations report significant financial value from AI deployment, despite widespread experimentation. For tasks...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Compliance & Risk Management, the stud...
Harvard Law School research found that AI contract review tools achieve 85-95% accuracy on standard clause identification, exceeding junior associate performance on routine reviews. For tasks like Com...
Deployment by Industry