#ai-workforce
What AI does to roles, skills, and the shape of the workforce.
Tagged articles (12)
The Balancing Item: The AI Oversight Cost Your Business Case Never Priced
Every AI business case counts the hours saved. Almost none counts the oversight hours added, and people are silently absorbing the difference.
Governing the Redeployment Dividend: Turning Saved Hours Into Value
AI is saving time almost everywhere. The organisations that gain from it are the ones whose Boards decide what the recovered capacity becomes.
The Great Remaking: How the Four Dimensions of Work Are Transforming
AI is remaking thinking, deciding, creating and delivering at different speeds and towards different ends. Treating them as one question is most organisations' mistake.
The Great Remaking: AI and the Race to Transform the Very Essence of Work
Five technology revolutions changed organisations; none restructured the essence of work. AI does, and redesign beats bolt-on by four times in shareholder returns.
The Personal Agent Economy: When Your Best AI Isn't On Your Balance Sheet
Individuals now own AI agents that encode their judgement and expertise, capability that belongs to them rather than their employer. The assumption has inverted.
The Verification Premium: What Classical Training Reveals About AI Coding Costs
AI coding tools amplify the expertise gap rather than closing it: senior developers capture twice the gains. The verification premium is the cost nobody budgets.
The AI Talent Bifurcation: Are You Building Skills or Collecting Credentials?
Workers with real AI capability command premiums of 28-56%; those collecting credentials without it face a 29% penalty. The same split now reaches the Boardroom.
The Redeployment Dividend: Why AI Will Unleash Your People, Not Replace Them
AI's primary value is not headcount reduction but the intellectual capital it releases from undifferentiated work. Measure only the former and the dividend goes unclaimed.
The Accountability Gap: When AI Delegation Meets Human Responsibility
Organisations are transferring decision-making agency to AI while accountability stays with people, and approving deployments without the verification capability that accountability needs.
Upskilling for the AI Era: Building a Future-Ready Workforce
The scramble for AI talent repeats the early cloud years, and the answer is the same: upskill the people already there instead of chasing hires.
The future of AI expertise: Building and managing AI-capable teams
AI's promise of productivity and innovation is delivered by teams, not tools. Building AI-capable teams draws on what the Cloud Centre of Excellence taught me.
Dawn of the three-hour work week: AI's impact on employment and compensation
If machines do routine work faster and cheaper, what happens to us? The outcome is negotiated, not predetermined.
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