Diane Coyle — On AI
This page lists every Orange Pill Wiki entry hyperlinked from Diane Coyle — On AI. 23 entries total. Each is a deeper-dive on a person, concept, work, event, or technology that the book treats as a stepping stone for thinking through the AI revolution. Click any card to open the entry; in each entry, words colored in orange link to other Orange Pill Wiki entries, while orange-underlined words with the Wikipedia mark link to Wikipedia.
AI Organizational Transformation
Coyle's 2026 thesis that AI's primary economic impact operates through corporate reorganization — changes in decision-making processes, resource allocation, and coordination — rather than through simple task automation or job replacement.
Efficiency vs. Intensity
The critical analytic distinction the productivity metric cannot detect: an efficiency gain produces more output with less effort, while an intensity gain produces more output with the same hours but more cognitive expenditure per hour — th…
Flourishing
The measurable state requiring the simultaneous presence of emotional, psychological, and social well-being — the empirical target that distinguishes genuine wellness from mere functionality.
Flow State
Mihaly Csikszentmihalyi's name for the condition of optimal human engagement — and, in Wiener's framework, the subjective signature of a well-regulated negative feedback system.
Free as an Economic Model
Anderson's 2009 thesis that the natural price of anything digital trends toward zero — now governing the trajectory of AI capability pricing, with the same consequences for incumbents and the same opportunities at the adjacent layers.
GDP as Wartime Instrument
The 1934 national income accounts delivered by Simon Kuznets to the U.S. Senate — invented to measure industrial mobilization capacity, then elevated by Bretton Woods in 1944 into the universal proxy for national welfare it was never desig…
Intangible Capital
The category of economic assets — software, design, organizational knowledge, brand equity, human skill — whose rising share of advanced-economy investment the national accounts systematically fail to capture, and whose measurement becomes …
The Burnout Society
Byung-Chul Han's 2010 diagnosis of the achievement-driven self-exploitation that has replaced disciplinary control as the dominant mode of power — and, in cybernetic terms, a social system operating in positive feedback.
The Cognitive Intensity Metric
Coyle's proposed supplementary metric to distinguish efficiency gains from intensity gains — adapting time-use surveys to capture self-reported cognitive load, stress, engagement quality, and perceived sustainability of working patterns.
The Distribution Problem
The uncomfortable fact that AI's benefits and costs do not distribute evenly across the population of affected workers — a Smithian question about institutions, not a technical question about tools.
The Education Paradigm Shift
The transition from training students in specific cognitive tasks (which AI commoditizes) to developing judgment, questioning, and integrative thinking — the educational restructuring the AI deployment phase demands.
The Household Production Gap
The systematic exclusion from GDP of unpaid domestic labor — cooking, cleaning, childcare, emotional maintenance — that represents 20-40% of total economic activity, and whose displacement by AI-absorption produces an invisible transfer the…
The Invisible Surplus
The value users derive from AI tools that exceeds what they pay for them — a surplus potentially larger than the measured economy and entirely invisible to national accounts, especially when users shift from consuming digital services to pr…
The Measurement Dashboard
Coyle's metaphor for the small set of headline economic indicators — GDP, productivity, inflation, employment — that governments consult to evaluate economic health, and that systematically obscure the dimensions of the AI transition that m…
The Quality Adjustment Problem
The measurement challenge of distinguishing price increases from quality improvements — a problem that strains existing methods for physical goods and breaks entirely when applied to AI-augmented cognitive output.
The Solow Productivity Paradox
Robert Solow's 1987 observation that the computer age was visible everywhere except in productivity statistics — an empirical puzzle that consumed a generation of economists and whose resolution now illuminates the inverse paradox of the AI…
The Transition Cost Iceberg
Coyle's framework for the systematic underestimation of AI transition costs — the visible tool price (one hundred dollars per month) conceals submerged mass in organizational restructuring, human capital adaptation, educational redesign, an…
The Wellbeing Gap
The systematic divergence between measured economic performance and experienced human flourishing — documented by the Easterlin paradox and widened to breaking point by AI-augmented work that produces exhilaration and depletion simultaneous…
Time-Use Surveys
The statistical instrument that asks representative samples of the population to record how they spend every minute of every day — the empirical foundation for measuring household production, cognitive intensity, and the allocation of life-…
Edo Segal
Serial entrepreneur and technologist whose The Orange Pill (2026) provides the phenomenological account — the confession over the Atlantic — that Pang's framework diagnoses and treats.
Marilyn Waring
New Zealand politician, scholar, and feminist economist (b. 1952) whose 1988 If Women Counted posed the question that reframed national accounting: why does the system that measures economic activity systematically exclude the work that su…
