Labour Productivity

The observation that large-scale investments in information technology and digital transformation do not always produce corresponding improvements in measured productivity. The productivity paradox is partly explained by measurement challenges — traditional metrics fail to capture the full value of intangible asset accumulation — and partly by the time lag before complementary intangible investments yield returns.

The extent to which resources are distributed to their highest-value uses across an economy or within a firm. In growth accounting, improvements in allocative efficiency — particularly the reallocation of capital toward intangible-intensive activities — are a significant driver of productivity gains.

The Confederation of British Industry — the United Kingdom's premier business organisation, representing over 190,000 businesses that together employ approximately seven million people. The CBI provides a voice for businesses of all sizes to government, policymakers, and international institutions on issues including productivity, investment, regulation, and trade.

A professional who studies, analyses, and interprets the production, distribution, and consumption of goods and services. Economists apply quantitative and qualitative methods to understand economic behaviour at both micro and macro levels, informing policy decisions, business strategy, and investment analysis.

A unit of measurement that represents the workload of one full-time employee, used to standardise headcount across different working arrangements. FTE counts are essential denominators in productivity metrics such as revenue per employee and output per worker, enabling meaningful comparisons across firms and over time.

The process of assigning numerical values to attributes of objects, events, or phenomena according to defined rules and standards. In the context of intangible assets and productivity, measurement is both a fundamental challenge and a critical enabler of effective management.

The lowest hourly rate of pay that employers are legally required to pay workers, set by government regulation. In the United Kingdom, the National Minimum Wage and National Living Wage establish age-dependent statutory pay floors.

The Organisation for Economic Co-operation and Development — an intergovernmental body of 38 member countries committed to promoting policies that improve economic and social well-being. The OECD plays a pivotal role in intangible asset and productivity research, producing influential studies on the measurement and economic impact of intangible investment, knowledge-based capital, and innovation.

The AI Productivity Paradox: Why Trillions in AI Spending Aren't Moving the Needle

Global AI investment has surpassed $500 billion annually, yet total factor productivity growth remains stubbornly flat. This is Solow's paradox reborn: you can see AI everywhere except in the productivity statistics. History tells us why — and what needs to change.