Solow Residual

A measure of productivity that captures the effects of technology, innovation, management quality, and other intangible factors that increase output beyond what can be explained by the quantity of labour and capital inputs used. TFP is calculated as GVA divided by a weighted combination of labour and capital inputs.

The estimated value of an asset at the end of its useful life or the end of a forecast period. In intangible asset valuation, residual value considerations are important for assets with finite lives, such as patents approaching expiration, as well as for terminal value calculations in discounted cash flow models.

A measure of productivity that accounts for the contributions of multiple inputs — including labour, capital, energy, and materials — to output growth. MFP captures the efficiency with which all inputs are combined and is closely related to total factor productivity, serving as a key indicator of innovation and intangible capital contributions.

The rate at which a firm increases its output relative to its inputs over time. Productivity growth is a key indicator of operational efficiency and long-term competitiveness, closely linked to investment in intangible assets such as technology, training, and process improvement.

The unintended transfer of knowledge from one firm or sector to others, creating wider economic benefits that the original investor cannot fully capture. Knowledge spillovers are a defining characteristic of intangible investment and a key justification for public policy support of R&D, education, and innovation.

A productivity measurement technique that compares a firm's or sector's performance against the theoretical maximum output achievable with given inputs. Frontier analysis methods, including data envelopment analysis and stochastic frontier analysis, reveal inefficiencies and quantify the productivity gap attributable to underinvestment in intangible assets.

The total monetary value of all finished goods and services produced within a country during a specific time period. GDP is the broadest measure of national economic output and is widely used as a proxy for overall economic health.

A goal-setting framework that defines qualitative objectives and pairs them with measurable key results. OKRs help growth businesses align teams around priorities and track progress against ambitious targets, from product development to revenue growth.

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.

What is growth accounting?

Growth accounting is a framework that decomposes economic or business output growth into contributions from labour, capital, and productivity (TFP).

What is the impact of AI on Total Factor Productivity and intangible capital?

AI amplifies Total Factor Productivity by enabling firms to extract more output from the same inputs, with the productivity gains increasingly attributable to intangible capital — data, algorithms, and organisational knowledge — rather than physic...

What is the Solow Residual?

The Solow Residual is the portion of output growth that cannot be explained by growth in labour and capital inputs — it represents Total Factor Productivity growth, which is largely driven by intangible assets.