Labour Market

Education, Labour Market, New Data, Productivity

Measuring labour input: is it about quantity, quality, or both?

4 minute readHuman capital, the stock of knowledge and skills embodied in people, is a key input in economic production. Changes in both the “quantity” and the “quality” of a country’s human capital stock influence economic growth and productivity performance. Traditional measures of labour input in economic growth and productivity analyses, such as total hours worked, focus solely on changes in the quantity of labour input, ignoring changes in the skill composition of the workforce. For example, these measures equate an hour worked by a highly experienced surgeon and an hour worked by a junior retail salesperson, disregarding their vastly different experience and skills.

Firms recognise that workers with different skills and experience are not perfect substitutes by paying them different wages. It is therefore possible to account for differences between workers by weighting their hours worked by their respective shares in total wages. Such measures are often referred to as Composition Adjusted Labour Input (CALI), Labour Services, or Quality Adjusted Labour Input (QALI). CALI measures provide an improved understanding of whether the average “quality” of labour is increasing or decreasing over time.

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Economic Growth, Labour Market, New Data, Productivity

Labour productivity amidst global uncertainties: Insights from 2022-23

4 minute readIn 2022, the economic environment deteriorated, with challenges associated with the aftermath of the pandemic compounded by emerging hurdles and rising global uncertainties. Russia’s aggression against Ukraine led to a widespread energy crisis. Globalisation showed signs of stalling, with global FDI flows falling by 12% in 2022, reflecting deteriorating economic and business conditions. Inflation in 2022 reached record levels, potentially deterring investment and hampering productivity growth by increasing firms’ operating costs and disrupting long-term planning. Labour markets were tight and the number of bankruptcies rose markedly during 2022, while firm entries remained flat. The 2024 edition of the OECD Compendium of Productivity Indicators takes a closer look at how productivity and related indicators evolved under these conditions in 2022 and how this environment affected longer-term productivity trends.

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Digitalisation, Labour Market

The role of data skills in the modern labour market

7 minute readData collection, processing and analysis skills are in high demand in today’s labour markets and are increasingly found in non-digital industries. This article applies natural language processing to online job advertisements to better understand digital skills in the UK, Canada and the US. Results show that data analytics skills contribute most to the aggregate data-related labour demand in all three countries. The information and communication and finance industries are the most data-intensive in all three countries, while larger differences in labour demand persist across countries for agriculture, mining and quarrying, and electricity, gas, steam and air conditioning supply.

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