This paper describes the coverage and representativeness of Orbis, a commercial database of firm-level records across many countries. Such databases can provide key insights into global economic trends and shed light on how policies affect firms within and across countries. As a benchmark, the...

This report presents new evidence on industry concentration trends in Europe and in North America. It uses two novel data sources: representative firm-level concentration measures from the OECD MultiProd project, and business-group-level concentration measures using matched...

Better understanding about the drivers of aggregate productivity and wage inequality requires data that offer a representative picture of the underlying firm-level heterogeneity but are, at the same time, able to reproduce patterns observed in aggregate data. The OECD MultiProd project aims to...

This paper presents new evidence on the growing scale of big businesses in the United States, Japan, and Europe. It finds broad evidence of rising industry concentration across the majority of countries and sectors over the period 2002 to 2014. Rising concentration is strongly associated with...

This report presents new evidence on the impact of R&D tax incentives and direct funding of business R&D, drawing on distributed cross-country and firm-level analyses undertaken as part of the first phase of the OECD microBeRD project (2016-19). This “distributed” approach facilitates a...

This policy paper provides an overview of OECD work on measuring the extent and impact of public support for R&D through tax incentives. It discusses the policy rationale for tax incentives in the broader context of public support for business R&D, describing the main features of different modes...

This evaluation framework sets out recommendations for evaluating Modern Apprenticeships in Scotland. It discusses the evaluation activities to carry out, the outcomes to examine, the data to use and the methods to apply. It also sets the recommendations in a broader context by introducing...

This review summarises existing studies evaluating the impact of apprenticeships on individuals and firms and provides a brief overview of relevant evaluations in three related policy areas: education; active labour market programmes; and private on-the-job training. Based on the reviewed...