Diversity and UK Firm Performance
Lead Research Organisation:
UNIVERSITY COLLEGE LONDON
Department Name: Centre for Advanced Spatial Analysis
Abstract
This project's aim is to explore the economic effects of diverse teams and workplaces - and the wider role of urban diversity - specifically, on entrepreneurship and firm-level innovation and productivity in the UK. These are important issues that are under-explored, especially in the UK, largely because of data challenges. And exploring these issues in the way we set out will make a valuable contribution to the huge, ongoing public debates on equalities, diversity and inclusion - both in the UK and across the world.
Our project will combine administrative microdata, novel online data sources and frontier methods in econometrics and data science. Specifically, we will match LinkedIn data on individuals (via the Diffbot knowledge graph) to companies, then to administrative firm-level data (the Business Structure Database, plus patents and other info). Working in secure settings, we will use name analysis tools to probabilistically identify gender and ethnicity, and would also gather information on nationality and country of birth. We will focus the resulting panels on sectors where we're confident LinkedIn has good coverage - likely to be strategically important industries like tech, finance and business services - and run our data through multiple quality checks. We will use various tools to get closer to causality, including instrumental variable strategies and using policy 'shocks' such as a) Brexit and subsequent policy events, and b) recent UK gender pay gap legislation. We will also deploy a robust set of technical safeguards to ensure individuals' privacy, publishing only non-disclosive results.
The project will develop new knowledge in an important but under-researched set of topics. In the process it would also build a unique data platform that other researchers could use in the future. We will work together with leading industry, policy and civil society stakeholders with expertise on relevant concepts, data/methods and policy agendas. These enable the project to directly contribute to economic policymaking on productivity and its drivers, including the UK's emerging levelling-up agenda, while also informing business decision-making and speaking to important and ongoing wider public conversations.
The project will generate a series of linked outputs:
1/ Three research papers, covering links between gender and ethnic diversity (and their intersections) and firm-level productivity, innovation and entrepreneurship. These would be published as working papers on high-profile platforms, then submitted to peer-reviewed journals.
2/ Additional non-technical, short-form content for each paper - blogs, policy briefs and so on; inviting our network / community to co-author or directly contribute whenever possible;
3/ The underlying data platform, which (subject to permissions) we will make available to other researchers as a safeguarded data asset;
4/ The wider network / community of researchers and practitioners we will build through the co-production process.
Our project will combine administrative microdata, novel online data sources and frontier methods in econometrics and data science. Specifically, we will match LinkedIn data on individuals (via the Diffbot knowledge graph) to companies, then to administrative firm-level data (the Business Structure Database, plus patents and other info). Working in secure settings, we will use name analysis tools to probabilistically identify gender and ethnicity, and would also gather information on nationality and country of birth. We will focus the resulting panels on sectors where we're confident LinkedIn has good coverage - likely to be strategically important industries like tech, finance and business services - and run our data through multiple quality checks. We will use various tools to get closer to causality, including instrumental variable strategies and using policy 'shocks' such as a) Brexit and subsequent policy events, and b) recent UK gender pay gap legislation. We will also deploy a robust set of technical safeguards to ensure individuals' privacy, publishing only non-disclosive results.
The project will develop new knowledge in an important but under-researched set of topics. In the process it would also build a unique data platform that other researchers could use in the future. We will work together with leading industry, policy and civil society stakeholders with expertise on relevant concepts, data/methods and policy agendas. These enable the project to directly contribute to economic policymaking on productivity and its drivers, including the UK's emerging levelling-up agenda, while also informing business decision-making and speaking to important and ongoing wider public conversations.
The project will generate a series of linked outputs:
1/ Three research papers, covering links between gender and ethnic diversity (and their intersections) and firm-level productivity, innovation and entrepreneurship. These would be published as working papers on high-profile platforms, then submitted to peer-reviewed journals.
2/ Additional non-technical, short-form content for each paper - blogs, policy briefs and so on; inviting our network / community to co-author or directly contribute whenever possible;
3/ The underlying data platform, which (subject to permissions) we will make available to other researchers as a safeguarded data asset;
4/ The wider network / community of researchers and practitioners we will build through the co-production process.
Organisations
- UNIVERSITY COLLEGE LONDON (Lead Research Organisation)
- Department for Science, Innovation & Technology (Project Partner)
- OFFICE FOR NATIONAL STATISTICS (Project Partner)
- Greater London Authority (GLA) (Project Partner)
- TechNation (Project Partner)
- Core Cities UK (Project Partner)
- Ministry of Housing, Communities & L.Gov (Project Partner)
| Description | In the first part of the project, we have built a new / unique worker-form data platform covering the all-time workforce of the UK's largest firms over the past 20 years, including rich informaiton on education and career histories as well as individual and firm-level economic outcomes (productivity, innovation). In the second and third parts, we are using this dataset to explore linkages between workforce demographics and firm performance, specifically the role of migrants, female staff and birth country / gender diversity, in different levels / parts of the firm. In extensions we explore mechanisms driving these effects. We are also beginning work on a fourth part exploring the role of migrant entrepreneurs, firm formation and early stage firm performance (revenues, profit, employment, high-growth episodes, etc). |
| Exploitation Route | We plan to make the underlying datasets available to future researchers. We are in discussions with ESRC about the best ways to do this - either hosting through ONS / UKDS or through another repository. We will also write up our data platform build, codebase and selected parts of the data as a submission to Nature Scientific Data or similar journal. |
| Sectors | Aerospace Defence and Marine Chemicals Communities and Social Services/Policy Creative Economy Digital/Communication/Information Technologies (including Software) Education Electronics Energy Financial Services and Management Consultancy Healthcare Leisure Activities including Sports Recreation and Tourism Government Democracy and Justice Manufacturing including Industrial Biotechology Culture Heritage Museums and Collections Pharmaceuticals and Medical Biotechnology Retail Transport |
| Description | Introductory blogpost, March 2022 |
| Form Of Engagement Activity | Engagement focused website, blog or social media channel |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | Medium post (cross-posted on LinkedIn and pushed on Twitter) publicly announcing the grant; setting out aims, objectives and high-level methods; pre-announcement of recruiting postdocs. Aims: raise awareness of the research and the team; alert potential collaborators and post-doc hires. |
| Year(s) Of Engagement Activity | 2022 |
| URL | https://maxnathan.medium.com/a-big-new-esrc-grant-534a0a0cda19 |
| Description | Presentation on 'The Economics of Diversity in Firms and Cities' |
| Form Of Engagement Activity | A formal working group, expert panel or dialogue |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Professional Practitioners |
| Results and Impact | Presentation on 'The Economics of Diversity in Firms and Cities' to the Symposium on Resilience and Diversity in Complex Systems, Hamburg, December 2022. |
| Year(s) Of Engagement Activity | 2022 |
| URL | https://www.awhamburg.de/veranstaltungen/aktuelle-termine/detail/resilience-and-diversity-in-complex... |
| Description | Recruitment blogpost, October 2022 |
| Form Of Engagement Activity | Engagement focused website, blog or social media channel |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Postgraduate students |
| Results and Impact | Medium post (cross-posted on LinkedIn and pushed on Twitter) highlighting two post-doc positions on the grant. |
| Year(s) Of Engagement Activity | 2022 |
| URL | https://maxnathan.medium.com/come-and-work-with-me-2eaf238e3fd5 |
| Description | Two special sessions at GEOINNO 2024 |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | The team organised two special sessions on 'innovation, migration and the economics of diversity in firms and cities' at the GEOINNO 2024 conference, Manchester, 9-12 January 2024. We had eight presenters from international universities and research institutes, including PI Nathan. The two sessions attracted around 50 attendees. |
| Year(s) Of Engagement Activity | 2024 |
