The Indeed Hiring Lab is an international team of economists and researchers whose insights drive the global labour market conversation.

The Hiring Lab produces research on global labour market topics using Indeed’s proprietary data and publicly available sources. Our work is available to media, researchers, policymakers, job seekers, and employers to help them better navigate the world of work today.  

Please contact us at hiringlabinfo@indeed.com.

Hiring Lab Data 

For Frequently Asked Questions regarding Indeed’s data, click here.

For our interactive job postings chart, click here

For downloadable job postings chart data, typically updated weekly, click here.

Policy Partners Program

Indeed Hiring Lab data is used by a range of policy-making organizations and NGOs around the world to produce insightful research. A sampling of our policy partners and their projects include: 

The International Monetary Fund (IMF) used our data in its World Economic Outlook to dissect the economic effects of the pandemic 

The Organisation for Economic Co-operation and Development (OECD) used Indeed data to inform its assessment of the macroeconomic situation in its Economic Outlook, and OECD researchers have collaborated with Indeed economists to produce research on the persistence of telework.

The European Central Bank (ECB) has featured our data in its ECB Economic Bulletin

Researchers at the Bank of England (BoE) have analyzed our data in working papers such as “Business creation during Covid-19” and our data has also informed monetary policy discussions at the BoE

The Federal Reserve Bank of Minneapolis included our job postings data as one of its real-time economic indicators on its COVID-19 and the Ninth District economy: A dashboard

Our data is available on the St. Louis Federal Reserve’s Federal Reserve Economic Data (FRED) online database

Finance Canada highlighted our data in its Economic and Fiscal Snapshot 2020

The Bank of Canada included our data in its Monetary Policy Report and in research by its staff, including “Canadian job postings in digital sectors during COVID-19

The Reserve Bank of Australia used our data in its evaluation of the international environment in their Statement on Monetary Policy.


Alexandre Judes

Alexandre Judes is an Economist at the Indeed Hiring Lab with a focus on France. Prior to joining Indeed, he worked at a prominent French independent institute, where he was in charge of the digital economy portfolio and worked on multiple policy issues such as French competitiveness, labour market reform and European integration. His past engagements also include various stints in investment banking, consulting and public administration. He graduated in finance and economics from ENSAE ParisTech.

Allison Shrivastava

Allison Shrivastava is a research associate with the Indeed Hiring Lab. She previously worked for the Utah State government where she modeled the effects of workforce attachment on educational outcomes and evaluated tax incentive programs. Allison holds a B.S. in economics and political science from the University of Utah.

AnnElizabeth Konkel

AnnElizabeth Konkel is an Economist at the Indeed Hiring Lab with a focus on the US labour market. Previously she worked at DAI, an international development company. While there, she assisted on a multi-million dollar USAID project promoting women's equality in Afghanistan. AnnElizabeth has also worked at the Middle East Institute and the Hudson Institute. AnnElizabeth holds an M.A. in International Economics from American University's School of International Service and holds a B.A. in History from Mount Holyoke College.

Annina Hering

Annina Hering is an Economist at the Indeed Hiring Lab with a focus on the German labour market. Annina wrote her dissertation in the social science at the University of Cologne. Previously she worked as a postdoctoral researcher at the Max Planck Institute for the Study of Societies, where she was also part of the International Max Planck Research School on the Social and Political Constitution of the Economy (IMPRS-SPCE). In spring 2018, her dissertation on precarious employment and childbearing in Germany was published as a book with Campus Verlag. She holds a M.Sc. in Sociology and Empirical Research from the University of Cologne and a B.A. in Politics and Society from the University of Bonn.

Brendon Bernard

Brendon Bernard is a Senior Economist at the Indeed Hiring Lab, focusing on the Canadian labour market. His research interests include analyzing how detailed trends in the job market fit in with broader developments in the Canadian economy. Brendon was previously an Economist with Department of Finance Canada, where he focused on analyzing Canadian financial sector policy and the U.S. economy. He holds a Master’s in economics from the Vancouver School of Economics at University of British Columbia, as well as a Bachelor of Arts (Honours) from Queen's University.

Senior Economist
Callam Pickering

Callam Pickering is a Senior Economist at the Indeed Hiring Lab with a focus on Australia. Previously he was an economist at the Reserve Bank of Australia focusing on household spending and house prices. He also worked as the economic editor at online publications the Business Spectator and Eureka Report where he covered economic issues relating to Australia. Callam earned a Bachelor of economics and accounting from Monash University.

Chris Glynn

Chris Glynn is Senior Manager of Economic Data Products at the Indeed Hiring Lab. Prior to joining Indeed, Chris was Senior Managing Economist at Zillow, where he led teams in economic research, data products, and forecasting & risk. He was previously an assistant professor at the University of New Hampshire, where his research focused on statistical models and computational methods applied to dynamic markets. His research has been published in journals such as the Annals of Applied Statistics, Nature Communications, Bayesian Analysis, and Applied Stochastic Models in Business and Industry. Chris earned his Ph.D. in Statistical Science from Duke University, an M.S. in Mathematical Finance from Boston University, and a B.S. in Electrical Engineering from the University of New Hampshire.

Cory Stahle

Cory Stahle is an Economist at the Indeed Hiring Lab with a focus on the U.S. labor market. Prior to joining Indeed, he worked in finance as a Statistician with a focus on risk management and macroeconomic modeling. Prior to that, Cory worked as a Researcher and Economist for the Utah State government. Cory holds a B.S in Economics from the University of Utah and an M.S. in Marketing Analytics from the University of Alabama.

Daniel Culbertson

Daniel Culbertson is a Senior Outreach Economist at the Indeed Hiring Lab with a focus on the US labour market. Daniel previously specialized in regional analysis and forecasting as an economist with Moody’s Analytics and holds a M.A. in economics from the University of Delaware.

Fabian Hans

Fabian Hans is a Research Associate at the Hiring Lab where he assists economists with data collection and analysis. Fabian holds a Bachelor of Arts in Sociology with focus on quantitative research methods from the University of Duisburg-Essen.

Jack Kennedy

Jack is an Economist on the Indeed Hiring Lab who focuses on the UK/Ireland labour market. Before joining Indeed, Jack was a senior economist at Nationwide Building Society and prior to that at global information provider IHS Markit. He holds an MSc in finance and economic policy from SOAS, University of London and a BSc in economics and finance from the University of York.

Margot Schneider

Margot Schneider is the Content Marketing Senior Specialist at the Indeed Hiring Lab. Previously she was a PR Director at LDWWGroup, working with clients such as GameStop and Vivid Seats. She holds a B.A. in English from The University of Georgia.

Nick Bunker

Nick Bunker is the Economic Research Director for North America at the Indeed Hiring Lab who focuses on the U.S. labour market. He was previously a Senior Policy Analyst at the Washington Center for Equitable Growth, an economics think tank. Prior to that, Nick was a Research Assistant at the Center for American Progress. He holds a B.S.F.S. in International Economics from Georgetown University.

Pawel Adrjan

Pawel Adrjan is Head of EMEA Research at the Indeed Hiring Lab and a Research Fellow at Regent’s Park College, University of Oxford. Before joining Indeed, Pawel spent over a decade in investment banking, holding senior roles in risk management, credit ratings advisory, and treasury at Goldman Sachs and Barclays in London and New York. His research focuses on a wide range of labour market topics, such as wages, pensions and the impact of technology on jobs. Pawel speaks Polish, Spanish and French. He has completed a B.A. in international studies and a B.S. in economics from the University of Pennsylvania and an M.Phil. and a Ph.D. in economics from the University of Oxford.

Shawn Tham

Shawn is an Associate Data Scientist at the Indeed Hiring Lab Data Science team. Prior to joining Indeed, he worked in the Singapore labour ministry’s COVID-19 operations department as a Data Analyst. While in college, he did nuclear policy research in South Korea for a think tank and interned for an NGO in Japan. He graduated with a B.A. in economics and history from Nanyang Technological University, Singapore.

Chief Economist
Svenja Guddell

Svenja Gudell is Chief Economist at the Indeed Hiring Lab and currently serves on the Board of Directors for the National Association for Business Economics. Prior to joining Indeed, Svenja was Chief Economist at Zillow Group. Previously, Svenja worked on economic, financial and strategic consulting for Analysis Group, and was an assistant economist in the research group of the Federal Reserve Bank of New York. Svenja has a bachelor’s degree in economics from the University of Rochester, a master’s degree in economics from New York University, a master’s degree in business administration from the University of Rochester, and a Ph.D. in finance from the University of Rochester.

Yusuke Aoki

Yusuke is an Economist on the Indeed Hiring Lab with a focus on the Japan labor market. Previously, Yusuke was an economist at NERA Economic Consulting and was a data science manager at EY, where he compiled economic and statistical reports for the government, judicial bodies, and private sectors. He holds an MSc in economics from University College London and a BSc in engineering (industrial engineering and economics field) from Tokyo Institute of Technology.