Capitalizing on a crisis: a computational analysis of all five million British firms during the Covid-19 pandemic
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DOI: 10.1007/s42001-025-00360-4
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- Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992.
"Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?,"
Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
- Kwiatkowski, D. & Phillips, P.C.B. & Schmidt, P., 1990. "Testing the Null Hypothesis of Stationarity Against the Alternative of Unit Root : How Sure are we that Economic Time Series have a Unit Root?," Papers 8905, Michigan State - Econometrics and Economic Theory.
- Denis Kwiatkowski & Peter C.B. Phillips & Peter Schmidt, 1991. "Testing the Null Hypothesis of Stationarity Against the Alternative of a Unit Root: How Sure Are We That Economic Time Series Have a Unit Root?," Cowles Foundation Discussion Papers 979, Cowles Foundation for Research in Economics, Yale University.
- Mizruchi, Mark S., 2013. "The Fracturing of the American Corporate Elite," Economics Books, Harvard University Press, number 9780674072992, march.
- Zivot, Eric & Andrews, Donald W K, 2002.
"Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis,"
Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
- Zivot, Eric & Andrews, Donald W K, 1992. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 251-270, July.
- Eric Zivot & Donald W.K. Andrews, 1990. "Further Evidence on the Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Cowles Foundation Discussion Papers 944, Cowles Foundation for Research in Economics, Yale University.
- Tom Doan, "undated". "ZIVOT: RATS procedure to perform Zivot-Andrews Unit Root Test," Statistical Software Components RTS00236, Boston College Department of Economics.
- repec:hal:pseose:halshs-00879814 is not listed on IDEAS
- Olivier Bargain & Tim Callan & Karina Doorley & Claire Keane, 2017.
"Changes in Income Distributions and the Role of Tax‐Benefit Policy During the Great Recession: An International Perspective,"
Fiscal Studies, Institute for Fiscal Studies, vol. 38, pages 559-585, December.
- Doorley, Karina & Keane, Claire & Bargain, Olivier & Callan, Tim, 2013. "Changes in income distribution and the role of tax-benefit policy during the Great Recession: an international perspective," EUROMOD Working Papers EM21/13, EUROMOD at the Institute for Social and Economic Research.
- Olivier Bargain & Tim Callan & Karina Doorley & Claire Keane, 2017. "Changes in Income Distributions and the Role of Tax-Benefit Policy During the Great Recession: An International Perspective," Post-Print hal-03590136, HAL.
- Bargain, Olivier & Callan, Tim & Doorley, Karina & Keane, Claire, 2014. "Changes in Income Distributions and the Role of Tax-benefit Policy During the Great Recession: An International Perspective," Papers WP474, Economic and Social Research Institute (ESRI).
- Bargain, Olivier B. & Callan, Tim & Doorley, Karina & Keane, Claire, 2013. "Changes in Income Distributions and the Role of Tax-Benefit Policy During the Great Recession: An International Perspective," IZA Discussion Papers 7737, Institute of Labor Economics (IZA).
- Mark Fransham & Max Herbertson & Mihaela Pop & Margarida Bandeira Morais & Neil Lee, 2023.
"Level best? The levelling up agenda and UK regional inequality,"
Regional Studies, Taylor & Francis Journals, vol. 57(11), pages 2339-2352, November.
- Fransham, Mark & Herbertson, Max & Pop, Mihaela & Bandeira Morais, Margarida & Lee, Neil, 2022. "Level best? The levelling up agenda and UK regional inequality," LSE Research Online Documents on Economics 115015, London School of Economics and Political Science, LSE Library.
- Fransham, Mark & Herbertson, Max & Pop, Mihaela & Bandeira Morais, Margarida & Lee, Neil, 2023. "Level best? The levelling up agenda and UK regional inequality," LSE Research Online Documents on Economics 117569, London School of Economics and Political Science, LSE Library.
- Thomas Piketty & Emmanuel Saez, 2013.
"Top Incomes and the Great Recession: Recent Evolutions and Policy Implications,"
IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(3), pages 456-478, August.
- Thomas Piketty & Emmanuel Saez, 2013. "Top Incomes and the Great Recession: Recent Evolutions and Policy Implications," Post-Print halshs-00879814, HAL.
- Thomas Piketty & Emmanuel Saez, 2013. "Top Incomes and the Great Recession: Recent Evolutions and Policy Implications," PSE-Ecole d'économie de Paris (Postprint) halshs-00879814, HAL.
- John Eric Humphries & Christopher Neilson & Gabriel Ulyssea, 2020.
"The evolving impacts of COVID-19 on small businesses since the CARES Act,"
Working Papers
2020-48, Princeton University. Economics Department..
- John Eric Humphries & Christopher Neilson & Gabriel Ulyssea, 2020. "The evolving impacts of COVID-19 on small businesses since the CARES Act," Cowles Foundation Discussion Papers 2230, Cowles Foundation for Research in Economics, Yale University.
- A. N. Pettitt, 1979. "A Non‐Parametric Approach to the Change‐Point Problem," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 28(2), pages 126-135, June.
- Bell, David N.F. & Blanchflower, David G., 2020. "Us And Uk Labour Markets Before And During The Covid-19 Crash," National Institute Economic Review, National Institute of Economic and Social Research, vol. 252, pages 52-69, May.
- Rahal, Charles & Mohan, John, 2022. "The Role of the Third Sector in Public Health Service Provision: Evidence from 25,338 heterogeneous procurement datasets," SocArXiv t4x52, Center for Open Science.
- Jushan Bai & Pierre Perron, 1998.
"Estimating and Testing Linear Models with Multiple Structural Changes,"
Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
- Perron, P. & Bai, J., 1995. "Estimating and Testing Linear Models with Multiple Structural Changes," Cahiers de recherche 9552, Universite de Montreal, Departement de sciences economiques.
- Perron, P. & Bai, J., 1995. "Estimating and Testing Linear Models with Multiple Structural Changes," Cahiers de recherche 9552, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- Scott R Baker & Robert A Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis & Jeffrey Pontiff, 0.
"How Does Household Spending Respond to an Epidemic? Consumption during the 2020 COVID-19 Pandemic,"
The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 834-862.
- Scott R. Baker & R.A. Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis, 2020. "How Does Household Spending Respond to an Epidemic? Consumption During the 2020 COVID-19 Pandemic," NBER Working Papers 26949, National Bureau of Economic Research, Inc.
- Scott R. Baker & R.A. Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis, 2020. "How Does Household Spending Respond to an Epidemic? Consumption During the 2020 COVID-19 Pandemic," Working Papers 2020-30, Becker Friedman Institute for Research In Economics.
- Rahal, Charles & Mohan, John, 2022. "The Role of the Third Sector in Public Health Service Provision: Evidence from 25,338 heterogeneous procurement datasets," SocArXiv t4x52_v1, Center for Open Science.
- Jeffrey W. Lockhart & Molly M. King & Christin Munsch, 2023. "Name-based demographic inference and the unequal distribution of misrecognition," Nature Human Behaviour, Nature, vol. 7(7), pages 1084-1095, July.
- Hyndman, Rob J. & Khandakar, Yeasmin, 2008.
"Automatic Time Series Forecasting: The forecast Package for R,"
Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i03).
- Rob J. Hyndman & Yeasmin Khandakar, 2007. "Automatic time series forecasting: the forecast package for R," Monash Econometrics and Business Statistics Working Papers 6/07, Monash University, Department of Econometrics and Business Statistics.
- Bernhard Ebbinghaus & Lukas Lehner, 2022. "Cui bono – business or labour? Job retention policies during the COVID-19 pandemic in Europe," Transfer: European Review of Labour and Research, , vol. 28(1), pages 47-64, February.
- Alex Bell & Raj Chetty & Xavier Jaravel & Neviana Petkova & John Van Reenen, 2019.
"Who Becomes an Inventor in America? The Importance of Exposure to Innovation,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(2), pages 647-713.
- Alex Bell & Raj Chetty & Xavier Jaravel & Neviana Petkova & John Van Reenen, 2017. "Who becomes an inventor in America? The importance of exposure to innovation," CEP Discussion Papers dp1519, Centre for Economic Performance, LSE.
- Van Reenen, John & Bell, Alexander & Chetty, Raj & Jaravel, Xavier & Petkova, Neviana, 2017. "Who Becomes an Inventor in America? The Importance of Exposure to Innovation," CEPR Discussion Papers 12544, C.E.P.R. Discussion Papers.
- Bell, Alex & Chetty, Raj & Jaravel, Xavier & Petkova, Neviana & Van Reenen, John, 2019. "Who becomes an inventor in America? The importance of exposure to innovation," LSE Research Online Documents on Economics 101434, London School of Economics and Political Science, LSE Library.
- Alexander M. Bell & Raj Chetty & Xavier Jaravel & Neviana Petkova & John Van Reenen, 2017. "Who Becomes an Inventor in America? The Importance of Exposure to Innovation," NBER Working Papers 24062, National Bureau of Economic Research, Inc.
- Bell, Alex & Chetty, Raj & Jaravel, Xavier & Petkova, Neviana & Van Reenen, John, 2017. "Who becomes an inventor in America? The importance of exposure to innovation," LSE Research Online Documents on Economics 86616, London School of Economics and Political Science, LSE Library.
- Canova, Fabio & Hansen, Bruce E, 1995. "Are Seasonal Patterns Constant over Time? A Test for Seasonal Stability," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 237-252, July.
- Susana C. Santos & António Caetano & Paola Spagnoli & Sílvia Fernandes Costa & Xaver Neumeyer, 2017. "Predictors of entrepreneurial activity before and during the European economic crisis," International Entrepreneurship and Management Journal, Springer, vol. 13(4), pages 1263-1288, December.
- Stelios H. Zanakis & Maija Renko & Amanda Bullough, 2012. "Nascent Entrepreneurs And The Transition To Entrepreneurship: Why Do People Start New Businesses?," Journal of Developmental Entrepreneurship (JDE), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-25.
- Avi Lipton, 2022. "The Racial Wealth Gap and the Role of Firm Ownership," AEA Papers and Proceedings, American Economic Association, vol. 112, pages 351-355, May.
- Jenkins, Stephen P. & Brandolini, Andrea & Micklewright, John & Nolan, Brian (ed.), 2012. "The Great Recession and the Distribution of Household Income," OUP Catalogue, Oxford University Press, number 9780199671021, Decembrie.
- Emmanuel Saez & Gabriel Zucman, 2016. "Editor's Choice Wealth Inequality in the United States since 1913: Evidence from Capitalized Income Tax Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 519-578.
- Tian, Can, 2018. "Firm-level entry and exit dynamics over the business cycles," European Economic Review, Elsevier, vol. 102(C), pages 298-326.
- Devece, Carlos & Peris-Ortiz, Marta & Rueda-Armengot, Carlos, 2016. "Entrepreneurship during economic crisis: Success factors and paths to failure," Journal of Business Research, Elsevier, vol. 69(11), pages 5366-5370.
- Fabian T. Pfeffer & Sheldon Danziger & Robert F. Schoeni, 2013. "Wealth Disparities Before and After the Great Recession," The ANNALS of the American Academy of Political and Social Science, , vol. 650(1), pages 98-123, November.
- Morris James R, 2009. "Life and Death of Businesses: A Review of Research on Firm Mortality," Journal of Business Valuation and Economic Loss Analysis, De Gruyter, vol. 4(1), pages 1-41, October.
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Computational Social Science; Economic Sociology; Inequality; Big Data;All these keywords.
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