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Do We Learn From Errors? The Economic Impact of Differentiated Policy Restrictions in Italy

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Listed:
  • Francesco Scotti
  • Andrea Flori
  • Giovanni Bonaccorsi
  • Fabio Pammolli

Abstract

This paper investigates the economic impact of the three tiers risk framework implemented in Italy against the COVID-19 pandemic during the Autumn of 2020. Exploiting a large-scale dataset encompassing daily credit card transactions mediated by a large Italian bank, we estimate a set of panel event study models to disentangle the impact of restrictions with low, medium and high stringency levels in terms of consumption reduction. We show that space-time differentiated policies tend to produce stronger welfare losses for progressively more stringent restrictions in specific sectors targeted by these policies such as Retail and Restaurants. However, when we compare provinces implementing the same level of policy stringency, we show that territories with higher income per capita and larger concentration of manufacturing and service activities experience both significantly worse economic and epidemiological performances. Overall, our results suggest that policy makers should properly account for local socio-economic characteristics when designing tailored restrictions entailing an equal and homogeneous impact across territories.

Suggested Citation

  • Francesco Scotti & Andrea Flori & Giovanni Bonaccorsi & Fabio Pammolli, 2023. "Do We Learn From Errors? The Economic Impact of Differentiated Policy Restrictions in Italy," International Regional Science Review, , vol. 46(5-6), pages 613-648, September.
  • Handle: RePEc:sae:inrsre:v:46:y:2023:i:5-6:p:613-648
    DOI: 10.1177/01600176231168027
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    References listed on IDEAS

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    1. Thomas Kemeny & Michael Storper, 2015. "Is Specialization Good for Regional Economic Development?," Regional Studies, Taylor & Francis Journals, vol. 49(6), pages 1003-1018, June.
    2. Dingel, Jonathan I. & Neiman, Brent, 2020. "How many jobs can be done at home?," Journal of Public Economics, Elsevier, vol. 189(C).
    3. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    4. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    5. Martha J. Bailey & Andrew Goodman-Bacon, 2015. "The War on Poverty's Experiment in Public Medicine: Community Health Centers and the Mortality of Older Americans," American Economic Review, American Economic Association, vol. 105(3), pages 1067-1104, March.
    6. David Bounie & Youssouf Camara & John Galbraith, 2020. "Consumers’ Mobility, Expenditure and Online-Offline Substitution Response to COVID-19: Evidence from French Transaction Data," Cahiers de recherche 14-2020, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
    7. Haiqiang Chen & Wenlan Qian & Qiang Wen, 2021. "The Impact of the COVID-19 Pandemic on Consumption: Learning from High-Frequency Transaction Data," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 307-311, May.
    8. Hacıoğlu-Hoke, Sinem & Känzig, Diego R. & Surico, Paolo, 2021. "The distributional impact of the pandemic," European Economic Review, Elsevier, vol. 134(C).
    9. Ricardo Espinoza & Laura Reznikova, 2020. "Who can log in? The importance of skills for the feasibility of teleworking arrangements across OECD countries," OECD Social, Employment and Migration Working Papers 242, OECD Publishing.
    10. Eddy Bekkers & Robert B. Koopman, 2022. "Simulating the trade effects of the COVID‐19 pandemic: Scenario analysis based on quantitative trade modelling," The World Economy, Wiley Blackwell, vol. 45(2), pages 445-467, February.
    11. Hiroyasu Inoue & Yasuyuki Todo, 2020. "The propagation of the economic impact through supply chains: The case of a mega-city lockdown against the spread of COVID-19," Papers 2003.14002, arXiv.org.
    12. Ingo E. Isphording & Marc Lipfert & Nico Pestel, 2021. "Does Re-Opening Schools Contribute to the Spread of Sars-Cov-2? Evidence From Staggered Summer Breaks in Germany," CRC TR 224 Discussion Paper Series crctr224_2020_263, University of Bonn and University of Mannheim, Germany.
    13. Hiroyasu Inoue & Yasuyuki Todo, 2020. "The propagation of economic impacts through supply chains: The case of a mega-city lockdown to prevent the spread of COVID-19," PLOS ONE, Public Library of Science, vol. 15(9), pages 1-10, September.
    14. World Bank, 2021. "Global Economic Prospects, January 2021," World Bank Publications - Books, The World Bank Group, number 34710.
    15. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    16. Bonfiglio, Andrea & Coderoni, Silvia & Esposti, Roberto, 2022. "Policy responses to COVID-19 pandemic waves: Cross-region and cross-sector economic impact," Journal of Policy Modeling, Elsevier, vol. 44(2), pages 252-279.
    17. World Bank, 2021. "Global Economic Prospects, June 2021," World Bank Publications - Books, The World Bank Group, number 35647.
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