IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp14064.html
   My bibliography  Save this paper

COVID-19 Relief Programs and Compliance with Confinement Measures

Author

Listed:
  • Deiana, Claudio

    (University of Cagliari)

  • Geraci, Andrea

    (European Commission, Joint Research Centre)

  • Mazzarella, Gianluca

    (European Commission, Joint Research Centre)

  • Sabatini, Fabio

    (Sapienza University of Rome)

Abstract

We study the impact of a COVID-19 relief program on compliance with confinement measures in Italy, the early epicenter of the pandemic. We match information on the allocation of funds across Italian municipalities with data tracking citizens' movements drawn from mobile devices and vehicles' navigation systems, anonymized and aggregated at the municipality level. To assess the role of the program, we exploit a sharp kink schedule in the allocation of funds as a function of past income differentials that generated random treatment assignment in a neighborhood of the threshold point. We find robust evidence that, after the introduction of the program, mobility decreased with the amount of transfers. The impact is economically sizeable and resists bandwidth changes, with stronger effects holding in the proximity of the cut-off and the coefficient stabilizing with distance from the threshold. A battery of placebo tests supports the interpretation of results. Our evidence suggests that authorities could leverage targeted relief programs to nudge compliance with emergency measures at a relatively modest cost.

Suggested Citation

  • Deiana, Claudio & Geraci, Andrea & Mazzarella, Gianluca & Sabatini, Fabio, 2021. "COVID-19 Relief Programs and Compliance with Confinement Measures," IZA Discussion Papers 14064, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp14064
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp14064.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Timothy Besley, 2020. "State Capacity, Reciprocity, and the Social Contract," Econometrica, Econometric Society, vol. 88(4), pages 1307-1335, July.
    2. Nicolás Ajzenman & Tiago Cavalcanti & Daniel Da Mata, 2023. "More than Words: Leaders' Speech and Risky Behavior during a Pandemic," American Economic Journal: Economic Policy, American Economic Association, vol. 15(3), pages 351-371, August.
    3. Mauro Caselli & Andrea Fracasso & Sergio Scicchitano, 2020. "From the lockdown to the new normal: An analysis of the limitations to individual mobility in Italy following the Covid-19 crisis," Discussion Paper series in Regional Science & Economic Geography 2020-07, Gran Sasso Science Institute, Social Sciences, revised Oct 2020.
    4. Thiemo Fetzer, 2022. "Subsidising the spread of COVID-19: Evidence from the UK’S Eat-Out-to-Help-Out Scheme," The Economic Journal, Royal Economic Society, vol. 132(643), pages 1200-1217.
    5. Andrea Fazio & Tomasso Reggiani & Fabio Sabatini, 2021. "The political cost of lockdown´s enforcement," MUNI ECON Working Papers 2021-04, Masaryk University, revised Feb 2023.
    6. Abel, Martin & Brown, Willa, 2022. "Prosocial behavior in the time of COVID-19: The effect of private and public role models," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 101(C).
    7. Edoardo Di Porto & Paolo Naticchioni & Vincenzo Scrutinio, 2020. "Partial Lockdown and the Spread of Covid-19: Lessons from the Italian Case," CSEF Working Papers 569, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    8. Christian Bayer & Benjamin Born & Ralph Luetticke & Gernot J Müller, 2023. "The Coronavirus Stimulus Package: How Large is the Transfer Multiplier," The Economic Journal, Royal Economic Society, vol. 133(652), pages 1318-1347.
    9. Bargain, Olivier & Aminjonov, Ulugbek, 2020. "Trust and compliance to public health policies in times of COVID-19," Journal of Public Economics, Elsevier, vol. 192(C).
    10. Allcott, Hunt & Boxell, Levi & Conway, Jacob & Gentzkow, Matthew & Thaler, Michael & Yang, David, 2020. "Polarization and public health: Partisan differences in social distancing during the coronavirus pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    11. Amuedo-Dorantes, Catalina & Borra, Cristina & Rivera Garrido, Noelia & Sevilla, Almudena, 2020. "Timing is Everything when Fighting a Pandemic: COVID-19 Mortality in Spain," IZA Discussion Papers 13316, Institute of Labor Economics (IZA).
    12. Annette Alstadsæter & Julie Brun Bjørkheim & Wojciech Kopczuk & Andreas Økland, 2020. "Norwegian and U.S. Policies Alleviate Business Vulnerability Due to the COVID-19 Shock Equally Well," National Tax Journal, National Tax Association;National Tax Journal, vol. 73(3), pages 805-828, September.
    13. Nicolás Ajzenman & Tiago Cavalcanti & Daniel Da Mata, 2020. "More than Words: Leaders' Speech and Risky Behavior During a Pandemic," Department of Economics Working Papers wp_gob_2020_03, Universidad Torcuato Di Tella.
    14. David Card & David S. Lee & Zhuan Pei & Andrea Weber, 2015. "Inference on Causal Effects in a Generalized Regression Kink Design," Econometrica, Econometric Society, vol. 83, pages 2453-2483, November.
    15. Durante, Ruben & Guiso, Luigi & Gulino, Giorgio, 2021. "Asocial capital: Civic culture and social distancing during COVID-19," Journal of Public Economics, Elsevier, vol. 194(C).
    16. Egorov, Georgy & Enikolopov, Ruben & Makarin, Alexey & Petrova, Maria, 2021. "Divided we stay home: Social distancing and ethnic diversity," Journal of Public Economics, Elsevier, vol. 194(C).
    17. Borgonovi, Francesca & Andrieu, Elodie, 2020. "Bowling together by bowling alone: Social capital and COVID-19," Social Science & Medicine, Elsevier, vol. 265(C).
    18. Olivier Coibion & Yuriy Gorodnichenko & Michael Weber, 2020. "How Did U.S. Consumers Use Their Stimulus Payments?," Working Papers 2020-109, Becker Friedman Institute for Research In Economics.
    19. Chad Cotti & John Gordanier & Orgul Ozturk, 2016. "Eat (and Drink) Better Tonight: Food Stamp Benefit Timing and Drunk Driving Fatalities," American Journal of Health Economics, University of Chicago Press, vol. 2(4), pages 511-534, Fall.
    20. Guglielmo Briscese & Nicola Lacetera & Mario Macis & Mirco Tonin, 2020. "Compliance with Covid-19 Social-Distancing Measures in Italy: The Role of Expectations and Duration," CESifo Working Paper Series 8182, CESifo.
    21. Joseph G. Altonji & Rosa L. Matzkin, 2005. "Cross Section and Panel Data Estimators for Nonseparable Models with Endogenous Regressors," Econometrica, Econometric Society, vol. 73(4), pages 1053-1102, July.
    22. James Andreoni & Brian Erard & Jonathan Feinstein, 1998. "Tax Compliance," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 818-860, June.
    23. Timothy Besley, 2020. "Reply to: Comments on “State Capacity, Reciprocity, and the Social Contract”," Econometrica, Econometric Society, vol. 88(4), pages 1359-1362, July.
    24. East, Chloe N., 2018. "Immigrants’ labor supply response to Food Stamp access," Labour Economics, Elsevier, vol. 51(C), pages 202-226.
    25. Douglas Almond & Hilary W. Hoynes & Diane Whitmore Schanzenbach, 2011. "Inside the War on Poverty: The Impact of Food Stamps on Birth Outcomes," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 387-403, May.
    26. Cavalcanti, Tiago & Ajzenman, Nicolas & da Mata, Daniel, 2020. "More than Words: Leaders’ Speech and Risky Behavior During a Pandemic," CEPR Discussion Papers 14707, C.E.P.R. Discussion Papers.
    27. Paolo Brunori & Maria Luisa Maitino & Letizia Ravagli & Nicola Sciclone, 2020. "Distant and Unequal. Lockdown and Inequalities in Italy," Working Papers - Economics wp2020_13.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Fazio, Andrea & Reggiani, Tommaso & Sabatini, Fabio, 2022. "The political cost of sanctions: Evidence from COVID-19," Health Policy, Elsevier, vol. 126(9), pages 872-878.
    2. Mauro Caselli & Andrea Fracasso & Sergio Scicchitano, 2022. "From the lockdown to the new normal: individual mobility and local labor market characteristics following the COVID-19 pandemic in Italy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(4), pages 1517-1550, October.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Deiana, Claudio & Geraci, Andrea & Mazzarella, Gianluca & Sabatini, Fabio, 2022. "Can relief measures nudge compliance in a public health crisis? Evidence from a kinked fiscal policy rule," Journal of Economic Behavior & Organization, Elsevier, vol. 202(C), pages 407-428.
    2. Fazio, Andrea & Reggiani, Tommaso G. & Sabatini, Fabio, 2021. "The Political Cost of Lockdown's Enforcement," IZA Discussion Papers 14032, Institute of Labor Economics (IZA).
    3. Fazio, Andrea & Reggiani, Tommaso & Sabatini, Fabio, 2022. "The political cost of sanctions: Evidence from COVID-19," Health Policy, Elsevier, vol. 126(9), pages 872-878.
    4. Antoci, Angelo & Sabatini, Fabio & Sacco, Pier Luigi & Sodini, Mauro, 2022. "Experts vs. policymakers in the COVID-19 policy response," Journal of Economic Behavior & Organization, Elsevier, vol. 201(C), pages 22-39.
    5. Khan, Adnan & Nasim, Sanval & Shaukat, Mahvish & Stegmann, Andreas, 2021. "Building trust in the state with information: Evidence from urban Punjab," Journal of Public Economics, Elsevier, vol. 202(C).
    6. Chen, Chinchih & Frey, Carl Benedikt & Presidente, Giorgio, 2023. "Disease and democracy: Political regimes and countries responsiveness to COVID-19," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 290-299.
    7. Maxim Ananyev & Michael Poyker & Yuan Tian, 2021. "The safest time to fly: pandemic response in the era of Fox News," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(3), pages 775-802, July.
    8. Tian, Yuan & Caballero, Maria Esther & Kovak, Brian K., 2022. "Social learning along international migrant networks," Journal of Economic Behavior & Organization, Elsevier, vol. 195(C), pages 103-121.
    9. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    10. Kebin Deng & Zhong Ding & Xu Liu, 2023. "Clan loyalty and COVID‐19 diffusion: Evidence from China," Health Economics, John Wiley & Sons, Ltd., vol. 32(4), pages 910-938, April.
    11. Paolo Nicola Barbieri & Beatrice Bonini, 2021. "Political orientation and adherence to social distancing during the COVID-19 pandemic in Italy," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(2), pages 483-504, July.
    12. Lucia Freira & Marco Sartorio & Cynthia Boruchowicz & Florencia Lopez Boo & Joaquin Navajas, 2021. "The interplay between partisanship, forecasted COVID-19 deaths, and support for preventive policies," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-10, December.
    13. Seres, Gyula & Balleyer, Anna Helen & Cerutti, Nicola & Danilov, Anastasia & Friedrichsen, Jana & Liu, Yiming & Süer, Müge, 2021. "Face masks increase compliance with physical distancing recommendations during the COVID-19 pandemic," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 7(2), pages 139-158.
    14. Phillip Keefer & Carlos Scartascini, 2022. "Organization, Citizenship, and the Social Contract," IDB Publications (Book Chapters), in: Phillip Keefer & Carlos Scartascini (ed.), Trust: The Key to Social Cohesion and Growth in Latin America and the Caribbean, edition 1, chapter 8, pages 195-222, Inter-American Development Bank.
    15. Mauro Caselli & Andrea Fracasso & Sergio Scicchitano, 2022. "From the lockdown to the new normal: individual mobility and local labor market characteristics following the COVID-19 pandemic in Italy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(4), pages 1517-1550, October.
    16. Stefano Castriota & Marco Delmastro & Mirco Tonin, 2023. "National or local infodemic? The demand for news in Italy during COVID-19," International Journal of Health Economics and Management, Springer, vol. 23(4), pages 507-536, December.
    17. Rehse, Dominik & Tremöhlen, Felix, 2020. "Fostering participation in digital public health interventions: The case of digital contact tracing," ZEW Discussion Papers 20-076, ZEW - Leibniz Centre for European Economic Research.
    18. Rafkin, Charlie & Shreekumar, Advik & Vautrey, Pierre-Luc, 2021. "When guidance changes: Government stances and public beliefs," Journal of Public Economics, Elsevier, vol. 196(C).
    19. Seres, Gyula & Balleyer, Anna & Cerutti, Nicola & Friedrichsen, Jana & Süer, Müge, 2021. "Face mask use and physical distancing before and after mandatory masking: No evidence on risk compensation in public waiting lines," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 765-781.
    20. Patricio Dominguez & Veronica Frisancho & Bridget Hoffmann, 2022. "Trust and the Effectiveness of Public Policy," IDB Publications (Book Chapters), in: Phillip Keefer & Carlos Scartascini (ed.), Trust: The Key to Social Cohesion and Growth in Latin America and the Caribbean, edition 1, chapter 5, pages 109-142, Inter-American Development Bank.

    More about this item

    Keywords

    social capital; compliance; mobility; stay-at-home orders; lockdown; COVID-19 policy response; Coronavirus pandemic; Regression Kink Design; COVID-19;
    All these keywords.

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • H51 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Health
    • H31 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Household
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • K40 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp14064. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.