Abadie, A. and Imbens, G. W. (2006). Large sample properties of matching estimators for average treatment e↵ects. Econometrica, 74(1):235–267.
Adams-Prassl, A., Boneva, T., Golin, M., and Rauh, C. (2020). Inequality in the impact of the coronavirus shock: Evidence from real time surveys. Journal of Public Economics, 189:104245.
Ahammer, A., Halla, M., and Lackner, M. (2020). Mass gatherings contributed to early covid-19 spread: Evidence from us sports.
- Ahmadi, M., Sharifi, A., Dorosti, S., Ghoushchi, S. J., and Ghanbari, N. (2020). Investigation of e↵ective climatology parameters on covid-19 outbreak in iran. Science of the Total Environment, 729:138705.
Paper not yet in RePEc: Add citation now
Amodio, E., Battisti, M., Kourtellos, A., Maggio, G., and Maida, C. M. (2021). Schools opening and covid-19 di↵usion: Evidence from geolocalized microdata. Covid Economics, 65:47–77.
- Angrist, J. D. and Imbens, G. W. (1995). Two-stage least squares estimation of average causal e↵ects in models with variable treatment intensity. Journal of the American Statistical Association, 90(430):431–442.
Paper not yet in RePEc: Add citation now
- Angrist, J. D., Imbens, G. W., and Rubin, D. B. (1996). Identification of causal e↵ects using instrumental variables. Journal of the American Statistical Association, 91(434):444–455.
Paper not yet in RePEc: Add citation now
- Anselin, L. (2001). Spatial econometrics. A Companion to Theoretical Econometrics, 310330.
Paper not yet in RePEc: Add citation now
- Auger, K. A., Shah, S. S., Richardson, T., Hartley, D., Hall, M., Warniment, A., Timmons, K., Bosse, D., Ferris, S. A., Brady, P. W., et al. (2020). Association between statewide school closure and covid-19 incidence and mortality in the us. Jama, 324(9):859–870.
Paper not yet in RePEc: Add citation now
Balduzzi, P., Brancati, E., Brianti, M., and Schiantarelli, F. (2020). The economic e↵ects of covid-19 and credit constraints: Evidence from italian firms’ expectations and plans. IZA Discussion Paper 13629, Institute of Labor Economics (IZA), Bonn.
Barrios, J. M., Benmelech, E., Hochberg, Y. V., Sapienza, P., and Zingales, L. (2021). Civic capital and social distancing during the covid-19 pandemic? Journal of Public Economics, 193:104310.
Basu, D. (2021). Did political rallies contribute to an increase in covid-19 cases in india? Bellemare, M. F. and Wichman, C. J. (2020). Elasticities and the inverse hyperbolic sine transformation. Oxford Bulletin of Economics and Statistics, 82(1):50–61.
- Bernheim, B. D., Buchmann, N., Freitas-Gro↵, Z., and Otero, S. (2020). The e↵ects of large group meetings on the spread of COVID-19: the case of Trump rallies. Stanford Institute for Economic Policy Research (SIEPR).
Paper not yet in RePEc: Add citation now
- Berry, A. C., Mulekar, M. S., and Berry, B. B. (2020). Wisconsin april 2020 election not associated with increase in covid-19 infection rates. medRxiv.
Paper not yet in RePEc: Add citation now
Bertoli, S., Guichard, L., and Marchetta, F. (2020). Turnout in the municipal elections of march 2020 and excess mortality during the covid-19 epidemic in france.
- Bhadra, A., Mukherjee, A., and Sarkar, K. (2021). Impact of population density on covid-19 infected and mortality rate in india. Modeling Earth Systems and Environment, 7(1):623– 629.
Paper not yet in RePEc: Add citation now
- Bhatti, Y., Hansen, K. M., and Wass, H. (2012). The relationship between age and turnout: A roller-coaster ride. Electoral Studies, 31(3):588–593.
Paper not yet in RePEc: Add citation now
- Bhopal, S. S. and Bhopal, R. (2020). Sex di↵erential in covid-19 mortality varies markedly by age. The Lancet, 396(10250):532–533.
Paper not yet in RePEc: Add citation now
- Blais, A. (2006). What a↵ects voter turnout? Annual Review of Political Science, 9:111–125.
Paper not yet in RePEc: Add citation now
Cameron, A. C. and Trivedi, P. K. (1986). Econometric models based on count data. comparisons and applications of some estimators and tests. Journal of Applied Econometrics, 1(1):29–53.
Card, D. and Krueger, A. B. (1993). Minimum wages and employment: A case study of the fast food industry in new jersey and pennsylvania. Technical report, National Bureau of Economic Research.
Carozzi, F. (2020). Urban density and covid-19.
Cassan, G. and Sangnier, M. (2020). Liberté, egalité, fraternité... contaminé? estimating the impact of french municipal elections on covid-19 spread in france. medRxiv.
Chetty, R., Friedman, J., Hendren, N., Stepner, M., et al. (2020). The economic impacts of covid-19: Evidence from a new public database built using private sector data. NBER working paper, (w27431).
Cotti, C., Engelhardt, B., Foster, J., Nesson, E., and Niekamp, P. (2021). The relationship between in-person voting and covid-19: Evidence from the wisconsin primary. Contemporary Economic Policy.
- Dave, D., McNichols, D., and Sabia, J. J. (2021). The contagion externality of a superspreading event: The sturgis motorcycle rally and covid-19. Southern Economic Journal, 87(3):769–807.
Paper not yet in RePEc: Add citation now
- Davies, N. G., Abbott, S., Barnard, R. C., Jarvis, C. I., Kucharski, A. J., Munday, J. D., Pearson, C. A., Russell, T. W., Tully, D. C., Washburne, A. D., et al. (2021). Estimated transmissibility and impact of sars-cov-2 lineage b. 1.1. 7 in england. Science, 372(6538).
Paper not yet in RePEc: Add citation now
Dehejia, R. H. and Wahba, S. (2002). Propensity score-matching methods for nonexperimental causal studies. Review of Economics and Statistics, 84(1):151–161.
- Di Giallonardo, F., Puglia, I., Curini, V., Cammà, C., Mangone, I., Calistri, P., Cobbin, J. C., Holmes, E. C., and Lorusso, A. (2021). Emergence and spread of sars-cov-2 lineages b. 1.1. 7 and p. 1 in italy. Viruses, 13(5):794.
Paper not yet in RePEc: Add citation now
- Dimick, J. B. and Ryan, A. M. (2014). Methods for evaluating changes in health care policy: the di↵erence-in-di↵erences approach. Jama, 312(22):2401–2402.
Paper not yet in RePEc: Add citation now
- Duchemin, L., Veber, P., and Boussau, B. (2020). Bayesian investigation of sars-cov-2-related mortality in france. medRxiv.
Paper not yet in RePEc: Add citation now
Durante, R., Guiso, L., and Gulino, G. (2021). Asocial capital: Civic culture and social distancing during covid-19. Journal of Public Economics, 194:104342.
- Feltham, E. M., Forastiere, L., Alexander, M., and Christakis, N. A. (2020). No increase in covid-19 mortality after the 2020 primary elections in the usa. arXiv preprint arXiv:2010.02896.
Paper not yet in RePEc: Add citation now
Fetzer, T., Hensel, L., Hermle, J., and Roth, C. (2020). Coronavirus Perceptions and Economic Anxiety. The Review of Economics and Statistics, pages 1–36.
Florens, J.-P., Heckman, J. J., Meghir, C., and Vytlacil, E. (2008). Identification of treatment e↵ects using control functions in models with continuous, endogenous treatment and heterogeneous e↵ects. Econometrica, 76(5):1191–1206.
- Gallego, A. (2009). Where else does turnout decline come from? education, age, generation and period e↵ects in three european countries. Scandinavian Political Studies, 32(1):23–44.
Paper not yet in RePEc: Add citation now
- Gerritse, M. (2020). Cities and covid-19 infections: Population density, transmission speeds and sheltering responses. Covid Economics, 37:1–26.
Paper not yet in RePEc: Add citation now
- Geys, B. (2006). Explaining voter turnout: A review of aggregate-level research. Electoral studies, 25(4):637–663.
Paper not yet in RePEc: Add citation now
- Giuntella, O., Hyde, K., Saccardo, S., and Sado↵, S. (2021). Lifestyle and mental health disruptions during covid-19. Proceedings of the National Academy of Sciences, 118(9).
Paper not yet in RePEc: Add citation now
Gourieroux, C., Monfort, A., and Trognon, A. (1984). Pseudo maximum likelihood methods: Applications to poisson models. Econometrica: Journal of the Econometric Society, pages 701–720.
Guiso, L., Sapienza, P., and Zingales, L. (2004). The Role of Social Capital in Financial Development. American Economic Review, 94(3):526–556.
Guiso, L., Sapienza, P., and Zingales, L. (2009). Cultural Biases in Economic Exchange? The Quarterly Journal of Economics, 124(3):1095–1131.
- Gupta, A., Banerjee, S., and Das, S. (2020). Significance of geographical factors to the covid-19 outbreak in india. Modeling Earth Systems and Environment, 6(4):2645–2653.
Paper not yet in RePEc: Add citation now
Hainmueller, J. (2012). Entropy balancing for causal e↵ects: A multivariate reweighting method to produce balanced samples in observational studies. Political Analysis, pages 25–46.
Hainmueller, J. and Xu, Y. (2013). Ebalance: A stata package for entropy balancing. Journal of Statistical Software, 54(7).
Hausman, J. A., Hall, B. H., and Griliches, Z. (1984). Econometric models for count data with an application to the patents-r&d relationship. Technical report, National Bureau of Economic Research.
- Hawkins, R. B., Charles, E., and Meha↵ey, J. (2020). Socio-economic status and covid-19– related cases and fatalities. Public Health, 189:129–134.
Paper not yet in RePEc: Add citation now
Heckman, J. (1997). Instrumental variables: A study of implicit behavioral assumptions used in making program evaluations. The Journal of Human Resources, 32(3):441–462.
Imbens, G. W. and Angrist, J. D. (1994). Identification and estimation of local average treatment e↵ects. Econometrica, 62(2):467–475.
- Institute for Democracy and Electoral Assistance (IDEA) (2021). Global overview of covid19: Impact on elections.
Paper not yet in RePEc: Add citation now
Isphording, I. E., Lipfert, M., and Pestel, N. (2021). Does re-opening schools contribute to the spread of sars-cov-2? evidence from staggered summer breaks in germany. Journal of Public Economics, page 104426.
- ISS (2021). Prevalenza delle voc (variant of concern) del virus sars-cov-2 in italia: lineage b.1.1.7, p.1 e b.1.351, e altre varianti.
Paper not yet in RePEc: Add citation now
- James, T. S. and Alihodzic, S. (2020). When is it democratic to postpone an election? elections during natural disasters, covid-19, and emergency situations. Election Law Journal: Rules, Politics, and Policy, 19(3):344–362.
Paper not yet in RePEc: Add citation now
- Jin, J.-M., Bai, P., He, W., Wu, F., Liu, X.-F., Han, D.-M., Liu, S., and Yang, J.-K. (2020). Gender di↵erences in patients with covid-19: focus on severity and mortality. Frontiers in Public Health, 8:152.
Paper not yet in RePEc: Add citation now
- LeSage, J. (2015). Spatial econometrics. In Handbook of Research Methods and Applications in Economic Geography. Edward Elgar Publishing.
Paper not yet in RePEc: Add citation now
- Leung, K., Wu, J. T., Xu, K., and Wein, L. M. (2020). No detectable surge in sars-cov-2 transmission attributable to the april 7, 2020 wisconsin election.
Paper not yet in RePEc: Add citation now
- McCloskey, B., Zumla, A., Ippolito, G., Blumberg, L., Arbon, P., Cicero, A., Endericks, T., Lim, P. L., and Borodina, M. (2020). Mass gathering events and reducing further global spread of covid-19: a political and public health dilemma. The Lancet, 395(10230):1096– 1099.
Paper not yet in RePEc: Add citation now
- Memish, Z. A., Ste↵en, R., White, P., Dar, O., Azhar, E. I., Sharma, A., and Zumla, A. (2019). Mass gatherings medicine: public health issues arising from mass gathering religious and sporting events. The Lancet, 393(10185):2073–2084.
Paper not yet in RePEc: Add citation now
Murphy, K. M. and Topel, R. H. (1985). Estimation and inference in two-step econometric models. Journal of Business & Economic Statistics, 3(4):370–379.
Palguta, J., Levı́nskỳ, R., and Škoda, S. (2021). Do elections accelerate the covid-19 pandemic ? evidence from a natural experiment. Technical report, GLO Discussion Paper.
- Parshakov, P. (2021). The spread of covid-19 and attending football matches: Lesson from belarus. Available at SSRN 3764404.
Paper not yet in RePEc: Add citation now
Picchio, M. and Santolini, R. (2021). The covid-19 pandemic’s e↵ects on voter turnout. Technical report, GLO Discussion Paper.
Proto, E. and Quintana-Domeque, C. (2021). Covid-19 and mental health deterioration by ethnicity and gender in the uk. PLOS ONE, 16(1):1–16.
- Putnam, R. D., Leonardi, R., and Nanetti, R. Y. (1994). Making democracy work: Civic Traditions in Modern Italy. Princeton university press.
Paper not yet in RePEc: Add citation now
- Rosenbaum, P. R. and Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal e↵ects. Biometrika, 70(1):41–55.
Paper not yet in RePEc: Add citation now
Ryen, L. and Svensson, M. (2015). The willingness to pay for a quality adjusted life year: a review of the empirical literature. Health Economics, 24(10):1289–1301.
Silva, J. S. and Tenreyro, S. (2010). On the existence of the maximum likelihood estimates in poisson regression. Economics Letters, 107(2):310–312.
Silva, J. S. and Tenreyro, S. (2011). Further simulation evidence on the performance of the poisson pseudo-maximum likelihood estimator. Economics Letters, 112(2):220–222.
- Sinclair, B., Hall, T. E., and Alvarez, R. M. (2011). Flooding the vote: Hurricane katrina and voter participation in new orleans. American Politics Research, 39(5):921–957.
Paper not yet in RePEc: Add citation now
Singh, S., Shaikh, M., Hauck, K., and Miraldo, M. (2021). Impacts of introducing and lifting nonpharmaceutical interventions on covid-19 daily growth rate and compliance in the united states. Proceedings of the National Academy of Sciences, 118(12).
Stojkoski, V., Utkovski, Z., Jolakoski, P., Tevdovski, D., and Kocarev, L. (2020). The socioeconomic determinants of the coronavirus disease (covid-19) pandemic. Available at SSRN 3576037.
- Sy, K. T. L., White, L. F., and Nichols, B. E. (2021). Population density and basic reproductive number of covid-19 across united states counties. PloS one, 16(4):e0249271.
Paper not yet in RePEc: Add citation now
Terza, J. V., Basu, A., and Rathouz, P. J. (2008). Two-stage residual inclusion estimation: addressing endogeneity in health econometric modeling. Journal of Health Economics, 27(3):531–543.
- Volz, E., Mishra, S., Chand, M., Barrett, J. C., Johnson, R., Geidelberg, L., Hinsley, W. R., Laydon, D. J., Dabrera, G., O’Toole, Á., et al. (2021). Assessing transmissibility of sarscov -2 lineage b. 1.1. 7 in england. Nature, 593(7858):266–269.
Paper not yet in RePEc: Add citation now
- Wing, C., Simon, K., and Bello-Gomez, R. A. (2018). Designing di↵erence in di↵erence studies: best practices for public health policy research. Annual Review of Public Health, 39.
Paper not yet in RePEc: Add citation now
Winkelmann, R. (2008). Econometric analysis of count data. Springer Science & Business Media.
Wooldridge, J. M. (1999). Distribution-free estimation of some nonlinear panel data models. Journal of Econometrics, 90(1):77–97.
Wooldridge, J. M. (2015a). Control function methods in applied econometrics. Journal of Human Resources, 50(2):420–445.
- Wooldridge, J. M. (2015b). Introductory econometrics: A modern approach. Cengage learning.
Paper not yet in RePEc: Add citation now
- World Health Organization (WHO) (2016). What is who’s role in mass gatherings? Technical report.
Paper not yet in RePEc: Add citation now
- Zeitoun, J.-D., Faron, M., Manternach, S., Fourquet, J., Lavielle, M., and Lefèvre, J. H. (2020). Reciprocal association between participation to a national election and the epidemic spread of covid-19 in france: nationwide observational and dynamic modeling study. MedRxiv. A Appendix
Paper not yet in RePEc: Add citation now