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Political partisanship versus turnout in Italy’s 2016 referendum

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Abstract

Italy’s 2016 referendum represents an opportunity to discuss the main hypotheses posited by current literature as to the determinants of referendums. The issue-voting of this constitutional referendum was too technical to arouse great passions in the voters. This provided room for second-order determinants, and the referendum campaign became a competition between Government and Opposition. In such a scenario, political partisanship is expected to play a significant role in the voter’s choice. This paper intends to test the impact of partisanship on the vote, versus that of further possible determinants: intra-party dissent, the voters’ dissatisfaction with the government, as well as the referendum turnout. Particular attention has been paid to the latter, also because the impact of turnout on referendums is understudied. Correlations and linear regression models, based on data of all the Italian provinces, revealed that, apart from partisanship, other second-order features impacted on the referendum outcome: in particular, it emerged that, where the turnout had been higher, the “No” share was lower. However, the turnout was intertwined with other determinants, first of all, partisanship. To disentangle the turnout from its correlates, a lagged instrument, namely the turnout of the previous referendum held in 2006, was introduced. The Two-Stage Least Squares model proved the instrument to be a robust predictor of the 2016 referendum vote. The result of a mediation model further supported these findings, which suggest that the turnout—as an expression of civic commitment—is not independent of the voters’ decision.

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Notes

  1. Employing an instrumental variable, only that portion of the variations of X which can be explained by the instrument (and any other explanatory variable) is used to infer about Y. Notation for IV 2SLS models:

    \(\ {\text{Structural Equation}}:{ {Y}} = \alpha_{0} + \beta_{1} X_{1} + \beta_{2} X_{2} + \varepsilon_{1}\)

    \({\text{First Stage}}:X_{1} { = }\alpha_{1} + \beta_{3} Z + \beta_{4} X_{2} + \varepsilon_{2} \to predict\;\hat{X}_{1} ,\;\hat{\varepsilon }_{2}\)

    \({\text{Second Stage}}:Y{ = }\alpha_{2} + \beta_{5} \hat{X}_{1} + \beta_{6} X_{2} + \left( {\varepsilon_{3} + \beta_{5} \hat{\varepsilon }_{2} } \right)\)

    where X1 is endogenous, X2 exogenous and Z the instrument.

  2. This test performs an OLS regression of the original Y on the original X, augmented by the residuals obtained from the first-stage regression of X on the instrument, and followed by an F-test for the hypothesis that the coefficient of the residuals is zero. Alternatively, regressing Y on X and the instrument, an F-test on the instrument coefficient would produce the same results.

  3. Elasticity was calculated as average value of dy/dx * (x/y).

  4. A mediation model clarifies the relationship between a response variable and one or more explanatory variables by including a further, mediator, variable. In a mediation model, the explanatory variables are expected to influence the mediator variable, which in turn influences the response variable.

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Appendix

Appendix

See Table 5.

Table 5 Summary statistics for the Italian provinces

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Solivetti, L.M. Political partisanship versus turnout in Italy’s 2016 referendum. Qual Quant 54, 709–734 (2020). https://doi.org/10.1007/s11135-019-00951-0

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