title: Addressing the unemployment-mortality conundrum: non-linearity is the answer.
abstract: The effect of unemployment on mortality is the object of a lively literature. However, this literature is characterized by sharply conflicting results. We revisit this issue and suggest that the relationship might be non-linear. We use data for 265 territorial units (regions) within 23 European countries over the period 2000-2012 to estimate a multivariate regression of mortality. The estimating equation allows for a quadratic relationship between unemployment and mortality. We control for various other determinants of mortality at regional and national level and we include region-specific and time-specific fixed effects. The model is also extended to account for the dynamic adjustment of mortality and possible lagged effects of unemployment. We find that the relationship between mortality and unemployment is U shaped. In the benchmark regression, when the unemployment rate is low, at 3%, an increase by one percentage point decreases average mortality by 0.7%. As unemployment increases, the effect decays: when the unemployment rate is 8% (sample average) a further increase by one percentage point decreases average mortality by 0.4%. The effect changes sign, turning from negative to positive, when unemployment is around 17%. When the unemployment rate is 25%, a further increase by one percentage point raises average mortality by 0.4%. Results hold for different causes of death and across different specifications of the estimating equation. We argue that the non-linearity arises because the level of unemployment affects the psychological and behavioural response of individuals to worsening economic conditions.
authors.affiliation: Universita' degli Studi di Milano Bicocca, Milano, Italy.
authors.forename: Giorgio
authors.initials: G
authors.lastname: Bonamore
authors.affiliation: Griffith University, Brisbane, Australia. Electronic address: f.carmignani@griffith.edu.au.
authors.forename: Fabrizio
authors.initials: F
authors.lastname: Carmignani
authors.affiliation: Universita' degli Studi di Milano Bicocca, Milano, Italy.
authors.forename: Emilio
authors.initials: E
authors.lastname: Colombo
mesh_terms: D057172:Economic Recession / Q000706:statistics & numerical data*; D005060:Europe / Q000453:epidemiology; D006801:Humans; D015233:Models, Statistical; D009026:Mortality; D012959:Socioeconomic Factors; D014478:Unemployment / Q000706:statistics & numerical data*
keywords: Economic crisis; Europe; Mortality; Non-linearity; Regional data; Unemployment