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. Author manuscript; available in PMC: 2019 Jan 1.
Published in final edited form as: Am J Prev Med. 2018 Jan;54(1):72–79. doi: 10.1016/j.amepre.2017.09.001

Table 2.

Fixed Effects Models of Life Expectancy on Lagged Social Expenditures as a Percentage of GDP and Relevant Controls, OECD Countries, 1980–2010

Variable Model 1 Model 2 Model 3

Separate Simultaneous Simultaneous with healthcare
expenditures

β 95% CI β 95% CI β 95% CI
Education 0.177 0.060, 0.294 0.165 0.045, 0.286 0.160 0.033, 0.286
Family 0.120 −0.074, 0.314 −0.041 −0.296, 0.214 −0.048 −0.308, 0.211
Unemployment 0.082 −0.064–0.228 0.054 −0.132, 0.241 0.053 −0.134, 0.240
Incapacity 0.292 0.154, 0.429 0.172 0.010, 0.334 0.168 0.003, 0.333
Old age −0.015 −0.106, 0.076 −0.090 −0.204, 0.024 −0.095 −0.213, 0.024
ALMP 0.198 −0.050, 0.447 0.127 −0.187, 0.440 0.132 −0.184, 0.448
Country-years 252 327 328
Countries 20 20 20

Notes: Estimate unit is years of life expectancy. Model 1 includes predictor variables separately and full set of controls (Gini, GDP per capita, unemployment rate, population age distribution, and continuous year). Model 2 includes predictor variables simultaneously and full set of controls. Model 3 includes predictor variables simultaneously, full set of controls, and government healthcare expenditures.

OECD, Organisation of Economic Co-operation and Development; ALMP, active labor market programs; GDP, gross domestic product