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. 2023 Mar 21;36(3):1607–1640. doi: 10.1007/s00148-023-00943-3

Table 5.

Effect of unexpected longevity, by time of forecast

ΔTotal fertility rate ΔPublic old-age spending ΔPublic family spending
5 years 10 years 15 years 5 years 10 years 15 years 5 years 10 years 15 years
Unexpected change in e65 –6.74** –3.54* –3.52* 19.61** 11.48* 8.33* –11.25* –10.11** –10.18**
(2.52) (1.75) (1.86) (8.19) (5.66) (4.28) (6.38) (4.92) (4.17)
Expected change in e65 –3.82 –0.63 –4.97** 18.88* 12.67* 7.98 –9.77 –14.38* –21.37***
(2.79) (1.74) (2.27) (9.58) (6.85) (5.84) (8.20) (7.26) (7.09)
L.growth(GDP per capita) 0.16* 0.09 0.05 0.06 0.16 0.19 0.64*** 0.55*** 0.55**
(0.08) (0.08) (0.09) (0.16) (0.11) (0.15) (0.22) (0.19) (0.20)
L.diff(old dependency ratio) 1.27* 2.20*** 1.83** 3.70** 3.18* 1.49 6.76*** 6.62*** 6.18***
(0.68) (0.68) (0.73) (1.54) (1.59) (1.56) (2.36) (2.27) (2.01)
L.diff(young dependency ratio) –0.89** –1.08*** –0.80** –0.04 –0.02 0.48 –0.82 –0.39 –0.60
(0.41) (0.33) (0.33) (0.93) (1.00) (0.85) (1.37) (1.39) (1.20)
L.diff(female LFP rate) 0.86** 0.85** 0.97**
(0.34) (0.34) (0.36)
Country FE Yes Yes Yes Yes Yes Yes Yes Yes Yes
Year FE Yes Yes Yes Yes Yes Yes Yes Yes Yes
Dependent variable mean -0.88 -0.63 -0.33 5.55 5.60 5.94 8.30 7.79 7.49
N 692 669 638 681 656 617 681 656 617

Notes. Unexpected and expected change in life expectancy at age 65 (e65) are defined as in Eq. 15 with n set to 5, 10, or 15 years in respective columns. All variables are averaged over 5-year periods. L. denotes 5-year lags. See Table 1 for variable definitions and data sources. Robust standard errors in parentheses. *p< 0.10, **p< 0.05, ***p< 0.01