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. Author manuscript; available in PMC: 2020 Mar 18.
Published in final edited form as: Am Econ Rev. 2019 Dec;109(12):4178–4219. doi: 10.1257/aer.20180279

Table 10—

Robustness of Mortality IV Estimates to Including Different Fixed Effects and Weather Controls

(1) (2) (3) (4) (5) (6) (7) (8)
PM 2.5 (μg/m3) 0.425 0.647 0.270 0.344 0.413 0.670 0.712 0.643
(0.040) (0.061) (0.041) (0.044) (0.039) (0.059) (0.060) (0.061)
Type of weather controls None Separate None None None Full Full Full
County fixed effects X X X X X X
Month fixed effects X X
Year fixed effects X X
Year-by-month fixed effects X X X X X X
State-by-month fixed effects X X
County-by-month fixed effects X X
F-statistic 460 333 439 449 474 288 292 309
Dependent variable mean 385 385 385 385 385 385 385 385
Observations 1,982,529 1,982,529 1,982,529 1,982,529 1,982,495 1,980,549 1,980,549 1,980,515

Notes: Table reports IV estimates of equation (1) from the main text when varying the inclusion of different weather controls and fixed effects. The dependent variable is the three-day mortality rate per million Medicare beneficiaries. Estimates are weighted by the number of beneficiaries. Standard errors, clustered by county, are reported in parentheses.