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. Author manuscript; available in PMC: 2018 Feb 12.
Published in final edited form as: Am Econ Rev. 2018 Feb;102(2):308–352. doi: 10.1257/aer.20161038

Table 5.

Impact of Hospitalization on Collections

Number of Collections to Date Collection Balances


All Medical Non-Medical All Medical Non-Medical
(1) (2) (3) (4) (5) (6)
Panel A. Non-Elderly Insured (Ages 25 to 64)
12-month effecta 0.110 0.095 0.011 122 127 18
(0.005) (0.002) (0.003) (13) (7) (16)
[<.001] [<.001] [0.001] [<.001] [<.001] [0.26]
48-month effectb 0.210 0.180 0.034 302 271 101
(0.019) (0.008) (0.014) (37) (18) (47)
[<.001] [<.001] [0.017] [<.001] [<.001] [0.03]
Pre-hospitalization mean 0.920 0.200 0.720 1,230 292 1,086
Number of Individuals 383,718 383,718 383,718 383,718 375,844 375,844
Number of Observations 3,131,534 3,131,534 3,131,534 3,131,534 2,208,517 2,208,517

Panel B. Non-Elderly Uninsured (Ages 25 to 64)
12-month effecta 0.97 0.85 0.12 4,469 4,259 246
(0.012) (0.008) (0.007) (51) (45) (36)
[<.001] [<.001] [<.001] [<.001] [<.001] [<.001]
48-month effectb 1.3 1.2 .11 6,199 6,144 195
(0.045) (0.028) (0.028) (130) (102) (100)
[<.001] [<.001] [<.001] [<.001] [<.001] [0.051]
Pre-hospitalization mean 2.3 0.59 1.7 3,529 1,292 2,762
Number of Individuals 153,617 153,617 153,617 153,617 151,343 151,343
Number of Observations 1,256,759 1,256,759 1,256,759 1,256,759 913,516 913,516

Panel C. Elderly (Ages 65 and Older)
12-month effecta 0.027 0.026 0 24 17 4
(0.002) (0.001) (0.002) (8) (3) (11)
[<.001] [<.001] [0.8] [0.002] [<.001] [.74]
48-month effectb 0.038 0.049 −0.011 84 37 39
(0.010) (0.004) (0.008) (24) (8) (34)
[<.001] [<.001] [0.19] [<.001] [<.001] [0.25]
Pre-hospitalization mean 0.24 0.05 0.19 428 75 422
Number of Individuals 414,547 414,547 414,547 414,547 387,839 387,839
Number of Observations 2,959,802 2,959,802 2,959,802 2,959,802 1,946,208 1,946,208

Notes: Samples are non-elderly insured, uninsured, and the elderly (see Appendix Table 13, columns 3, 6, and 9). All columns report effects based on OLS estimates of equation (5). Pre-hospitalization means are calculated using the credit report from January of the calendar year preceding the hospitalization (between 12 and 23 months before the hospitalization). All variables are observed from 2002 to 2011, except medical and non-medical collection balances which are only observed beginning in 2005. Standard errors (clustered on the individual) are in parentheses and p-values are in brackets. All estimates are weighted to adjust for individuals’ sampling probabilities.

a

12-month effect is calculated from equation (5) as 144*β2+1,728*β3

b

48-month effect is calculated from equation (5) as 2,304*β2+110,592*β3+46,656*β4+13,824*β5