Skip to main content
. Author manuscript; available in PMC: 2013 Dec 1.
Published in final edited form as: J Public Econ. 2012 Aug 16;96(11-12):909–929. doi: 10.1016/j.jpubeco.2012.07.003

Table A3.

Coefficients on Selected Covariates in NIS

Dependent Variable (1) (preferred)
Uninsured
(2) (covariates)
Uninsured
(2) (covariates cont.) (2) (covariates cont.) (2) (covariates cont.)
Ma* After −0.0231 [−0.0300,−0.0162]*** −0.0228 [−0.0297,−0.0158]*** Female −0.0394 [−0.0453,−0.0336]*** AHRQ Comorb. cm_dmcx −0.0220 [−0.0279,−0.0161]*** Charlson 6 0.0255 [0.0201,0.0308]***
MA* During −0.0129 [−0.0176,−0.0083]*** −0.0131 [−0.0177,−0.0085]*** Gender Unknown −0.0058 [−0.0256,0.0139] AHRQ Comorb. cm_drug 0.0720 [0.0506,0.0933]*** Charlson 7 0.0086 [0.0047,0.0124]***
2004 Q2 0.0041 [0.0025,0.0058]*** 0.0036 [0.0022,0.0050]*** Black 0.0067 [0.0019,0.0115]*** AHRQ Comorb. cm_htn_c −0.0009 [−0.0028,0.0010] Charlson 8 −0.0333 [−0.0407,−0.0258]***
2004 Q3 0.0044 [0.0024,0.0065]*** 0.0037 [0.0018,0.0056]*** Hispanic 0.0362 [0.0159,0.0565]*** AHRQ Comorb. cm_hypothy −0.0115 [−0.0142,−0.0087]*** Charlson 9 0.0063 [0.0020,0.0107]***
2004 Q4 0.0038 [0.0011,0.0065]*** 0.0037 [0.0010,0.0064]*** Asian 0.0187 [0.0134,0.0240]*** AHRQ Comorb. cm_liver 0.0044 [0.0004,0.0084]** Charlson 10 0.0558 [0.0427,0.0689]***
2005 Q1 0.0020 [−0.0034,0.0074] 0.0025 [−0.0027,0.0077] Native American 0.0008 [−0.0120,0.0137] AHRQ Comorb. cm_lymph −0.0332 [−0.0408,−0.0256]*** Charlson 11 0.0130 [0.0071,0.0189]***
2005 Q2 0.0059 [−0.0004,0.0121]* 0.0062 [0.0002,0.0122]** Other Race 0.0353 [0.0167,0.0539]*** AHRQ Comorb. cm_lytes 0.0245 [0.0203,0.0287]*** Charlson 12 −0.0036 [−0.0060,−0.0012]***
2005 Q3 0.0112 [0.0037,0.0187]*** 0.0109 [0.0036,0.0182]*** Unknown Race 0.0084 [−0.0043,0.0211] AHRQ Comorb. cm_mets −0.0244 [−0.0293,−0.0195]*** Charlson 13 −0.0193 [−0.0244,−0.0142]***
2005 Q4 0.0093 [0.0024,0.0162]*** 0.0102 [0.0034,0.0170]*** Zip in First (Lowest) Income Quartile 0.0220 [0.0149,0.0291]*** AHRQ Comorb. cm_neuro −0.0144 [−0.0176,−0.0111]*** Charlson 14 −0.0066 [−0.0111,−0.0021]***
2006 Q1 0.0079 [−0.0005,0.0163]* 0.0095 [0.0013,0.0176]** Zip in Second Income Quartile 0.0170 [0.0107,0.0234]*** AHRQ Comorb. cm_obese 0.0027 [0.0002,0.0053]** Charlson 15 0.0248 [0.0188,0.0309]***
2006 Q2 0.0107 [0.0019,0.0195]** 0.0118 [0.0033,0.0203]*** Zip in Third Income Quartile 0.0092 [0.0048,0.0137]*** AHRQ Comorb. cm_para −0.0439 [−0.0529,−0.0349]*** Charlson 16 0.0582 [0.0479,0.0686]***
2006 Q3 0.0146 [0.0054,0.0237]*** 0.0157 [0.0067,0.0247]*** Zip in Unknown Income Quartile Age 0.0470 [0.0138,0.0802]*** AHRQ Comorb. cm_perivasc −0.0140 [−0.0176,−0.0105]*** Charlson 17 −0.0008 [−0.0043,0.0028]
2006 Q4 0.0039 [0.0030,0.0048]*** AHRQ Comorb. cm_psych −0.0061 [−0.0105,−0.0018]*** Charlson 18 −0.0353 [−0.0488,−0.0219]***
2007 Q1 0.0109 [0.0030,0.0189]*** 0.0132 [0.0055,0.0210]*** Age Squared −0.0001 [−0.0001,−0.0000]*** AHRQ Comorb. cm_pulmcirc −0.0043 [−0.0069,−0.0016]*** Diagnosis count −0.0047 [−0.0057,−0.0038]***
2007 Q2 0.0151 [0.0061,0.0241]*** 0.0170 [0.0082,0.0258]*** AHRQ Comorb. cm_aids −0.0296 [−0.0385,−0.0207]*** AHRQ Comorb. cm_renlfail −0.0430 [−0.0535,−0.0325]*** APRDRG Risk mortality 0.0044 [0.0034,0.0054]***
2007 Q3 0.0145 [0.0049,0.0241]*** 0.0161 [0.0064,0.0258]*** AHRQ Comorb. cm_alcohol 0.0901 [0.0725,0.1077]*** AHRQ Comorb. cm_tumor −0.0283 [−0.0334,−0.0231]*** APRDRG Severity 0.0013 [−0.0005,0.0030]
2007 Q4 AHRQ Comorb. cm_anemdef 0.0063 [0.0038,0.0089]*** AHRQ Comorb. cm_ulcer −0.0489 [−0.0573,−0.0405]*** APSDRG Mortality Weight 0.0014 [0.0009,0.0019]***
2008 Q1 0.0120 [0.0018,0.0222]** 0.0154 [0.0052,0.0256]*** AHRQ Comorb. cm_arth −0.0191 [−0.0251,−0.0131]*** AHRQ Comorb. cm_valve −0.0042 [−0.0066,−0.0017]*** APSDRG LOS Weight 0.0043 [0.0004,0.0083]**
2008 Q2 0.0131 [0.0033,0.0230]** 0.0162 [0.0063,0.0262]*** AHRQ Comorb. cm_bldloss −0.0188 [−0.0244,−0.0133]*** AHRQ Comorb. cm_wghtloss 0.0072 [0.0037,0.0107]*** APSDRG Charge Weight −0.0056 [−0.0083,−0.0028]***
2008 Q3 0.0181 [0.0060,0.0303]*** 0.0210 [0.0088,0.0332]*** AHRQ Comorb. cm_chf −0.0316 [−0.0386,−0.0246]*** Charlson 1 0.0422 [0.0331,0.0512]***
2008 Q4 0.0164 [0.0055,0.0273]*** 0.0202 [0.0092,0.0313]*** AHRQ Comorb. cm_chrnlung −0.0157 [−0.0195,−0.0119]*** Charlson 2 0.0086 [0.0058,0.0115]***
Constant 0.0708 [0.0645,0.0772]*** 0.0373 [0.0196,0.0551]*** AHRQ Comorb. cm_coag 0.0090 [0.0070,0.0110]*** Charlson 3 0.0205 [0.0139,0.0271]***
Hospital Indicators Yes Yes AHRQ Comorb. cm_depress 0.0016 [−0.0007,0.0039] Charlson 4 0.0001 [−0.0021,0.0023]
Covariates No Yes, cont. next cols.
N (Nonelderly) 23,860,930 23,860,930 AHRQ Comorb. cm_dm −0.0570 [−0.0688,−0.0452]*** Charlson 5 −0.0094 [−0.0131,−0.0058]***
R Squared 0.0659 0.0939

95% asymptotic CI clustered by state:

***

Significant at .01,

**

Significant at .05,

*

Significant at .10

95% bootstrapped CI, blocks by state, 1000 reps:

+++

Significant at .01,

++

Significant at .05,

+

Significant at .10

All specifications and means weighted using discharge weights.

Coefficients on hospital fixed effects not reported. Omitted categories: MA*Before, 2004 Q1, Male, White, Zip in Fourth Income Quartile.

Source: HCUP NIS 2004–2008 authors’ calculations. See text for more details.