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. Author manuscript; available in PMC: 2014 Oct 1.
Published in final edited form as: J Econ Manag Strategy. 2013 Jul 10;22(3):10.1111/jems.12023. doi: 10.1111/jems.12023

Table 2.

A Vertical integration and length of stay: home health (HHA)

Dep. var: ΔLOS (1) (2) (3) (4-I) (4-II) (5) (6)
OLS OLS
Controls
Matched
(CEM)
1st stage
IV (logit)
2nd stage
2SRI
OLS
Interaction 1
OLS
Interaction 2
Hosp. vertically int. into home health −0.12 (0.05) ** −0.07 (0.05) −0.09 (0.05) ** −0.20 (0.15)
Other hosp. vert. int. into home health 0.30 (0.04) ***
Residual from 1st stage 0.06 (0.06)
Within firm transfer (VI_HOSP_TX) −0.10 (0.04) ** −0.09 (0.04) **
VI_HOSP to other HHA (VI_HOSP_EXT) −0.04 (0.05)
VI_HOSP to non-VI_HHA (VI_EXT_NON) −0.04 (0.05)
VI_HOSP to other VI_HHA (VI_EXT_VI) −0.02 (0.07)
Non-VI_HOSP to VI_HHA (VI_HHA_IN) 0.09 (0.06)
Patient controls N Y Y Y Y Y Y
Hospital controls N Y Y Y Y Y Y
Market controls N Y Y Y Y Y Y
Constant Y Y Y Y Y Y Y
R2/Adj.-R2/Pseudo-R2 0.00 0.04 0.04 0.16 0.04 0.05 0.05
F-test on IV 60
N 399,616 399,616 344,384 2,571 399,616 399,616 399,616
B Vertical integration and length of stay: skilled nursing facility (SNF)

Dep. var: ΔLOS (1) (2) (3) (4-I) (4-II) (5) (6)
OLS OLS
Controls
Matched
(CEM)
1st stage
IV (logit)
2nd stage
2SRI
OLS
Interaction 1
OLS
Interaction 2
Hosp. vertically int. into SNF −0.27 (0.08) *** −0.22 (0.06) *** −0.20 (0.07) *** −0.64 (0.02) **
Other hosp. vert. int. into home health 0.34 (0.04) ***
Residual from 1st stage 0.20 (0.13)
Within firm transfer (VI_HOSP_TX) −0.37 (0.08) *** −0.38 (0.08) ***
VI_HOSP to other SNF (VI_HOSP_EXT) −0.04 (0.08)
VI_HOSP to non-VI_SNF (VI_EXT_NON) −0.03 (0.08)
VI_HOSP to oth. VI_SNF (VI_EXT_VI) −0.52 (0.20) ***
Non-VI_HOSP to VI_SNF (VI_SNF_IN) −0.07 (0.11)
Patient controls N Y Y Y Y Y Y
Hospital controls N Y Y Y Y Y Y
Market controls N Y Y Y Y Y Y
Constant Y Y Y Y Y Y Y
R2/Adj.-R2/Pseudo-R2 0.00 0.06 0.06 0.08 0.06 0.06 0.06
F-test on IV 72
N 460,761 460,761 397,038 2,571 460,761 460,761 460,761

Standard errors are robust and clustered at the market level.

***

Significant at 1%,

**

Significant at 5%,

*

Significant at 10%

Patient controls include: age, gender, race, 28 controls for patient health characteristics upon admission to the hospital (Elixhauser comorbidities). Hospital controls include: co-location dummy (with home health), ownership form dummies {for-profit, government, not-for-profit}, number of beds, and a dummy for teaching hospital. Market controls include: hospital, home health, and SNF concentration; avg. educational attainment, median household income, % of population over 65 year old, a dummy for metropolitan area, population density, number of hospital beds, number of long-term care hospital beds, number of skilled nursing facilities beds, the percentage of women of child bearing age (% of population that is female aged 15–44), and the HMO enrollment rate.

Standard errors are robust and clustered at the market level.

***

Significant at 1%,

**

Significant at 5%,

*

Significant at 10%

Patient controls include: age, gender, race, 28 controls for patient health characteristics upon admission to the hospital (Elixhauser comorbidities). Hospital controls include: co-location dummy (with SNF), ownership form dummies {for-profit, government, not-for-profit}, number of beds, and a dummy for teaching hospital. Market controls include: hospital, home health, and SNF concentration; avg. educational attainment, median household income, % of population over 65 year old, a dummy for metropolitan area, population density, number of hospital beds, number of long-term care hospital beds, number of skilled nursing facilities beds, the percentage of women of child bearing age (% of population that is female aged 15–44), and the HMO enrollment rate.