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Table 2 Regression discontinuity regression results

From: Unintended consequences of healthcare reform in South Korea: evidence from a regression discontinuity in time design

 

1

2

3

4

5

 

All

[-6m, +6m]

[-3m, +3m]

Parametric

Local linear

Panel A: total outpatient visit

 Copayment abolition

0.471***

0.404***

0.247***

0.383***

0.322

 

(0.013)

(0.014)

(0.010)

(0.020)

(0.258)

 

[60.16%]

[49.78%]

[28.12%]

[46.67%]

[37.99%]

R2

0.955

0.975

0.973

0.964

 

Panel B: total healthcare cost

 Copayment abolition

0.215***

0.031

−0.103***

0.021

−0.045

 

(0.013)

(0.018)

(0.016)

(0.021)

(0.266)

 

[23.99%]

[3.15%]

[−9.79%]

[2.12%]

[−4.40%]

R2

0.892

0.770

0.650

0.964

 

Panel C: healthcare cost per-visit

 Copayment abolition

−0.255***

−0.373***

−0.350***

−0.363***

−0.264***

 

(0.015)

(0.012)

(0.013)

(0.008)

(0.018)

 

[−22.51%]

[−31.13%]

[−29.53%]

[−30.44%]

[−23.20%]

R2

0.653

0.984

0.984

0.964

 

Panel C-1: healthcare cost per visit (NHI-sharing)

 Copayment abolition

−0.233***

−0.364***

−0.357***

−0.352***

−0.273***

 

(0.015)

(0.013)

(0.015)

(0.009)

(0.018)

 

[−20.78%]

[−30.51%]

[−30.02%]

[−29.67%]

[−23.89%]

R2

0.567

0.982

0.981

0.964

 

Panel C-2: healthcare cost per visit (patient-sharing)

 Copayment abolition

−0.306***

−0.392***

−0.332***

−0.386***

−0.246***

 

(0.014)

(0.011)

(0.011)

(0.010)

(0.021)

 

[−26.36%]

[−32.43%]

[−28.25%]

[−32.02%]

[−21.81%]

R2

0.808

0.986

0.985

0.964

 

Observations

2688

192

96

2688

2688

  1. Columns 1–3 show the regression results from a fixed effects model. The regression results from a parametric model and a local linear model are presented in Columns 4–5. The average age variable is included as a covariate. *** Significant at the 1% level, ** Significant at the 5% level, * Significant at the 10% level.