A comparison of methods for health policy evaluation with controlled pre-post designs

Stephen O'Neill, Richard Grieve, Noemi Kreif, Matt Sutton

Research output: Contribution to journalArticlepeer-review

Abstract

Objective: To compare interactive fixed effects (IFE) and generalised synthetic control (GSC) methods to methods prevalent in health policy evaluation and re-evaluate the impact of the hip fracture Best Practice Tariffs introduced for hospitals in England in 2010.
Data sources: Simulations and Hospital Episode Statistics.
Study design: Best Practice Tariffs aimed to incentivise providers to deliver care in line with guidelines. Under the scheme, 62 providers received an additional payment for each hip fracture admission, while 49 providers did not. We estimate the impact using Difference-in-Differences (DiD), Synthetic Controls (SC), IFE and GSC methods. We contrast the estimation methods’ performance in a Monte Carlo simulation study.
Principal findings: Unlike DiD, SC and IFE methods, the GSC method provided reliable estimates across a range of simulation scenarios and was preferred for this case study. The introduction of Best Practice Tariffs led to a 5.9 percentage point increase in the proportion of patients having surgery within 48 hours, and a statistically insignificant 0.6 percentage point reduction in 30 day mortality.
Conclusions: The GSC approach is an attractive method for health policy evaluation. We cannot be confident that Best Practice Tariffs were effective.
Objective: To compare interactive fixed effects (IFE) and generalised synthetic control (GSC) methods to methods prevalent in health policy evaluation and re-evaluate the impact of the hip fracture Best Practice Tariffs introduced for hospitals in England in 2010.
Data sources: Simulations and Hospital Episode Statistics.
Study design: Best Practice Tariffs aimed to incentivise providers to deliver care in line with guidelines. Under the scheme, 62 providers received an additional payment for each hip fracture admission, while 49 providers did not. We estimate the impact using Difference-in-Differences (DiD), Synthetic Controls (SC), IFE and GSC methods. We contrast the estimation methods’ performance in a Monte Carlo simulation study.
Principal findings: Unlike DiD, SC and IFE methods, the GSC method provided reliable estimates across a range of simulation scenarios and was preferred for this case study. The introduction of Best Practice Tariffs led to a 5.9 percentage point increase in the proportion of patients having surgery within 48 hours, and a statistically insignificant 0.6 percentage point reduction in 30 day mortality.
Conclusions: The GSC approach is an attractive method for health policy evaluation. We cannot be confident that Best Practice Tariffs were effective.
Objective: To compare interactive fixed effects (IFE) and generalised synthetic control (GSC) methods to methods prevalent in health policy evaluation and re-evaluate the impact of the hip fracture Best Practice Tariffs introduced for hospitals in England in 2010.
Data sources: Simulations and Hospital Episode Statistics.
Study design: Best Practice Tariffs aimed to incentivise providers to deliver care in line with guidelines. Under the scheme, 62 providers received an additional payment for each hip fracture admission, while 49 providers did not. We estimate the impact using Difference-in-Differences (DiD), Synthetic Controls (SC), IFE and GSC methods. We contrast the estimation methods’ performance in a Monte Carlo simulation study.
Principal findings: Unlike DiD, SC and IFE methods, the GSC method provided reliable estimates across a range of simulation scenarios and was preferred for this case study. The introduction of Best Practice Tariffs led to a 5.9 percentage point increase in the proportion of patients having surgery within 48 hours, and a statistically insignificant 0.6 percentage point reduction in 30 day mortality.
Conclusions: The GSC approach is an attractive method for health policy evaluation. We cannot be confident that Best Practice Tariffs were effective.
Objective: To compare interactive fixed effects (IFE) and generalised synthetic control (GSC) methods to methods prevalent in health policy evaluation and re-evaluate the impact of the hip fracture Best Practice Tariffs introduced for hospitals in England in 2010.
Data sources: Simulations and Hospital Episode Statistics.
Study design: Best Practice Tariffs aimed to incentivise providers to deliver care in line with guidelines. Under the scheme, 62 providers received an additional payment for each hip fracture admission, while 49 providers did not. We estimate the impact using Difference-in-Differences (DiD), Synthetic Controls (SC), IFE and GSC methods. We contrast the estimation methods’ performance in a Monte Carlo simulation study.
Principal findings: Unlike DiD, SC and IFE methods, the GSC method provided reliable estimates across a range of simulation scenarios and was preferred for this case study. The introduction of Best Practice Tariffs led to a 5.9 percentage point increase in the proportion of patients having surgery within 48 hours, and a statistically insignificant 0.6 percentage point reduction in 30 day mortality.
Conclusions: The GSC approach is an attractive method for health policy evaluation. We cannot be confident that Best Practice Tariffs were effective.
Objective: To compare interactive fixed effects (IFE) and generalised synthetic control (GSC) methods to methods prevalent in health policy evaluation and re-evaluate the impact of the hip fracture Best Practice Tariffs introduced for hospitals in England in 2010.
Data sources: Simulations and Hospital Episode Statistics.
Study design: Best Practice Tariffs aimed to incentivise providers to deliver care in line with guidelines. Under the scheme, 62 providers received an additional payment for each hip fracture admission, while 49 providers did not. We estimate the impact using Difference-in-Differences (DiD), Synthetic Controls (SC), IFE and GSC methods. We contrast the estimation methods’ performance in a Monte Carlo simulation study.
Principal findings: Unlike DiD, SC and IFE methods, the GSC method provided reliable estimates across a range of simulation scenarios and was preferred for this case study. The introduction of Best Practice Tariffs led to a 5.9 percentage point increase in the proportion of patients having surgery within 48 hours, and a statistically insignificant 0.6 percentage point reduction in 30 day mortality.
Conclusions: The GSC approach is an attractive method for health policy evaluation. We cannot be confident that Best Practice Tariffs were effective.
Original languageEnglish
JournalHealth Services Research
Early online date12 Feb 2020
DOIs
Publication statusPublished - Apr 2020

Keywords

  • Synthetic control
  • difference-in-differences
  • interactive fixed effects
  • policy evaluation
  • pay-for-performance

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