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Examining the effects of Medicaid expansion on opioid-related death rates

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opioidanalysis

Causal inference project for PUBLPOL 104: Economic Policy Analysis. In this project, we combine data from the CDC Wonder multiple-cause-of-death dataset and Census data to analyze the causal relationship between Medicaid expansion and opioid deaths. We use an interrupted-time-series / differences-in-differences approach, leveraging the fact that not all states chose to adopt the Medicaid expansion, along with the fact that different states expanded Medicaid access in different years. Below we show some key figures and results from the analysis.

Exploratory Data Analysis

Overall opioid death rate in the US from 1999 to 2018

Overall opioid death rate 1999-2018

Covariate analysis

Overall opioid death rate by gender in the US from 1999 to 2018

Overall opioid death rate by gender in the US from 1999 to 2018

Overall opioid death rate by race in the US from 1999 to 2018

Overall opioid death rate by race in the US from 1999 to 2018

Stratifying by expansion vs non-expansion

Median income in expansion vs non-expansion states

Median income in expansion vs non-expansion states

Racial composition in expansion vs non-expansion states

Racial composition in expansion vs non-expansion states

Opioid death rate in expansion vs non-expansion states

Note that expansion for most states occurred in 2014. Opioid death rate in expansion vs non-expansion states

Regression results

We found significant evidence of an acceleration of opioid deaths over time after states expanded Medicaid.

Predicted trends in opioid death rate in non-expansion states and states that expanded in 2014

Predicted trends in opioid death rate in non-expansion states and states that expanded in 2014

Predicted trends in opioid death rate in non-expansion states and states

We include all states in our dataset, centering expansion states around the year they expanded Medicaid, and generate quadratic curves that describe opioid death rates over time. Predicted trends in opioid death rate in non-expansion states and states

Robustness check

We test our results if instead of centering around the expansion year, we center treatment states around the year 1, 2, and 3 years before they actually expanded. We find lower R^2 values and generally decreasing significance of coefficients; however, the effects do not totally disappear. Possible reasons include anticipatory effects by insurers.

Robustness check

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