Logistic Regression Demonstrates Obama Helped Carry Democratic House Members to Victory

Did President Obama help Democrats win seats in the House of Representatives? A logistic regression that I just completed indicates Obama’s victory in Congressional Districts improved the odds of a Democrat being elected to the House of Representatives by a factor of 94, all other variables held constant.

Data

In order to answer the question I found raw House of Representatives election data in a spreadsheet compiled by David Wasserman

Statistical Method

Using Wassermen’s data I ran a logistic regression predicting a Democratic win (1=yes, 0=no) in the House of Representatives based on three variables:

  1. PVI_D_or_R,  a measurement of how strongly a United States Congressional District leans toward the Democratic or Republican Party, compared to the nation as a whole (1=Lean Democratic, 0=No)
  2. Incumbent (1 = Incumbent, 0 = No)
  3. Obama wins the Congressional District (1= Yes, 0=No)

Findings

Complete data was available for 405 observations. Here are the logistic regression results, expressed as odds ratios.

House election results - 2012 - Logistic Regression, Odds Ratios

  1. If a Congressional District leans Democratic the odds of a Democrat winning the district improves by a factor of 23, controlling for the other covariates.
  2. Obama’s victory in Congressional Districts improved the odds of a Democrat being elected to the House of Representatives by a factor of 94, all other covariates held constant.
  3. Incumbency was not statistically significant with covariates in the model.

Caveat: It could also be argued that winning House Democrats helped Obama win the district.

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