2004 Election: did income influence voting?

Bryan · Saturday 25 August 2007 · 8:53 am

I have been meaning to look at George Megalogenis‘ data tables for some time. Rather than use the data to predict what might happen this year, I thought I would look at the extent to which electorate income explained the 2004 election outcome.

First, however, a couple of box-plots to get a feel for the data.

Box plot

Box plot

And now let’s look at the graph that surpised me. The next scatter-plot suggests absolutely no relationship between the median income wihtin in a seat and the Coalition’s two-party preferred vote from that seat. Just look at the R2. It is almost zero.

Scatter plot

Why is it so? Well it appears that moderate correlations exist within inner metropolitan, outer metropolitan and provincial seats. That trend suggests that seats with a higher median income are more likely to favour the Coalition. When you get rural seats, many have very low median incomes, but almost all favour the Coalition.

Scatter plot

Scatter plot

Scatter plot

Scatter plot

Update: Andrew Leigh sent the following missive …

Dear Bryan,

I noticed your post yesterday on electorate income and voting. As you know, I’m a great fan of yours, and link to you regularly (it should be more often, in fact). However, I do think you’re making a bad mistake in ignoring the ecological fallacy here. The best evidence of this is the research by Glaeser & Sacerdote that finds that income is positively correlated with voting Republican on an individual level, but negatively correlated with Republican voting across US states (http://andrewleigh.com/?p=1419).

Given that we have very good information about the individual-level relationship between income and voting in Australia (eg. my own work, or that of Goot & Watson in a recent AJPS), I’m puzzled as to what you think we can learn from the aggregate-level stuff. You, of course, know all about the ecological fallacy, but I’m worried that some of your readers may be misled.

Politically, this plays into the muddle-headed argument that the Libs make from time to time: that they’re just as much the party of the poor as the ALP. That’s simply a lie.

Cheers,

Andrew.