I would like to study the opinion of European citizens' on European integration, using a European survey with direct questions in merit and others such as income, preferred political party, and so forth. Then I would like to understand if there is a correlation between the results of this regression and the level of inequality within each country.

I am afraid of using the Gini index (or any other index based on income) to proxy inequality in this second regression, since there could be a problem of correlated variables. What could I possibly do? Is there an alternative index that I could use and that would still make sense?

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