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Income growth is among the strongest and most consistent predictors of home price appreciation. But incomes are hard to measure at a geographically granular level and at high frequency. Instead, we think investors should focus on employment—a useful proxy for the "wage bill". The Bureau of Labor Statistics provides state, MSA, and county-level employment data every month.

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