Employment levels actually lag economic changes rather than predicting them. Hiring drops when the economy declines and rises when it improves again.
Look at consumption instead to predict employment, since spending heads upward first. Consumption rising means employment will follow.
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The book Ahead of the Curve by Joseph Ellis discusses improving economic forecasting by using the right indicators and tracking year-over-year data instead of short-term fluctuations. It argues that recession definitions are overrated, and that slowing growth is more damaging than commonly realized. The book advocates focusing on consumer spending as the main economic driver, and provides guidance on relating indicators like incomes, interest rates and stock markets to spending. It aims to help readers make better forecasts for economies, industries and companies.
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