What is the difference between the population and sample regression functions Is this a distinction without difference in econometrics?

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2026-03-21 21:35

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The population regression function (PRF) represents the true relationship between independent and dependent variables across the entire population, while the sample regression function (SRF) is an estimation derived from a subset of that population. The PRF is typically unknown and theoretical, while the SRF is calculated from observed data. This distinction is not merely academic; it is crucial in econometrics because the SRF is subject to sampling variability and potential bias, which can affect inference and predictions based on the estimated model. Understanding this difference helps econometricians assess the reliability and validity of their estimates.

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