GoeScholar The Publication Server of the Georg-August-Universität Göttingen (Georg-August-Universität Göttingen) · 2020 · 47 citations · 34 references
Natural SciencesBiostatisticsExperimental DesignProbability TheoryStatisticsInferential StatisticsSampling DesignSampling MethodsSampling TheoryStatistical AnalysisStatistical InferenceObservational Data CollectionP-valuesRandom SamplingSampling Bias AssessmentSampling UncertaintyStatistical Sampling Design
Besides the inferential errors that abound in the interpretation of $p$-values, the probabilistic pre-conditions (i.e. random sampling or equivalent) for using them at all are not often met by observational studies in the social sciences. This paper systematizes different sampling designs and discusses the restrictive requirements of data collection that are the indispensable prerequisite for using $p$-values.
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Sample Selection Bias as a Specification Error
James J. Heckman · Econometrica · 1979 · 28.9K citations