Psychological Science · 2017 · 86 citations · 22 references
Public HealthBehavioral SciencesPsychologyCausal InferenceChild DevelopmentDevelopmental PsychologyCausal Effect EstimationChildhood Risk FactorsLongitudinal Causal InferenceParentingCultural CharacteristicsDependent VariablesEmpirical Causation TestingExternalizing BehaviorsPropensity Score AdjustmentRandomized Experiments
Establishing causal links when experiments are not feasible is an important challenge for psychology researchers. The question of whether parents' spanking causes children's externalizing behavior problems poses such a challenge because randomized experiments of spanking are unethical, and correlational studies cannot rule out potential selection factors. This study used propensity score matching based on the lifetime prevalence and recent incidence of spanking in a large and nationally representative sample ( N = 12,112) as well as lagged dependent variables to get as close to causal estimates outside an experiment as possible. Whether children were spanked at the age of 5 years predicted increases in externalizing behavior problems by ages 6 and 8, even after the groups based on spanking prevalence or incidence were matched on a range of sociodemographic, family, and cultural characteristics and children's initial behavior problems. These statistically rigorous methods yield the conclusion that spanking predicts a deterioration of children's externalizing behavior over time.
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Lenore Sawyer Radloff · Applied Psychological Measurement · 1977 · 53.3K citations · Full text
Jackson Kytle, Albert Bandura · Contemporary Sociology A Journal of Reviews · 1978 · 25.7K citations
Doubly Robust Estimation of Causal Effects
Michele Jönsson Funk, Daniel Westreich, Chris Wiesen et al. · American Journal of Epidemiology · 2011 · 1.1K citations · Full text