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ValdkondUurimisdisainUurimisdisain
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1960s–1980s (robust statistics foundations); applied to explanatory research from 1990s onward1960s–1980s (codified in behavioral and social science methodology)
LoojaPeter J. Huber (robust statistics); applied to explanatory designs via Rand Wilcox and othersFormalized by Earl Babbie and Fred Kerlinger among others
TüüpQuantitative research designNon-experimental quantitative research design
AlgallikasHuber, P. J. (1981). Robust Statistics. Wiley. ISBN: 978-0471418054Kerlinger, F. N. (1986). Foundations of Behavioral Research (3rd ed.). Holt, Rinehart and Winston. ISBN: 978-0030417559
Rööpnimetusedrobust causal research, outlier-resistant explanatory design, robust regression-based explanatory studyanalytical research, causal research, explanatory study, explanatory quantitative research
Seotud45
KokkuvõteRobust explanatory research combines the explanatory goal of identifying why and how variables causally influence one another with robust statistical methods that remain valid when data violate classical assumptions — particularly normality, homoscedasticity, and the absence of influential outliers. Rather than discarding outliers or forcing data to conform to ordinary least squares assumptions, this design applies estimators and inferential procedures that down-weight or resist the distorting influence of extreme observations while preserving the explanatory aim of the study.Explanatory research is a non-experimental quantitative research design that goes beyond describing a phenomenon to identifying why it occurs — examining the relationships or mechanisms that account for observed patterns. Rooted in positivist social science methodology, it uses theory-driven hypotheses and statistical analysis to test whether specific variables explain variation in an outcome, without necessarily manipulating those variables.
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ScholarGateVõrdle meetodeid: Robust Explanatory Research · Explanatory Research. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare