Best-Practice Recommendations for Defining, Identifying, and Handling Outliers
Indiana University Bloomington
Indexed incrossref
Abstract
The presence of outliers, which are data points that deviate markedly from others, is one of the most enduring and pervasive methodological challenges in organizational science research. We provide evidence that different ways of defining, identifying, and handling outliers alter substantive research conclusions. Then, we report results of a literature review of 46 methodological sources (i.e., journal articles, book chapters, and books) addressing the topic of outliers, as well as 232 organizational science journal articles mentioning issues about outliers. Our literature review uncovered (a) 14 unique and mutually exclusive outlier definitions, 39 outlier identification techniques, and 20 different ways of…
Citation impact
1,265
total citations
- FWCI
- 38.35
- Percentile
- 100%
- References
- 85
Citations per year
Authors
3Topics & keywords
Topics
Keywords
- Outlier
- Computer science
- Transparency (behavior)
- Consistency (knowledge bases)
- Context (archaeology)
- Identification (biology)
- Data science
- Data mining
UN Sustainable Development Goals
- Peace, Justice and strong institutions
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