A Methodological Guide for Quantitative Analysis of Star Performance in Entrepreneurship

Entrepreneurial performance is often right-skewed and heavy-tailed, yet empirical studies typically focus on average outcomes, assuming normality. Recent research addresses this by examining full performance distributions. We extend this work by introducing an intuitive framework with three distinct characteristics of distributional tails: (a) tail impact, the contribution of star performers relative to the rest; (b) tail extremity, the extent by which the highest performer exceeds the typical performer; and (c) tail frequency, the fraction of performers who are stars. We outline a methodological guide, offer illustrative examples, and provide R code to enrich future investigations of star performance in entrepreneurship.

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Publication Details

Journal
Entrepreneurship Theory and Practice
Published
2025-11-28
DOI
https://doi.org/10.1177/10422587251388034
Primary Topic
Entrepreneurship Studies and Influences
Type
article
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article

A Methodological Guide for Quantitative Analysis of Star Performance in Entrepreneurship

Andreas Schwab, Kaushik Gala
Entrepreneurship Theory and Practice
Entrepreneurship Studies and Influences
article

A Methodological Guide for Quantitative Analysis of Star Performance in Entrepreneurship

Andreas Schwab, Kaushik Gala
article en

Abstract

Entrepreneurial performance is often right-skewed and heavy-tailed, yet empirical studies typically focus on average outcomes, assuming normality. Recent research addresses this by examining full performance distributions. We extend this work by introducing an intuitive framework with three distinct characteristics of distributional tails: (a) tail impact, the contribution of star performers relative to the rest; (b) tail extremity, the extent by which the highest performer exceeds the typical performer; and (c) tail frequency, the fraction of performers who are stars. We outline a methodological guide, offer illustrative examples, and provide R code to enrich future investigations of star performance in entrepreneurship.

Entrepreneurship Theory and PracticeVol. 50(3)
University of Kansas (US), Iowa State University (US)
Openalex Percentile: Top 51%
Entrepreneurship Studies and Influences
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A Methodological Guide for Quantitative Analysis of Star Performance in Entrepreneurship — Andreas Schwab, Kaushik Gala · Entrepreneurship Theory and Practice (2025) | TGRS Research Map | TGRS