Counterfactual Indeterminacy Bias in Family Firm Research

Fang, Hanqing “Chevy” and Chrisman, James J. and De Massis, Alfredo (2026) Counterfactual Indeterminacy Bias in Family Firm Research. Family Business Review. ISSN 0894-4865

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Abstract

Ever since scholars recognized that family firms are heterogeneous, many studies have attempted to compare different types of family firms without ensuring that the source of heterogeneity is unique to family firms. When the source of heterogeneity among family firms resembles the source of heterogeneity among nonfamily firms, the problem of counterfactual indeterminacy bias can lead to misleading or irrelevant findings that fail to distinguish the effects of family influence from factors that affect all firms. We delineate common forms of this bias and offer recommendations to prevent it in research on family firm behavior and performance.

Item Type:
Journal Article
Journal or Publication Title:
Family Business Review
Uncontrolled Keywords:
/dk/atira/pure/subjectarea/asjc/2000/2003
Subjects:
?? financebusiness, management and accounting (miscellaneous) ??
ID Code:
237882
Deposited By:
Deposited On:
10 Jun 2026 09:20
Refereed?:
Yes
Published?:
Published
Last Modified:
11 Jun 2026 02:05