Why Theory Matters For Causal Inference? Rethinking Endogeneity In Entrepreneurship Research
Abstract
Endogeneity in entrepreneurship research is often treated as a statistical complication addressable through advanced econometric tools. This commentary argues that such an approach overlooks a deeper issue: endogeneity is conceptual before it is statistical. Because entrepreneurial phenomena involve reciprocal relationships, evolving mechanisms, and context-dependent processes, biased estimates frequently stem from underspecified constructs and unclear causal logic. I contend that theory, sufficiently precise to specify constructs, articulate mechanisms, and establish temporal ordering and boundary conditions, is the primary tool for reducing endogeneity in empirical estimation. Integrating theory with structural causal modeling and rigorous empirical design strengthens identification while enhancing explanatory value. I conclude with practical recommendations for scholars, emphasizing theory's central role in producing credible, cumulative knowledge in entrepreneurship research.
Managerial Summary
Entrepreneurs and managers often rely on data to understand what drives venture success, but data alone can be misleading if the underlying assumptions about cause and effect are unclear. This article explains why strong theory—clear ideas about how and why things work—is essential for drawing reliable conclusions from evidence. Endogeneity, a common problem in business research, occurs when factors influence each other in ways that make results appear stronger or weaker than they are. By using theory to map out mechanisms and likely confounding factors, leaders can make better decisions about which actions truly create value. The article also shows how tools like causal modeling can combine conceptual clarity with rigorous analysis, helping organizations design strategies that are both evidence-based and trustworthy.
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