Making business model decisions like scientists: Strategic commitment, uncertainty, and economic performance
Level 2 - randomized trial
Level 2 by design analogy (randomized field experiment in management, not clinical CEBM)
OpenAlex W4400516011 · doi:10.1002/smj.3636
What was done
A randomized field experiment was conducted with 261 entrepreneurs to examine how business model development moderates the impact of scientific decision-making on performance. Treated entrepreneurs learned to apply a scientific approach to decision-making, while an active control group received comparable training content without the scientific approach.
What was found
The abstract reports no numerical values, exact effect sizes, or confidence intervals. Directionally, the effect of scientific decision-making depended on baseline business model development: - Treated entrepreneurs with higher degrees of business model development elaborated lower-level choices and achieved superior economic performance compared to controls. - Treated entrepreneurs with lower levels of business model development reevaluated fundamental assumptions, resulting in increased epistemic uncertainty and less favorable short-term economic outcomes compared to controls.
Why it matters
This study shows that scientific decision-making training does not benefit all ventures equally in the short term. Its value is contingent on strategic maturity, as early-stage founders may face immediate performance penalties from foundational strategic disruption.
Limits
The abstract provides no numerical data, effect sizes, statistical significance values, or duration of follow-up. Long-term performance effects were not reported, and the specific geographical and industry composition of the 261 entrepreneurs is not described.
Cited by
- supports In a study where businesses were randomized to different market research trainings, companies trained in the scientific method to test specific hypotheses pivoted more often and were significantly more likely to succeed and generate revenue.