A Scientific Approach to Entrepreneurial Decision Making: Evidence from a Randomized Control Trial

可能性 启发式 创业 控制(管理) 治疗组和对照组 营销 经济 计算机科学 业务 统计 管理 数学 机器学习 逻辑回归 财务 操作系统
作者
Arnaldo Camuffo,Alessandro Cordova,Alfonso Gambardella,Chiara Spina
出处
期刊:Management Science [Institute for Operations Research and the Management Sciences]
卷期号:66 (2): 564-586 被引量:418
标识
DOI:10.1287/mnsc.2018.3249
摘要

A classical approach to collecting and elaborating information to make entrepreneurial decisions combines search heuristics, such as trial and error, effectuation, and confirmatory search. This paper develops a framework for exploring the implications of a more scientific approach to entrepreneurial decision making. The panel sample of our randomized control trial includes 116 Italian startups and 16 data points over a period of about one year. Both the treatment and control groups receive 10 sessions of general training on how to obtain feedback from the market and gauge the feasibility of their idea. We teach the treated startups to develop frameworks for predicting the performance of their idea and conduct rigorous tests of their hypotheses, very much as scientists do in their research. We let the firms in the control group instead follow their intuitions about how to assess their idea, which has typically produced fairly standard search heuristics. We find that entrepreneurs who behave like scientists perform better, are more likely to pivot to a different idea, and are not more likely to drop out than the control group in the early stages of the startup. These results are consistent with the main prediction of our theory: a scientific approach improves precision—it reduces the odds of pursuing projects with false positive returns and increases the odds of pursuing projects with false negative returns. This paper was accepted by Marie Thursby, entrepreneurship and innovation.
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