Generative artificial intelligence and evaluating strategic decisions

生成语法 人工智能 战略规划 业务 计算机科学 管理科学 机器学习 过程管理 经济 营销
作者
Anil R. Doshi,J. Jason Bell,Emil Mirzayev,Bart Vanneste
出处
期刊:Strategic Management Journal [Wiley]
卷期号:46 (3): 583-610 被引量:111
标识
DOI:10.1002/smj.3677
摘要

Abstract Research Summary Strategic decisions are uncertain and often irreversible. Hence, predicting the value of alternatives is important for strategic decision making. We investigate the use of generative artificial intelligence (AI) in evaluating strategic alternatives using business models generated by AI (study 1) or submitted to a competition (study 2). Each study uses a sample of 60 business models and examines agreement in business model rankings made by large language models (LLMs) and those by human experts. We consider multiple LLMs, assumed LLM roles, and prompts. We find that generative AI often produces evaluations that are inconsistent and biased. However, when aggregating evaluations, AI rankings tend to resemble those of human experts. This study highlights the value of generative AI in strategic decision making by providing predictions. Managerial Summary Managers are seeking to create value by integrating generative AI into their organizations. We show how managers can use generative AI to help evaluate strategic decisions. Generative AI's single evaluations are often inconsistent or biased. However, if managers aggregate many evaluations across LLMs, prompts, or roles, the results show that the resulting evaluations tend to resemble those of human experts. This approach allows managers to obtain insight on strategic decisions across a variety of domains with relatively low investments in time or resources, which can be combined with human inputs.
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