预测(人工智能)
新产品开发
高科技
创业
产品(数学)
业务
企业管理
营销
财务
计算机科学
政治学
工商管理
人工智能
几何学
数学
法学
作者
Yida Tao,Xiaoyu Yu,Mathew Hughes
出处
期刊:Entrepreneurship Research Journal
[De Gruyter]
日期:2025-09-17
标识
DOI:10.1515/erj-2024-0550
摘要
Abstract New product development (NPD) project failure, a common occurrence for high-tech firms, serves as an important source of learning and breeds future success, thereby prompting scholars to investigate the mechanisms of learning from NPD project failure. Studies has revealed the cognitive and emotional mechanisms underlying learning, and has investigated the role of post-failure factors in affecting these mechanisms; However, the influence of pre-failure factors is under-developed. Drawing upon the risk-as-feelings perspective, our study fills this gap by investigating one crucial pre-failure factor – risk anticipation. Our study categorizes risk anticipation into the likelihood anticipation and the magnitude anticipation, and hypothesizes that these two dimensions of risk anticipation affect learning from project failure distinctively. Based on two-wave data collected from 232 project managers in high-tech firms, we find likelihood anticipation positively affects learning from project failure primarily through a cognitive mechanism, as indicated by a positive mediation effect of decision-making comprehensiveness. In contrast, magnitude anticipation negatively affects learning from project failure primarily through an emotional mechanism, as indicated by a negative mediation effect of decision-making comprehensiveness. We shed light on the risk management practices for NPD project in high-tech firms, and offers insights into the post-project learning that breeds future NPD project success.
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