{"title":"创新政策不确定性的阴暗面","authors":"Kenneth (Wei) Wang , Cassie (Xiaoqian) Zhong","doi":"10.1016/j.frl.2025.108066","DOIUrl":null,"url":null,"abstract":"<div><div>Using a state-of-the-art large language model, we construct an innovation policy index from public policy statements and measure the uncertainty surrounding innovation-related policy. Our theoretical model, framed in the real option framework, reveals that policy uncertainty has a dual effect on innovation in the presence of moral hazard: it encourages project initiation but also increases the likelihood of project exit through bankruptcy or premature abandonment. Furthermore, we identify a novel adverse selection mechanism, whereby more capable innovators may be more likely to abandon projects if their outside options are sufficiently valuable. Empirically, we find that regions with higher policy uncertainty and lower emphasis on innovation exhibit significantly reduced patenting activity.</div></div>","PeriodicalId":12167,"journal":{"name":"Finance Research Letters","volume":"85 ","pages":"Article 108066"},"PeriodicalIF":6.9000,"publicationDate":"2025-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The dark side of innovation policy uncertainty\",\"authors\":\"Kenneth (Wei) Wang , Cassie (Xiaoqian) Zhong\",\"doi\":\"10.1016/j.frl.2025.108066\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Using a state-of-the-art large language model, we construct an innovation policy index from public policy statements and measure the uncertainty surrounding innovation-related policy. Our theoretical model, framed in the real option framework, reveals that policy uncertainty has a dual effect on innovation in the presence of moral hazard: it encourages project initiation but also increases the likelihood of project exit through bankruptcy or premature abandonment. Furthermore, we identify a novel adverse selection mechanism, whereby more capable innovators may be more likely to abandon projects if their outside options are sufficiently valuable. Empirically, we find that regions with higher policy uncertainty and lower emphasis on innovation exhibit significantly reduced patenting activity.</div></div>\",\"PeriodicalId\":12167,\"journal\":{\"name\":\"Finance Research Letters\",\"volume\":\"85 \",\"pages\":\"Article 108066\"},\"PeriodicalIF\":6.9000,\"publicationDate\":\"2025-08-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Finance Research Letters\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1544612325013248\",\"RegionNum\":2,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Finance Research Letters","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1544612325013248","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
Using a state-of-the-art large language model, we construct an innovation policy index from public policy statements and measure the uncertainty surrounding innovation-related policy. Our theoretical model, framed in the real option framework, reveals that policy uncertainty has a dual effect on innovation in the presence of moral hazard: it encourages project initiation but also increases the likelihood of project exit through bankruptcy or premature abandonment. Furthermore, we identify a novel adverse selection mechanism, whereby more capable innovators may be more likely to abandon projects if their outside options are sufficiently valuable. Empirically, we find that regions with higher policy uncertainty and lower emphasis on innovation exhibit significantly reduced patenting activity.
期刊介绍:
Finance Research Letters welcomes submissions across all areas of finance, aiming for rapid publication of significant new findings. The journal particularly encourages papers that provide insight into the replicability of established results, examine the cross-national applicability of previous findings, challenge existing methodologies, or demonstrate methodological contingencies.
Papers are invited in the following areas:
Actuarial studies
Alternative investments
Asset Pricing
Bankruptcy and liquidation
Banks and other Depository Institutions
Behavioral and experimental finance
Bibliometric and Scientometric studies of finance
Capital budgeting and corporate investment
Capital markets and accounting
Capital structure and payout policy
Commodities
Contagion, crises and interdependence
Corporate governance
Credit and fixed income markets and instruments
Derivatives
Emerging markets
Energy Finance and Energy Markets
Financial Econometrics
Financial History
Financial intermediation and money markets
Financial markets and marketplaces
Financial Mathematics and Econophysics
Financial Regulation and Law
Forecasting
Frontier market studies
International Finance
Market efficiency, event studies
Mergers, acquisitions and the market for corporate control
Micro Finance Institutions
Microstructure
Non-bank Financial Institutions
Personal Finance
Portfolio choice and investing
Real estate finance and investing
Risk
SME, Family and Entrepreneurial Finance