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Human bias in AI models? Anchoring effects and mitigation strategies in large language models 人工智能模型中的人类偏见?大型语言模型中的锚定效应和缓解策略
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-09-01 DOI: 10.1016/j.jbef.2024.100971
Jeremy K. Nguyen

This study builds on the seminal work of Tversky and Kahneman (1974), exploring the presence and extent of anchoring bias in forecasts generated by four Large Language Models (LLMs): GPT-4, Claude 2, Gemini Pro and GPT-3.5. In contrast to recent findings of advanced reasoning capabilities in LLMs, our randomised controlled trials reveal the presence of anchoring bias across all models: forecasts are significantly influenced by prior mention of high or low values. We examine two mitigation prompting strategies, ‘Chain of Thought’ and ‘ignore previous’, finding limited and varying degrees of effectiveness. Our results extend the anchoring bias research in finance beyond human decision-making to encompass LLMs, highlighting the importance of deliberate and informed prompting in AI forecasting in both ad hoc LLM use and in crafting few-shot examples.

本研究以 Tversky 和 Kahneman(1974 年)的开创性工作为基础,探讨了由四种大型语言模型(LLM)生成的预测中是否存在锚定偏差以及锚定偏差的程度:GPT-4、Claude 2、Gemini Pro 和 GPT-3.5。与最近关于 LLM 高级推理能力的研究结果相反,我们的随机对照试验揭示了所有模型都存在锚定偏差:预测会受到之前提到的高值或低值的显著影响。我们对 "思维链 "和 "忽略先前 "这两种缓解提示策略进行了研究,发现这两种策略的效果有限,而且程度不一。我们的研究结果将金融领域的锚定偏差研究从人类决策扩展到了 LLM,强调了在人工智能预测中,无论是在临时使用 LLM 还是在精心制作少数几个实例时,深思熟虑和知情提示的重要性。
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引用次数: 0
Short-term market reactions to ESG ratings disclosures: An event study in the Chinese stock market 市场对ESG评级披露的短期反应:中国股市事件研究
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-09-01 DOI: 10.1016/j.jbef.2024.100975
Zhang-Hangjian Chen , JingWen Kang , Kees G. Koedijk , Xiang Gao , ZhenHua Gu

This paper evaluates how Chinese stocks respond to the onboarding of China-focused ESG scores on the Bloomberg Professional Terminal in the short term. By utilizing the event study approach, we find that the top 10 % of ESG-rated stocks react significantly positively to the onboarding event, whereas the bottom 10 % of ESG-rated stocks experience significant and negative cumulative average abnormal returns. Moreover, this effect is asymmetric in that the negative returns have a greater and more prominent magnitude than the positive returns. By comparing the cross-sectional data results before and after the rating event, we propose several channels through which these effects may function. The findings of this study also have economic and policy implications for investors and policy-makers.

本文评估了中国股票如何在短期内对彭博专业终端上的中国ESG评分做出反应。通过使用事件研究法,我们发现ESG评级前10%的股票对入市事件的反应显著为正,而ESG评级后10%的股票的累计平均异常收益率显著为负。此外,这种效应是不对称的,因为负回报的幅度比正回报的幅度更大、更突出。通过比较评级事件前后的横截面数据结果,我们提出了这些效应可能发挥作用的几种渠道。本研究的结论对投资者和政策制定者也有经济和政策方面的影响。
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引用次数: 0
Financial literacy and investment behavior of individuals in Pakistan: Evidence from an Environment prone to religious sentiment 巴基斯坦个人的金融知识和投资行为:来自易受宗教情绪影响环境的证据
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-31 DOI: 10.1016/j.jbef.2024.100974
Sobia Shafaq Shah , Fiza Qureshi , Farzana Akmal Memon , Md Hamid Uddin

We explore the relationship dynamics between individual’s financial literacy and objective-oriented investment behaviour (OOIB) using the survey data from 686 investors in Pakistan. Drawing impetus from the social cognitive theory, we find that financial literacy significantly influences OOIB, which is subject to the individual’s belief in his/her capacity to manage their own investment portfolio (financial self-efficacy). However, we do not find the hypothesized moderating effect of financial risk attitude on the nexus between financial self-efficacy and OOIB. Our research indicates that factors such as gender, age, education, occupation, income level, and investment experience have a considerable impact on individual's confidence and risk-taking propensity in achieving financial goals. These findings provide valuable insights for policymakers and government bodies aiming to address financial concerns and develop prudent investment policies in an environment influenced by religious sentiments.

我们利用对巴基斯坦 686 名投资者的调查数据,探讨了个人金融素养与客观投资行为(OOIB)之间的动态关系。在社会认知理论的推动下,我们发现金融知识对客观投资行为有显著影响,而这取决于个人对自己管理投资组合能力的信念(金融自我效能)。然而,我们没有发现金融风险态度对金融自我效能感和 OOIB 之间关系的假设调节作用。我们的研究表明,性别、年龄、教育程度、职业、收入水平和投资经验等因素对个人实现财务目标的信心和风险承担倾向有相当大的影响。这些研究结果为政策制定者和政府机构在受宗教情绪影响的环境中解决财务问题和制定谨慎的投资政策提供了宝贵的见解。
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引用次数: 0
Survey-based measures of risk attitudes and portfolio risk: Evidence from pension participants 基于调查的风险态度和投资组合风险测量方法:养老金参与者的证据
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-28 DOI: 10.1016/j.jbef.2024.100973
Tolga U. Kuzubaş, Burak Saltoğlu

We use a unique dataset of pension participants in Turkey to evaluate the effectiveness of a risk questionnaire developed by the regulatory authority. Our analysis includes a reliability assessment (Cronbach’s α=0.73) and a factor analysis that reveals two latent constructs: risk attitude and financial situation/literacy. Although both factors show a significant positive relationship with participants’ portfolio risk, the overall explanatory power remains low, with an R2 of 0.134. Comparing these factors in terms of their contribution to predictive validity, we demonstrate that the risk attitude factor—formed from questions directly addressing financial risk-taking—exhibits significantly greater predictive power than the financial situation/literacy factor, which pertains to questions about the financial situation and self-assessed financial literacy. Our results imply that demographic factors like gender, education level, marital status, and age show weak predictive power for portfolio risk, suggesting that observed behavior in risky choices is more influenced by domain-specific attitudes.

我们利用土耳其养老金参与者的独特数据集来评估监管机构制定的风险问卷的有效性。我们的分析包括可靠性评估(Cronbach's α=0.73)和因子分析,后者揭示了两个潜在的结构:风险态度和财务状况/财务知识。虽然这两个因子与参与者的投资组合风险呈显著正相关,但总体解释力仍然较低,R2 为 0.134。通过比较这两个因子对预测有效性的贡献,我们发现风险态度因子(由直接涉及财务风险承担的问题形成)的预测能力明显高于财务状况/财务素养因子(与财务状况和自我评估的财务素养相关的问题)。我们的结果表明,性别、教育水平、婚姻状况和年龄等人口统计因素对投资组合风险的预测能力较弱,这表明观察到的风险选择行为更多地受到特定领域态度的影响。
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引用次数: 0
When enough is enough: The impact of combined graphical impression management on financial judgement 当 "够了 "就是 "够了":综合图形印象管理对财务判断的影响
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-26 DOI: 10.1016/j.jbef.2024.100969
Ricardo Lopes Cardoso , Rodrigo de Oliveira Leite , Armando Balloni , Thiago Richter Fonseca

The literature on impression management has identified three main types of graph manipulation: presentation enhancement, selectivity, and distortion. Nevertheless, no paper has analyzed the combined impact of all three techniques. Through an experiment involving 1701 certified public accountants, participants were exposed to graphs featuring all three manipulation techniques using distinct colors (blue, black, and red), all juxtaposed against graphs with no manipulation or a singular manipulation type. Our results show that selectivity alone has the same impact as distortion, selectivity, and presentation enhancement combined. Additional results demonstrate that the choice of color (blue versus red) in presentation enhancement, when combined with measurement distortion and selectivity, impact participants' perception differently. However, this effect is not observed when colorblind professionals are included.

关于印象管理的文献已经确定了三种主要的图表处理方式:增强呈现、选择性和扭曲。然而,还没有一篇论文分析过这三种手法的综合影响。通过一项涉及 1701 名注册会计师的实验,参与者接触到了使用三种不同颜色(蓝色、黑色和红色)的图形操纵技术,并将它们与没有操纵或只有一种操纵类型的图形并列。我们的结果表明,单独的选择性与扭曲、选择性和呈现增强的综合影响相同。其他结果表明,当测量失真和选择性相结合时,呈现增强中的颜色选择(蓝色与红色)会对参与者的感知产生不同的影响。然而,如果将色盲专业人员包括在内,则无法观察到这种影响。
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引用次数: 0
The confusion of taste and consumption: Evidence from a stated-choice experiment 口味与消费的混淆:来自陈述选择实验的证据
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-22 DOI: 10.1016/j.jbef.2024.100964
Philipp Kleffel, Matthias Muck

In this paper, we conduct a stated-choice experiment with German retail investors to examine how labeling sustainability information as financially material or immaterial influences investment decisions. Results reveal a strong non-pecuniary preference for sustainability. However, emotional affect leads some investors to erroneously project sustainability information onto firms’ financial performance, regardless of financial materiality. When poor sustainability ratings are labeled as financially material, investors demand further an additional return premium, indicating a misinterpretation of these labels as financial indicators. This bias is particularly evident among investors who incorporate sustainability for pecuniary reasons in the experiment but do not use such information in real-life investing. Our findings suggest that while sustainability labels can guide investor behavior, they also risk distorting financial expectations. This underscores the need for careful design in sustainability disclosure practices and better investor education on the implications of sustainability information.

在本文中,我们以德国散户投资者为对象进行了一项陈述选择实验,研究将可持续发展信息标注为财务上重要或不重要如何影响投资决策。结果显示,投资者对可持续发展具有强烈的非金钱偏好。然而,情感因素会导致一些投资者错误地将可持续发展信息投射到企业的财务业绩上,而不管财务是否重要。当差的可持续发展评级被贴上财务重要性的标签时,投资者会进一步要求额外的回报溢价,这表明他们将这些标签误解为财务指标。这种偏差在投资者中尤为明显,因为他们在实验中出于经济原因将可持续发展纳入考虑范围,但在实际投资中并不使用此类信息。我们的研究结果表明,虽然可持续发展标签可以引导投资者的行为,但它们也有扭曲财务预期的风险。这凸显了在可持续发展信息披露实践中精心设计的必要性,以及就可持续发展信息的影响开展更好的投资者教育的必要性。
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引用次数: 0
Complex non-linear relationship between conventional and green bonds: Insights amidst COVID-19 and the RU–UA conflict 传统债券与绿色债券之间复杂的非线性关系:在 COVID-19 和 RU-UA 冲突中的启示
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-08 DOI: 10.1016/j.jbef.2024.100966
Milena Kojić , Petar Mitić , Stephan Schlüter , Slobodan Rakić

In times of crisis, such as global pandemics or conflicts, investors’ preference between green and conventional bonds may lean towards the latter due to increased risk aversion and a focus on short-term stability. However, some investors motivated by increased awareness of sustainability issues may maintain or increase their allocation to green bonds, seeing them as an opportunity for long-term resilience and sustainable investing. We use multifractal detrended cross-correlation analysis, wavelet coherence, and copula-based dependence analysis to examine the complex relationship between the S&P Green Bond Index and the S&P 500 Bond Index. The results indicate the presence of multifractal cross-correlations, the strength of which is most pronounced in times of crisis, especially in the post-COVID-19 period. The wavelet-based analysis also detects the COVID-19 break and shows significant interdependence at all frequency levels after the RU–UA conflict. The copula-based correlation values exhibit a distinct oscillating pattern over time, characterized by an initial break coinciding with the impact of COVID-19. In light of these findings on the impact of COVID-19 and the RU–UA conflict, we have included the Geopolitical Risk Index in our analysis to better understand how geopolitical tensions and conflicts influence the observed interdependence and to gain insight into how changes in the global risk environment affect both bond market dynamics. Overall, the results of this study provide insights into the interconnectedness between conventional and green bond markets and highlight potential spillover effects and systemic risks in an increasingly complex financial landscape.

在危机时期,如全球大流行病或冲突时期,投资者在绿色债券和传统债券之间的偏好可能会倾向于后者,原因是投资者的风险规避意识增强,注重短期稳定。然而,一些投资者由于对可持续发展问题的认识提高,可能会保持或增加对绿色债券的配置,将其视为长期抗风险和可持续投资的机会。我们使用多分形去趋势交叉相关分析、小波相干性和基于协整的依赖性分析来研究 S&P 绿色债券指数和 S&P 500 债券指数之间的复杂关系。结果表明存在多分形交叉相关性,其强度在危机时期最为明显,尤其是在后 COVID-19 时期。基于小波的分析也检测到了 COVID-19 的断裂,并显示在 RU-UA 冲突后的所有频率水平上都存在显著的相互依存关系。基于 copula 的相关值随着时间的推移呈现出明显的振荡模式,其特点是最初的断裂与 COVID-19 的影响相吻合。鉴于这些关于 COVID-19 和非盟冲突影响的研究结果,我们将地缘政治风险指数纳入了我们的分析,以更好地理解地缘政治紧张局势和冲突如何影响观察到的相互依存关系,并深入了解全球风险环境的变化如何影响这两个债券市场的动态。总之,本研究的结果为传统债券市场和绿色债券市场之间的相互联系提供了见解,并凸显了在日益复杂的金融环境中潜在的溢出效应和系统性风险。
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引用次数: 0
Environmental spillovers and local agglomeration: Evidence from large plant openings 环境溢出效应与地方集聚:大型工厂开放的证据
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-06 DOI: 10.1016/j.jbef.2024.100968
Taehyun Kim , Yaeji Lim

This paper investigates the impact of agglomeration on the spillover effects of corporate environmental performance by exploiting quasi-natural experiments involving Million Dollar Plant (MDP) openings. Analyzing plant-level toxic emissions and pollution prevention data from the U.S., we find that large MDP openings prompt neighboring incumbent plants to emit more toxic chemicals compared to those from facilities in runner-up counties. Neighboring plants in winning counties also reduce their pollution control measures. Prior to the MDP events, we observe comparable trends in pollution emissions and balanced sample characteristics. Furthermore, the increase in toxic emissions is more pronounced in regions with lenient environmental regulations. The findings suggest that increased financial constraints, due to higher production costs from local agglomeration, may drive these negative environmental externalities.

本文利用百万美元工厂(MDP)开业的准自然实验,研究了集聚对企业环境绩效溢出效应的影响。通过分析美国工厂层面的有毒物质排放和污染防治数据,我们发现,与亚军县的工厂相比,大型 MDP 的开业会促使邻近的现有工厂排放更多的有毒化学品。获胜县的邻近工厂也会减少污染控制措施。在 MDP 事件之前,我们观察到污染排放的相似趋势和均衡的样本特征。此外,在环境法规宽松的地区,有毒物质排放量的增加更为明显。研究结果表明,由于地方集聚导致生产成本升高,财政约束的增加可能会推动这些负面环境外部性的产生。
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引用次数: 0
The interplay of CSR, stakeholder interest management, capital budgeting, and firm performance 企业社会责任、利益相关者利益管理、资本预算与企业绩效的相互作用
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-03 DOI: 10.1016/j.jbef.2024.100967
Ahmed Imran Hunjra , Murugesh Arunachalam , Peter Verhoeven , Sisira Colombage , Elie Bouri

This study examines the perspectives of corporate managers regarding corporate social responsibility (CSR), stakeholder interest management, firm performance, and their preferences in capital budgeting. It uses structural equation modelling (SEM) to test hypotheses. The analysis shows that capital budgeting serves as a mediator, diminishing the direct relationship between CSR and firm performance, and between the management of stakeholder interests and firm performance. The findings indicate that instrumental motives guide corporate managers in their capital budgeting decisions. The paper challenges perspectives that disproportionately emphasize the benevolent and moral dimensions of CSR, highlighting the significance of stakeholder interest management as a credible and essential business practice.

本研究探讨了企业管理者对企业社会责任(CSR)、利益相关者利益管理、企业绩效的看法,以及他们在资本预算方面的偏好。研究采用结构方程模型(SEM)来检验假设。分析表明,资本预算作为一种中介,削弱了企业社会责任与公司业绩之间以及利益相关者利益管理与公司业绩之间的直接关系。研究结果表明,工具性动机引导企业管理者做出资本预算决策。本文对过分强调企业社会责任的仁慈和道德层面的观点提出了质疑,强调了利益相关者利益管理作为一种可信和必要的商业实践的重要性。
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引用次数: 0
Early-life epidemic experience and CSR 早期流行病经历与企业社会责任
IF 4.3 2区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2024-08-02 DOI: 10.1016/j.jbef.2024.100965
Xiaogang He, Yangyang Qi

This study examines the link between the chairperson’s early-life epidemic experience and corporate social responsibility (CSR). Using Chinese A-share listed firms over the time period of 2010–2020, our findings indicate that (1) the chairperson’s early-life epidemic experience contributes significantly and positively to CSR, as evidenced by elevated levels of both internal CSR and external CSR. In a difference-in-differences setting using firms that undergo chairperson changes, we find that there are significant increases in overall CSR, internal CSR, and external CSR after the firm was taken over by chairpersons with higher level of early-life epidemic experience. The relationship between the chairperson’s early-life epidemic experience and CSR remains robust after a series of robustness checks. (2) the downside risk positively moderates the relationship between the chairperson’s early-life epidemic experience and CSR. (3) The results of the heterogeneity analysis indicate that the promotional effect of the chairperson’s early-life epidemic experience on CSR is notably significant for chairperson with longer tenure, and there is no significant difference in the impact of the medical resource level of the chairperson’s birthplace on the aforementioned relationship. These findings shed light on the crucial role of chairpersons’ past experiences, such as early-life epidemic exposure, in shaping CSR practices.

本研究探讨了董事长早年的流行病经历与企业社会责任(CSR)之间的联系。以 2010-2020 年期间的中国 A 股上市公司为研究对象,我们的研究结果表明:(1) 董事长早年的流行病经历对企业社会责任有显著的积极影响,这体现在内部企业社会责任和外部企业社会责任水平的提高上。在以经历过董事长变更的公司为研究对象的差分模型中,我们发现,在由早期流行病经历较多的董事长接手公司后,公司的整体企业社会责任、内部企业社会责任和外部企业社会责任都有显著提高。经过一系列稳健性检验,董事长的早期流行病经历与企业社会责任之间的关系依然稳健。(2)下行风险正向调节了董事长早期流行病经历与企业社会责任之间的关系。(3)异质性分析结果表明,主席早期流行病经历对企业社会责任的促进作用对任期较长的主席显著,主席出生地的医疗资源水平对上述关系的影响没有显著差异。这些发现揭示了主席过去的经历(如早年的流行病经历)在塑造企业社会责任实践中的关键作用。
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引用次数: 0
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Journal of Behavioral and Experimental Finance
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