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Kahneman & Tversky's $\textit{prospect theory}$ tells us that humans perceive random variables in a biased but well-defined manner (1992); for example, humans are famously loss-averse. We show that objectives for aligning LLMs with human…

机器学习 · 计算机科学 2024-11-20 Kawin Ethayarajh , Winnie Xu , Niklas Muennighoff , Dan Jurafsky , Douwe Kiela

This paper explores how theories of the planning fallacy and the outside view may be used to conduct quality control and due diligence in project management. First, a much-neglected issue in project management is identified, namely that the…

综合金融 · 定量金融 2013-03-21 Bent Flyvbjerg

This paper asks and answers the question of whether Kahneman's planning fallacy or Hirschman's Hiding Hand best explain performance in capital investment projects. I agree with my critics that the Hiding Hand exists, i.e., sometimes benefit…

经济学 · 定量金融 2018-02-28 Bent Flyvbjerg

Decisions in organizations are about evaluating alternatives and choosing the one that would best serve organizational goals. To the extent that the evaluation of alternatives could be formulated as a predictive task with appropriate…

人机交互 · 计算机科学 2022-06-30 Charles Wan , Rodrigo Belo , Leid Zejnilović

Encouraged by decision makers' appetite for future information on topics ranging from elections to pandemics, and enabled by the explosion of data and computational methods, model based forecasts have garnered increasing influence on a…

应用统计 · 统计学 2022-07-22 Carl Boettiger

Statisticians and data scientists find insights that help lead to better understanding and better outcomes. When clients and managers come to us for help (and even when they don't), we want to share our advice. While we should be free to…

统计方法学 · 统计学 2023-06-19 Joel Atkins

The paper explores "uniqueness bias," a behavioral bias defined as the tendency of planners and managers to see their decisions as singular. For the first time, uniqueness bias is correlated with forecasting accuracy and performance in…

综合经济学 · 经济学 2024-08-16 Bent Flyvbjerg , Alexander Budzier , M. D. Christodoulou , M. Zottoli

Large language models (LLMs) have exhibited remarkable reasoning and planning capabilities. Most prior work in this area has used LLMs to reason through steps from an initial to a goal state or criterion, thereby effectively reasoning in a…

人工智能 · 计算机科学 2024-11-05 Allen Z. Ren , Brian Ichter , Anirudha Majumdar

Judgment of risk is key to decision-making under uncertainty. As Daniel Kahneman and Amos Tversky famously discovered, humans do so in a distinctive way that departs from mathematical rationalism. Specifically, they demonstrated…

人工智能 · 计算机科学 2025-08-05 Kenneth Payne

We empirically analyze a large sample of firm sales growth expectations. We find that the relationship between forecast errors and lagged revision is non-linear. Forecasters underreact to typical (positive or negative) news about future…

统计金融 · 定量金融 2022-10-20 Eugene Larsen-Hallock , Adam Rej , David Thesmar

This paper develops a model of reference-dependent assessment of subjective beliefs in which loss-averse people optimally choose the expectation as the reference point to balance the current felicity from the optimistic anticipation and the…

综合金融 · 定量金融 2013-10-14 Si Chen

Systematically biased forecasts are typically interpreted as evidence of forecasters' irrationality and/or asymmetric loss. In this paper we propose an alternative explanation: when forecasts inform policy decisions, and the resulting…

理论经济学 · 经济学 2026-04-24 Robert P. Lieli , Augusto Nieto-Barthaburu

This research explores how human-defined goals influence the behavior of Large Language Models (LLMs) through purpose-conditioned cognition. Using financial prediction tasks, we show that revealing the downstream use (e.g., predicting stock…

综合金融 · 定量金融 2026-05-07 Sean Cao , Wei Jiang , Hui Xu

A major source of risk in project management is inaccurate forecasts of project costs, demand, and other impacts. The paper presents a promising new approach to mitigating such risk, based on theories of decision making under uncertainty…

综合金融 · 定量金融 2013-02-18 Bent Flyvbjerg

We identify and document a new principle of economic behavior: the principle of the Malevolent Hiding Hand. In a famous discussion, Albert Hirschman celebrated the Hiding Hand, which he saw as a benevolent mechanism by which unrealistically…

经济学 · 定量金融 2017-03-29 Bent Flyvbjerg , Cass R. Sunstein

I study the behavior and the performance of the long-term forecasts issued by financial analysts with respect to the Extrapolation Hypothesis. That hypothesis states that investors, extrapolating from the firms' recent performances, are too…

综合金融 · 定量金融 2014-06-09 Vasileios Barmpoutis

Recent debates over adults' theory of mind use have been fueled by surprising failures of perspective-taking in communication, suggesting that perspective-taking can be relatively effortful. How, then, should speakers and listeners allocate…

计算与语言 · 计算机科学 2020-05-13 Robert D. Hawkins , Hyowon Gweon , Noah D. Goodman

There has been a growing interest in off-policy evaluation in the literature such as recommender systems and personalized medicine. We have so far seen significant progress in developing estimators aimed at accurately estimating the…

机器学习 · 计算机科学 2024-04-24 Yuta Saito , Masahiro Nomura

We develop a statistical test to detect lookahead bias in economic forecasts generated by large language models (LLMs). Using state-of-the-art pre-training data detection techniques, we estimate the likelihood that a given prompt appeared…

综合金融 · 定量金融 2026-01-01 Zhenyu Gao , Wenxi Jiang , Yutong Yan

I model a rational agent who experiences endogenous deadline pressure in the face of a fixed future deadline. The agent holds a resource stock, and opportunities to spend resources arise randomly according to a Poisson process. When the…

理论经济学 · 经济学 2025-09-10 Conrad Kosowsky
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