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The Polaris2025 Seshat Data Release: An Expanded Dataset for Cliodynamic Research
This report describes the current canonical dataset named Polaris2025, a subset of Seshat: Global History Databank data. This dataset focuses on a well-curated list of polities and variables that have been already used in publications or will be…
The Uniquely Powerful Impact of Explicit, Blatant Dehumanization on Support for Intergroup Violence
To effectively address support for intergroup violence, we must understand the psychology promoting it. Dehumanization—the explicit and blatant denial of an outgroup’s humanity—is widely considered one such promoter, which has informed…
Two-Sided Flexibility in Platforms
Flexibility is a cornerstone of operations management, crucial to hedge stochasticity in product demands, service requirements, and resource allocation. In two-sided platforms, flexibility is also two-sided and can be viewed as the compatibility…
Unconscious Mental Content in Implicit Evaluation: Evidence From Misprediction
The tide is turning against a major idea in social psychology: that implicit evaluations reflect mental content that lies beyond conscious awareness. This view is being reconsidered in light of mounting evidence that people can predict their own…
Understanding Financial Advisor Misconduct
Households rely on financial advisors to make investment and savings decisions. Despite their importance, there have long been concerns that financial advisors are prone to misconduct, and research has shown that these concerns are not unfounded…
Understanding the belief-behavior gap: Insights from attitudes research
Belief change does not always lead to behavior change. This belief–behavior gap has received considerable attention, particularly in the context of misinformation. We expand upon ideas in the literature by offering additional insight derived from…
Human and Intellectual Capital Spending Efficiency and Efficacy: Evidence from U.S. Universities
We analyze the efficiency and efficacy of human and intellectual capital investment to better understand the effects of social investment. Existing literature in the corporate setting lacks analysis on the impact of human and intellectual capital…
Superhumanization as Social Creativity: Positive Exemplars and Cultural Appropriation Concerns Shape Identity Management
Why, when, and to whom do we attribute superhuman characteristics? Seven studies establish the positivity of superhumanization, show that Black Americans superhumanize their ingroup more than White Americans, and find that exposure to media…
A Unified Theory of Delegated Capital Management
We develop a unified theory of delegated capital management by extending the paradigm of Berk and Green (2004) from mutual funds to alternative assets. With competitive markets and rational investors, we derive the optimal contract and account…
A Dynamic Model of the Racial Wealth Gap
What explains wealth and portfolio differences between Black and White Americans? We find that disparities in economic factors explain portfolios well, but only partly explain the wealth gap. In a dynamic setting, economic factors often change…
Redesigning VolunteerMatch’s Search Algorithm: Toward More Equitable Access to Volunteers
In collaboration with VolunteerMatch (VM)—the world’s largest online platform for connecting volunteers with volunteering opportunities—we designed and implemented a new display ranking algorithm. VM’s original ranking algorithm was intended to…
Scaling Clinician-Grade Feature Generation from Clinical Notes with Multi-Agent Language Models
Developing accurate clinical prediction models is often bottlenecked by the difficulty of generating meaningful predictive features from unstructured data. While electronic health records (EHRs) contain rich narrative information, extracting a…
EchoGraph System for Automated Quality Assessment of Echocardiography Reports
Generative AI needs automatic clinical text accuracy metrics, but none exist for echocardiography. To address this, we developed EchoGraph, a BERT-based model trained on 600 densely annotated echocardiography reports from the Mayo Clinic (2017),…
The Information Content of Operational Effectiveness
We address whether and why a firm’s operational effectiveness, OpEff, has information content for investors and what role that information plays in the price discovery process at quarterly earnings announcements. We measure OpEff using the cash…
Exploring the Role of Health in Corporate Reporting: A Natural Language Processing (NLP)-Assisted Analysis of Corporate Proxy Statements
Technology has an increasing influence over consumer lifestyles and behaviors that contribute to the rising prevalence of chronic disease. An opportunity therefore exists for consumer technology companies to use their outsized influence on…
Organizational Theory for Hospital Interventions
This case study uses a hospital family safety reporting intervention, coproduced with key partners, with the aim to garner lessons for developing complex, hospital-based interventions. Health equity, communication science, health literacy, and…
Profitable Misconduct, Corporate Governance, and Law Enforcement
This paper analyzes interactions between corporate governance and law enforcement practices, focusing on cases where deterrence is weak and harmful misconduct is profitable. We show how managerial compensation contracts, including stock-based…
Patent Privateering
In a patent privateering strategy, firms sell patents to a non-practicing entity (NPE) with the expectation that the NPE sues the seller’s rivals for patent infringement. We examine whether firms under competitive pressure and facing barriers to…
Optimal Redistribution via Income Taxation and Market Design
Policymakers often distort goods markets to effect redistribution—for example, via price controls, differential taxation, or in-kind transfers. We investigate the optimality of such policies alongside the (optimally-designed) income tax. In our…
2025 Survey of Investors, Retirement Savings, and ESG
In fall 2025, Stanford Graduate School of Business and the Governance of Organizations Working Group at the Hoover Institution at Stanford University hired Prolific to conduct a nationwide survey of 2,653 individual investors — broadly…