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The Latest Research on International Trade

This list includes a selection of the latest research on International Trade posted to SSRN in 2025.
- The Global Economic Effects of Trump’s 2025 Tariffs by Warwick J. McKibbin (Australian National University), Marcus Noland (Peterson Institute for International Economics), & Geoffrey Shuetrim (McKibbin Software Group Pty Ltd.)
- The Trump Reciprocal Tariff: Design Flaws and Trade Costs by Dan Ciuriak (Centre for International Governance Innovation)
- Economic Impacts of the 2025 Trade Wars by Jianwei Ai (Cornell University), Minghao Li (New Mexico State University), Tieyue Zhang (Cornell University), & Wendong Zhang (Cornell University)
- Blockchain in Trade Finance: Reducing Fraud and Improving Efficiency through Digital Ledger Technology by Pristly Turjo Mazumder (Georgia State University)
- U.S. Tariffs and Stock Prices by Hakan Yilmazkuday (Florida International University)
- Tax Treaties in the Wind by Doron Narotzki (University of Akron)
- Fragmentation and the Future of GVCs by Francesco Paolo Conteduca (Bank of Italy), Michele Mancini (Bank of Italy), Giacomo Romanini (Bank of Italy), Simona Giglioli (Bank of Italy), Alessandro Borin (Bank of Italy), Maria Grazia Attinasi (European Central Bank), Lukas Boeckelmann (European Central Bank), & Baptiste Meunier (European Central Bank)
- Tariffs as a Hidden Tax: Price Pass-Through in Multi-Stage Supply Chains by Maqbool Dada (Johns Hopkins University), Tinglong Dai (Johns Hopkins University), Yunxiang Sun (Johns Hopkins University), & Mariana Socal (Johns Hopkins University)
- Trade Policy and Its Impact on Limited Partnership Commitments in Private Equity by Simon Evenett (International Institute for Management Development), Stefan Morkoetter (University of St. Gallen), Jan Niclas Mueller (University of St. Gallen), & Tobias Schori (University of St. Gallen)
- Canada at Trade War by Dan Ciuriak (Centre for International Governance Innovation)
- The WTO and Its Dispute Settlement System in 2023-2024: Navigating the Crisis, Engaging in Reform, Addressing Trade and Climate Change by Giorgio Sacerdoti (Bocconi University) & Carlo de Stefano (Università Roma Tre)
- Killing the WTO by Katayoon Beshkardana (Morgan State University)
To read more research on international trade, subscribe to SSRN’s International Trade eJournal or view other papers here.
- The Global Economic Effects of Trump’s 2025 Tariffs by Warwick J. McKibbin (Australian National University), Marcus Noland (Peterson Institute for International Economics), & Geoffrey Shuetrim (McKibbin Software Group Pty Ltd.)
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Top Papers on AI in Finance

This list includes the top downloaded papers on AI in Finance posted in Q2 2025. It also includes the Top 5 Organizations that downloaded the research during this period.
1. AI Tools for Actuaries by Mario V. Wuthrich (ETH Zürich), Ronald Richman (insureAI), Benjamin Avanzi (University of Melbourne), Mathias Lindholm (Stockholm University), Marco Maggi (Schweizerische Mobiliar Versicherungsgesellschaft), Michael Mayer (Schweizerische Mobiliar Versicherungsgesellschaft), Jürg Schelldorfer (Swiss Re) & Salvatore Scognamiglio (University of Naples “Parthenope”)
Top Downloading Organizations:
2. Data-driven Hedging with Generative Models by Rama Cont (University of Oxford) & Milena Vuletić (University of Oxford)
Top Downloading Organizations:
3. Breaking (up) News: How Current and Forward-Looking Information Impact US Treasury Yield Dynamics by Matthias Apel (Quoniam Asset Management) & Maximilian Stroh (Quoniam Asset Management)
Top Downloading Organizations:
4. Harnessing Fintech Innovations for Anti-Money Laundering: A Data-Driven Approach by
Pristly Turjo Mazumder (Georgia State University)
Top Downloading Organizations:
5. The Limited Virtue of Complexity in a Noisy World by Álvaro Cartea (University of Oxford), Qi Jin (University of Oxford) & Yuantao Shi (University of Oxford)
Top Downloading Organizations:
6. The Memorization Problem: Can We Trust LLMs’ Economic Forecasts? by Alejandro Lopez-Lira (University of Florida), Yuehua Tang (University of Florida) & Mingyin Zhu (University of Florida)
Top Downloading Organizations:
7. Generative AI and Exchange Rate Predictability by Amin Izadyar (Imperial College London)
Top Downloading Organizations:
8. (Generative) AI in Financial Economics by Hongwei Mo (University of Oxford) & Shumiao Ouyang (University of Oxford)
Top Downloading Organizations:
9. Human + AI in Accounting: Early Evidence from the Field by Jung Ho Choi (Stanford Graduate School of Business) & Chloe Xie (Massachusetts Institute of Technology)
Top Downloading Organizations:
10. Artificial Intelligence and Actor-Specific Decisions by Teppo Felin (University of Oxford), Mari Sako (University of Oxford) & Jessica Hullman (Northwestern University)
Top Downloading Organizations:
To read more about AI in Finance, subscribe to SSRN’s Technology & Investing eJournal or view other papers here.
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Top Papers on AI in Law

This list includes the top downloaded papers on AI in Law posted in Q2 2025. It also includes the Top 5 Organizations that downloaded the research during this period.
1. The European Way. A Blueprint for Reclaiming Our Digital Future by Kai Zenner (European Parliament), Robin Berjon (Supramundane Agency), Cristina Caffarra (University College London), Francesco Bonfiglio (Dynamo), Sebastiano Toffaletti (European DIGITAL SME Alliance), Eline Chivot (European Commission), Dimitar Lilkov (Wilfried Martens Centre for European Studies), Nathan Shepura (European Parliament), Gonçalo Carrilho (University of Lisbon), Pencho Kuzev (Konrad Adenauer Stiftung), Clark Parsons (Innovate Europe Foundation), Felix Styma (iconomy), Claudio Minutillo Turtur (iconomy), Zach Meyers (Centre on Regulation in Europe), Gautam Kamath (European Centre for Development Policy Management), Katja Munoz (DGAP-Deutsche Gesellschaft fuer Auswaerige Politik), Philipp Hacker (European University Viadrina Frankfurt), Andrea G. Rodríguez (Centre for European Policy Studies), Emmanuel Kahembwe (Verband der Elektrotechnik, Elektronik und Informationstechnik), Sebastian Hallensleben (CEN CENELEC), Philip Piatkiewicz (Adra), Miriam Meckel (University of St. Gallen), Léa Steinacker (University of St. Gallen), Carlos Muñoz Ferrandis (Max Planck Institute for Innovation and Competition), Till Klein (AppliedAI Institute for Europe), Frauke Goll (AppliedAI Institute for Europe), Rasmus Rothe (Merantix Capital), Jörg Bienert (German AI Association), Fabian Westerheide, Marian Gläser (German AI Association), Rolf Schwartmann (TH Köln, University of Applied Sciences) & Björn Ommer (Ludwig Maximilian University of Munich)
Top Downloading Organizations:
2. AI as Agency without Intelligence: On Artificial Intelligence as a New Form of Artificial Agency and the Multiple Realisability of Agency Thesis by Luciano Floridi (Yale University)
Top Downloading Organizations:
3. GenAI as an International Lawyer: A Case Study with the Jessup International Law Moot Court by Damien Charlotin (HEC) & Niccolò Ridi (King’s College London)
Top Downloading Organizations:
4. The Governance of Artificial Intelligence in Canada: Findings and Opportunities from a Review of 84 AI Governance Initiatives by Blair Attard-Frost (University of Toronto), Ana Brandusescu (McGill University) & Kelly Lyons (University of Toronto)
Top Downloading Organizations:
5. Introduction to the Foundations and Regulation of Generative AI by Philipp Hacker (European University Viadrina Frankfurt), Andreas Engel (Heidelberg University), Sarah Hammer (The University of Pennsylvania) & Brent Mittelstadt (University of Oxford)
Top Downloading Organizations:
6. LEXam: Benchmarking Legal Reasoning on 340 Law Exams by Yu Fan (ETH Zürich), Jingwei Ni (ETH Zürich), Jakob Merane (ETH Zürich), Etienne Salimbeni (Omnilex), Yang Tian (University of Zurich), Yoan Hermstrüwer (University of Zurich), Yinya Huang (ETH Zürich), Mubashara Akhtar (ETH Zürich), Florian Geering (University of Zurich), Oliver Dreyer (niversity of St. Gallen), Daniel Brunner (Swiss Federal Supreme Court), Markus Leippold (University of Zurich), Mrinmaya Sachan (ETH Zürich), Alexander Stremitzer (ETH Zürich), Christoph Engel (Max Planck Institute for Research on Collective Goods), Elliott Ash (ETH Zürich) & Joel Niklaus (University of Bern)
Top Downloading Organizations:
7. Human Oversight under Article 14 of the EU AI Act by Melanie Fink (Leiden University)
Top Downloading Organizations:
8. Two Futures of AI Regulation under the Trump Administration by Claudio Novelli (Yale University), Akriti Gaur (Yale Law School) & Luciano Floridi (Yale University)
Top Downloading Organizations:
9. Law-Following AI: Designing AI Agents to Obey Human Laws by Cullen O’Keefe (Institute for Law & AI), Ketan Ramakrishnan (Yale Law School), Janna Tay (Institute for Law & AI) & Christoph Winter (University of Cambridge)
Top Downloading Organizations:
10. Artificial Intelligence and Law – An Overview of Recent Technological Changes in Large Language Models and Law by Harry Surden (University of Colorado Law School)
Top Downloading Organizations:
To read more about AI in Law, subscribe to SSRN’s Artificial Intelligence – Law, Policy, & Ethics eJournal or view other papers here.
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The Latest Research on LGBTQ+ Rights

This list includes a selection of the latest research on LGBTQ+ Rights posted to SSRN in 2025.
- A New Satanic Panic by Jonathon Booth (University of Colorado at Boulder)
- Pierce, Don’t Say Gay Laws, and the Rise of Illiberal Authoritarianism by Maxine Eichner (University of North Carolina School of Law)
- LGBTQ Rights in an Age of Democratic Uncertainty: How to Counter the Politics of Eradication by Nancy J. Knauer (Temple University)
- Supreme Court LGBTQ Orthodoxy by Carlos A. Ball (Rutgers Law School)
- Fear and Hope for LGBTQ Rights in the Second Trump Administration by Luke A. Boso (Southwestern Law School)
- Beyond the Stereotypes: Unveiling the Rich Tapestry of Gay Male Sexuality in Britain by William Joseph Klubinski (Northumbria University) & Stephen Donnelly (Northumbria University)
- Transgender Equality: An Inflection Point for Equal Protection? by Katie R. Eyer (Rutgers Law School)
- Constitutional Parents’ Rights and the Transformation of Parenthood by Akshat Agarwal (Yale Law School)
- Out of the Closet, In on Bail (forthcoming, 2025) by Deborah Lolai (Harvard Law School)
- Identity and Procedural Subordination in LGBTQ Religious Exemption Cases by Kyle Velte (University of Kansas)
- Transgender Disenfranchisement by Scott Skinner-Thompson (University of Colorado Law School)
- Transgender Students and the Fundamental Right to Self-Identify at School by Garreth W. McCrudden (UC Berkeley School of Law)
To read more research on LGBTQ+ Rights, view other papers from SSRN’s Pride Month Hub here, which highlights early-stage research related to the pursuit of equal justice, equal opportunities, and greater acceptance for lesbian, gay, bisexual, transgender, and queer/questioning (LGBTQ+) individuals.
- A New Satanic Panic by Jonathon Booth (University of Colorado at Boulder)
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The Latest Research on Climate Finance

This list includes a selection of the latest research on climate finance posted to SSRN in 2025.
- Climate Risk and Collateral Misreporting by Dongxiao Niu (Massachusetts Institute of Technology), Nils Kok (Maastricht University), Juan Palacios (Maastricht University), & Siqi Zheng (Massachusetts Institute of Technology)
- Nature and Climate Risk in Asset Prices by Chiara Colesanti Senni (University of Zurich), Skand Goel, & Markus Leippold (University of Zurich)
- An Empirical Examination of Business Climate Alliances: Effective and/or Harmful? by Matteo Gasparini (Harvard Business School) & Peter Tufano (Harvard Business School)
- Real-Time Climate Controversy Detection by David Jaggi (Zurich University of Applied Sciences), Nicolas Jamet (RAM Active Investment), Markus Leippold (University of Zurich), & Tingyu Yu (University of Zurich)
- Firm-Level Nature Dependence by Alexandre Garel (Audencia Business School), Arthur Romec (Toulouse Business School), Zacharias Sautner (European Corporate Governance Institute), & Alexander F. Wagner (University of Zurich)
- Creditworthy: Do Climate Change Risks Matter for Sovereign Credit Ratings? by Lorenzo Cappiello (European Central Bank), Gianluigi Ferrucci (European Central Bank), Angela Maddaloni (European Central Bank), & Veronica Veggente (Imperial College Business School)
- Corporate Nature Risk Perceptions by Snorre Gjerde (Norges Bank Investment Management), Zacharias Sautner (European Corporate Governance Institute), Alexander F. Wagner (European Corporate Governance Institute), & Alexis Wegerich (Norges Bank Investment Management)
- How to Deliver Mega-Scale Investment in Climate Infrastructure by Carter Casady (Stanford University) & Ashby Monk (Stanford University)
- Climate Boards: Do Natural Disaster Experiences Make Directors More Prosocial? by Sehoon Kim (University of Florida), Bernadette A. Minton (Ohio State University), & Rohan Williamson (Georgetown University)
- A Critique of the Apocalyptic Climate Narrative by Harry DeAngelo (University of Southern California) & Judith Curry (Georgia Institute of Technology)
- Intermediaries and Emissions Disclosures by Rongchen Li (Columbia Business School)
- The Natural Language of Finance by Gerard Hoberg (University of Southern California) & Asaf Manela (Washington University in St. Louis)
- The Influence of the “Environmentally-friendly” Character Through Asymmetries on Market Crash Price of Risk in Major Stock Sectors by Konstantinos A. Dimitriadis (Mesoyios College), Demetris Koursaros (Cyprus University of Technology), & Christos S. Savva (Cyprus University of Technology)
- Dirty Business: Transition Risk of Factor Portfolios by Ravi Jagannathan (Northwestern University), Iwan Meier (HEC Montreal), & Valeri Sokolovski (University of Alberta)
- Out of the Light, Into the Dark: How ‘Shadow Carbon Financing’ Hampers the Green Transition and Increases Climate-related Systemic Risk by Simon Schairer (University of Witten/Herdecke), Jan Fichtner (University of Witten/Herdecke), Riccardo Baioni (University of Witten/Herdecke), David Pereira de Castro (Copenhagen Business School), Nicolás Aguila (University of Witten/Herdecke), Janina Urban (University of Witten/Herdecke), Paula Haufe (University of Witten/Herdecke), & Joscha Wullweber (University of Witten/Herdecke)
To read more research on Climate Finance, subscribe to SSRN’s Climate Finance eJournal or view other papers here.
- Climate Risk and Collateral Misreporting by Dongxiao Niu (Massachusetts Institute of Technology), Nils Kok (Maastricht University), Juan Palacios (Maastricht University), & Siqi Zheng (Massachusetts Institute of Technology)
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Exploring Grey Literature on SSRN

There has been a growing discussion in the academic community surrounding the concept of grey literature, a broad term that encompasses documents, data, research, and materials created outside of the traditional pathways of academic publication, and often for non-academic audiences. This work contributes to the information ecosystem by providing sources of knowledge that are timely and broad, filling in gaps in research and offering original data and insights that extend beyond the typical channels for academic publishing.
In practice, what does this look like? Grey literature includes various reports, conference proceedings, datasets, legal transcripts, working papers, dissertations, blog posts, policy documents, and a wide range of other work that expands the knowledge base and enriches modern scholarship.
The Purpose of Grey Literature
Traditional academic publishing involves peer review, a lengthy publication process, and such documents may not be widely accessible to those without academic library privileges. Grey literature may be released more quickly and is often directly accessible for all, allowing current research within a field to be shared in real-time. This provides the opportunity for dissemination of ongoing research, recent developments in policy and government, and relevant reports that help inform the academic discourse of the present and influence the development of research in the future.
Grey literature provides other benefits beyond its timeliness. The structure of the work itself provides the opportunity to fill in research and knowledge gaps. This can be through the release of up-to-date data, case studies, and reports that don’t fall within the scope of academic publications, or it can present preliminary findings that serve as complementary to previously published works. Grey literature captures perspectives that have a wider scope and therefore rounds out the scholarly record.
The accessibility and relevance of grey literature allows the work to have significance outside the world of academia. It helps inform policies, programs, and future academic research. Grey literature takes research and data and translates it into real-world impact.
Joshua Tucker, professor and researcher at NYU, shared his grey literature on SSRN. He was pleased to see that his report – which would not be included in traditional academic publications – had a presence on SSRN, generating additional attention and citations it wouldn’t have received otherwise. He shared with SSRN that, “This review of the literature was never intended to be an academic article. It was a report commissioned by the Hewlett Foundation, and the Hewlett Foundation put it on its website. I thought people in the policy community were going to see it on the Hewlett website, but I’d love for people to see it in the academic community. I thought that maybe we’d get a few citations out of it, and [decided] to throw it up on SSRN, on a whim. And now it’s been downloaded over 40,000 times and continues to be cited all the time. In that sense, [SSRN] filled this really nice niche: we had something that we didn’t write to be an academic publication [and] weren’t going to send to journals. It’s a nice home for things that don’t have a natural fit.“
Grey Literature’s Place on SSRN
As a repository for early-stage research, SSRN provides a home for research in all stages of development. Work submitted to SSRN is made available quickly, creating an outlet for real-time research.
SSRN is a platform where research of many mediums can thrive. We define research broadly: presentations, infographics, case studies, white papers, proceedings, working papers, datasets, conference proceedings, informational guides, reports and more. They exist side-by-side, all with the objective of sharing knowledge at a global level. Because of this, SSRN is a great place for grey literature of all kinds. Even research that doesn’t take a traditional academic pathway can thrive on SSRN.
The Future of Research
The world changes quickly – with technology, faster than ever – and SSRN allows the flow of research to keep up with the changing times. The relevance and impact of research matters, and grey literature is a big contributor to that.
SSRN is where it starts; submit your research in real-time, bring work of any scale and any format, and contribute to the future of this evolving research and scholarship landscape.
Want to share your grey literature or other early-stage research on SSRN? Click here to submit your research today.
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The Latest Research on Cybersecurity & Data Privacy

This list includes a selection of the latest research on cybersecurity & data privacy posted to SSRN in 2025.
- Understanding the Cyber Risks of Artificial Intelligence: An Ongoing, Comprehensive, Multi-Faceted Approach for CIOs, CTOs and CSOs by Nelson Novaes Neto (MIT Sloan School of Management) & Keri Pearlson (MIT Sloan School of Management)
- How to Save the Internet by Tejas N. Narechania (University of California, Berkeley) & Scott Shenker (University of California, Berkeley)
- Addressing Privacy Risk Management in Mergers and Acquisitions: Developing a Compliance Strategy for Handling Third-Party Vendor Data by Esther Arokun (Seattle University)
- State Constitutional Rights to Privacy by Tiffany C. Li (University of San Francisco)
- Beyond Algorithmic Disgorgement: Remedying Algorithmic Harms by Christina Lee (George Washington University)
- The Brussels Effect(s) and the Rise of a Privacy Profession by Michael Birnhack (Tel Aviv University) & Guy Mundlak (Tel Aviv University)
- Data Scanning and the Fourth Amendment by Orin S. Kerr (Stanford Law School)
- The Quest for Lawful AI Training under Data Protection Frameworks: Global Controversies and Practical Implications by Wenlong Li (Aston University), Yueming Zhang (Ghent University), Qingqing Zheng (Shandong University), & Aolan Li (Queen Mary University of London)
- The National Security Internet by Anupam Chander (Georgetown University Law Center)
- The $1.4 Billion Bybit Hack: Cybersecurity Failures and the Risks of Cryptocurrency Deregulation by David Krause (Marquette University)
- Brokering Safety by Chinmayi Sharma (Fordham University School of Law), Thomas Kadri (University of Georgia School of Law), & Sam Adler (Fordham University School of Law)
- Rethinking Youth Privacy by Danielle Keats Citron (University of Virginia School of Law) & Ari Ezra Waldman (University of California, Irvine)
To read more research on Cybersecurity & Data Privacy, subscribe to SSRN’s Cybersecurity & Data Privacy Law & Policy eJournal or view other papers here.
- Understanding the Cyber Risks of Artificial Intelligence: An Ongoing, Comprehensive, Multi-Faceted Approach for CIOs, CTOs and CSOs by Nelson Novaes Neto (MIT Sloan School of Management) & Keri Pearlson (MIT Sloan School of Management)
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The Latest Research on Birthright Citizenship

This list includes the latest research on birthright citizenship posted to SSRN in 2025.
- Revisiting the Scope of Constitutional Birthright Citizenship by Samuel Estreicher (New York University School of Law) & Rudra Reddy (New York University School of Law)
- The Consequences of Ending Birthright Citizenship by Jacob Hamburger (Cornell University)
- Birthright Citizenship and the Dunning School of Unoriginal Meanings by Anthony Michael Kreis (Georgia State University), Evan D. Bernick (Northern Illinois University), & Paul A. Gowder (Northwestern University)
- Ending Birthright Citizenship By Executive Fiat by Ediberto Roman (Florida International University)
- Calvin’s Case and Birthright Citizenship by Benjamin Keener (University of Pennsylvania Carey Law School)
- Originalism, Illegal Immigration, and the Citizenship Clause by Andrew Hyman (The Institute for Intermediate Study)
- Prima Facie Citizenship: Birth, Allegiance and the Fourteenth Amendment’s Citizenship Clause by Kurt Lash (University of Richmond School of Law)
- Testimony of Amanda Frost before the Subcommittee on the Constitution and Limited Government, U.S. House of Representatives, Committee on the Judiciary, “‘Subject to the Jurisdiction Thereof’: Birthright Citizenship and the Fourteenth Amendment,” Feb. 25, 2025 by Amanda Frost (University of Virginia School of Law)
- “Subject to the Jurisdiction Thereof”?: Citizenship and Empire in Elk v. Wilkins by Alexandra Fay (University of Tulsa College of Law)
- Subject to the Jurisdiction Thereof: The Indian Law Context by Gregory Ablavsky (Stanford Law School) & Bethany Berger (University of Iowa)
- Cthulhu and the Constitution by Evan D. Bernick (Northern Illinois University)
- Dred Scott’s Daughter: Gradual Emancipation, Freedom Suits, and the Citizenship Clause by Amanda Frost (University of Virginia School of Law)
- Jurisdiction and Citizenship by Ilan Wurman (University of Minnesota Law School)
To read more research on birthright citizenship, subscribe to SSRN’s U.S. Constitutional Law: Rights & Liberties eJournal or view other papers here.
- Revisiting the Scope of Constitutional Birthright Citizenship by Samuel Estreicher (New York University School of Law) & Rudra Reddy (New York University School of Law)


