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Ensuring Responsible AI Adoption in Financial Services: A Four-Part Test for Evaluating Deep Learning Models

Introduction In the dynamic landscape of financial regulation, the accuracy and reliability of internal rules-based (IRB) models for regulatory capital calculations have become increasingly critical.  The Treasury’s Basel IV endgame reproposal presents a valuable...

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Predictive AI in Securities Finance: Step One

On April 2nd, 2026, an effusion of data from a daily trove of U.S. regulatory filings will create resources to drive many new use cases for artificial intelligence in capital markets. A clear opportunity exists in securities finance, where practitioners have repeatedly stated that major IT investments will be needed to comply with the many new regulatory mandates. “Black box” AI platforms may seem a ready solution but can also create nightmares for client reviews and lawsuits.

In our opinion, public data can clarify the rational limits of influence for predictive artificial intelligence. The best courtroom-ready models will display an audit trail based on the replication of critical decision parameters and vectors from past markets. Vendor data in securities finance may be more timely and deeper than the public releases but, for judicial purposes, the public data will provide foundational evidence for the “bounded rationality” of decision-makers, as defined by the late Herbert Simon, Nobel Laureate and the father of Artificial Intelligence.

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Beyond Benchmarking: The Race to Predictive Analytics in Securities Finance

When, on October 13, 2023, the Securities and Exchange Commission released its long-awaited final 10c-1 rule on reporting and public disclosure of securities loans (explained here), the most important passage, at least to the commercial data vendors who support the securities finance community, stated that, “the final rule could render existing securities lending data services less valuable, potentially leading to less revenue for the firms currently compiling and distributing these data for a fee.”[1] But is that true? Are bonuses and careers really at risk?? As shown in the table below, there is hope for vendors because the public data release will either omit or delay several data elements that are crucial to many important vendor applications today.

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New Money Fund Reforms: Safer and More Resilient Cash Collateral Pools?

More liquidity, transparency, and safety for institutional investors? The Securities and Exchange Commission (SEC) recently adopted final rules on money market (2a-7) fund reforms. These reforms are designed to make money market funds more resilient and liquid, potentially making them safer and more attractive vehicles for mutual funds to use as collateral pools for their […]

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SEC Adopts Long Awaited Securities Lending Disclosure Rule

Persuasive Public Comment Helps Mold the Final Rule The Securities and Exchange Commission (SEC) has adopted a new rule, rule 10c-1, to increase transparency in the securities lending market. The rule requires certain persons to report information about securities loans to a registered national securities association (RNSA). The RNSA will then make certain information publicly […]

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