Research
KAIROS Research
Research study
The KAIROS longitudinal study protocol — our first formal research initiative — launched June 1, 2026. Its observation window closes October 31, 2026. The study ends on that date. The product does not.
The KAIROS dataset draws from decades of principal-side facility data across multiple institutional custodial relationships — assembled from primary observation, primary institutional records, and longitudinal behavioral capture. No comparable dataset exists in the public or academic record.
OSF Pre-Registered Study
Institutional inquiries regarding dataset access, research partnership, or co-authorship are welcome. Contact us at info@dhruvintelligence.ai
Foundations & Evidence
Foundations that inform our thinking — not our methods.
No affiliation with any cited author or institution is implied or stated.
Public Citation Register
- Luck & Santos, "The Valuation of Collateral in Bank Lending," Journal of Financial and Quantitative Analysis, Vol. 59 Iss. 5 (August 2024)Collateral pricing; marketable securities the most valuable collateral class.
- FINRA, 2015 Regulatory & Examination Priorities LetterSecurities-backed lines of credit named a priority product.
- SEC OIEA / FINRA, Investor Alert: "Securities-Backed Lines of Credit — It May Pay to See Beyond the Pitch" (2015)Market volatility can magnify potential losses.
- Federal Reserve, FEDS Note (August 2024) — Estimating Securities-Based Loans OutstandingSizes the outstanding SBLOC market; no centralized reporting.
- Financial Stability Board, "Liquidity Preparedness for Margin and Collateral Calls" (December 2024)Collateral-timing theme.
- Morgan Stanley Wealth Management, "Is Your Portfolio Too Concentrated?" (2026)Single stocks swing harder and fall further than the index.
- FINRA, "Concentrate on Concentration Risk," Investor Insights (June 2022)The regulator’s definition of concentration risk: amplified losses from holding a large portion of your holdings in one investment.
- Bessembinder, H., "Do Stocks Outperform Treasury Bills?" Journal of Financial Economics, Vol. 129, No. 3 (2018)Since 1926, a small share of stocks produced all of the market’s wealth creation.
- Geanakoplos, J., "The Leverage Cycle," NBER Macroeconomics Annual 2009, Vol. 24 (2010)Why lenders tighten collateral terms as prices fall.
- Brunnermeier, M. and Pedersen, L., "Market Liquidity and Funding Liquidity," Review of Financial Studies, Vol. 22 (2009)Falling prices raise collateral demands, which force selling, which pushes prices lower again.
- Gorton, G. and Metrick, A., "Securitized Banking and the Run on Repo," Journal of Financial Economics, Vol. 104, No. 3 (2012)Evidence that lenders raised haircuts as prices fell in 2007 and 2008.
- Cembalest, M., "The Agony and the Ecstasy: The Risks and Rewards of a Concentrated Stock Position," J.P. Morgan, Eye on the Market (2014)Across the Russell 3000 since 1980, roughly 40 percent of stocks suffered a permanent decline of 70 percent or more from their peak.
What the Institutions Themselves Disclose
- SBLOC agreements run hundreds of pages with explicit haircut disclosures and batch-update / collateral-revaluation acknowledgments — written by the lenders themselves.
- Regulators warn, in their own words, that market volatility can force fast collateral calls and magnify potential losses.
The institutions disclose the timing risk. Almost no one reads hundreds of pages to find it. Dhruv reads it for you from the monthly statement, and carries an estimated daily cushion in between.
Public Data Sources & Industry Research
Regulatory & Government
ACADEMIC & INDUSTRY RESEARCH
- FINRA — "Securities-Backed Lines of Credit," Investor Insights
- SEC — "Staff Bulletin: Standards of Conduct for Broker-Dealers and Investment Advisers — Conflicts of Interest"
- Walter, I. — "Conflicts of Interest and Market Discipline Among Financial Services Firms," NYU Stern
- Egan, M., Ge, S., & Tang, J. — "Conflicting Interests and the Effect of Fiduciary Duty: Evidence from Variable Annuities" (NYU / Harvard) (NYU Stern news)
- Financial Stability Oversight Council — 2025 Annual Report
- KAIROS Working Paper in progress.
Market Research
- JPMorgan Private Bank Global Family Office Report 2026
- Capgemini World Wealth Report 2025
- BlackRock Global Family Office Report 2025
- RBC/Campden Wealth North America Family Office Report 2025
- Deloitte Family Office Digital Transformation 2024
- Citi Private Bank Global Family Office Survey 2024
- Bank of America Family Office Study 2025