Loan-to-own
Event-driven exposure to troubled balance sheets; legal process and timing dominate the math.
Overview
This strategy amounts to financing (via secured loans) a distressed firm that is not bankrupt with the view that it i) overcomes the distress situation, avoids bankruptcy and increases its equity value, or ii) files for Chapter 11 protection and, upon reor- ganization, the secured loan is converted into the firm’s equity with control rights.
Loan-to-own sits in the Distressed Assets chapter of the systematic catalog. On QUSXFI we treat it as a testable hypothesis: specify entries, exits, sizing, and costs—then ask whether edge survives out-of-sample scrutiny.
Discretionary traders often arrive at similar ideas intuitively; the quantitative version forces you to write the rule before you see the next bar. That discipline is what makes results reproducible—or exposes them as luck.
Based on the research catalog 151 Trading Strategies (Kakushadze & Serur, 2018), section 15.2.3. Educational summary—not a replication of the full formal definition.
How the Strategy Works
Loan-to-own in Distressed Assets is defined by explicit positions and transition rules—translate each clause into code or a checklist.
The published definition of Loan-to-own (catalog §15.2.3) specifies when exposure changes; discretionary overrides invalidate systematic claims.
Implementation and Research Process
Build Loan-to-own on event timelines—filings, hearings, and plan votes—not only price marks.
For §15.2.3 Loan-to-own, write the rule set so another researcher could replicate without you in the room.
Log regime tags beside Loan-to-own performance slices—vol level, rate cycle, liquidity stress.
Risk: What Breaks This Strategy
Loan-to-own ties capital up in legal timelines; mark-to-market drawdowns hit before recovery value pays.
Fulcrum securities and inter-creditor fights change payoff trees mid-process.
Illiquidity means your model price is not your exit price.
Common Mistakes to Avoid
- Underestimating legal timeline risk in Loan-to-own because recovery value 'looks cheap.'
- Deploying Loan-to-own live before paper trading through at least one adverse Distressed Assets month.
- Changing Loan-to-own parameters after each losing week—implicit discretion destroys reproducibility.
- Confusing this educational Loan-to-own summary with compliance-approved investment advice.
How to Study This Strategy
- List every data field Loan-to-own needs in Distressed Assets; verify point-in-time integrity.
- Add conservative costs to Loan-to-own; rerun with 2× spreads and compare drawdown paths.
- Write a one-page Loan-to-own failure memo: three break modes and early warning signs.
- Compare Loan-to-own to one sidebar alternative net of costs—document why you chose this structure.
- Run a paper book on Loan-to-own for a full signal cycle; export trades and tag regimes manually.
Key Takeaways
- Loan-to-own ties capital to legal timelines—marks can draw down long before recovery value pays.
- Creditor hierarchy and fulcrum securities change payoff trees mid-process for Loan-to-own.
- Event risk in restructurings rewrites the thesis faster than quarterly marks update.
- Patience is structural in distressed—not optional risk tolerance.
- Treat Loan-to-own as event-driven research with lawyers and filings, not only price series.
Learning Tip
Read one actual filing related to Loan-to-own before trusting a backtest—law moves faster than price marks.
Explore related strategies in the sidebar or return to the full catalog.