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Strategy lab / 151 Trading Strategies

Strategy lab

Every strategy from 151 Trading Strategies and all 101 Formulaic Alphas as formulas you can edit and backtest on ten years of daily stocks, ETFs, futures, forex and crypto data. Free, in your browser.

Free · runs in your browser · daily data to …

15.3Distressed assetsReference

Distress risk puzzle

Contrary to risk–return intuition, firms likely to go bankrupt have earned lower returns. Buy the safest firms and short the most distressed.

Why there is no chart

Bankruptcy probabilities from accounting and market data.

The lab runs on daily prices for stocks, ETFs, indexes, futures, currencies, crypto and Treasury yields. This strategy from 151 Trading Strategies depends on data outside that set, so it is explained and formalised here rather than backtested.

Hypothetical backtests on daily closes with no slippage unless you add costs. Survivorship bias applies: the stock list is today’s large caps. For learning, not investment advice. Data: Yahoo Finance via yfinance.

Section
15.3 · Distressed assets
Asset class
Distressed
In the lab
Explained, not backtested

Distress risk puzzle (15.3)

Contrary to risk–return intuition, firms likely to go bankrupt have earned lower returns. Buy the safest firms and short the most distressed.

Data it needs

Bankruptcy probabilities from accounting and market data.

More in Distressed assets

Source: Kakushadze, Z. and Serur, J. A. (2018). 151 Trading Strategies. Palgrave Macmillan. SSRN 3247865. Summaries are our own.