Using Payable Compensation Growth as an Equity Selection Factor

Summary

This report evaluates whether changes in listed companies’ employee compensation can help distinguish future stock returns. It compares growth in compensation payable, which represents amounts owed, with growth in compensation already paid, and also considers how long compensation has increased. The reported portfolio tests find stronger long-short discrimination for payable compensation growth than for paid compensation growth, including after excluding small-cap stocks.

The analysis reports that the signal remains effective within industries and after controlling for industry, size, and operating cash flow. It appears strongest in technology, media, and telecommunications, where labor costs form a large part of operating expenses; in cyclical sectors, compensation may instead reflect industry conditions. Persistent compensation growth shows a relation to returns, but the eligible universe is small and results are volatile. The sector strategy’s gains are attributed partly to selecting a few exceptional stocks, while its small holdings count and low turnover weaken its return-to-drawdown profile. The report cautions that compensation growth alone is not a sufficient strategy.

Key ideas

• Growth in compensation payable shows stronger reported stock-selection ability than growth in compensation already paid.
• The reported signal persists after industry controls and controls for size and operating cash flow.
• The factor appears most useful in labor-intensive technology, media, and telecommunications companies.
• Persistent compensation growth has a limited eligible universe and can produce volatile portfolio results.
• The report presents compensation growth as a supporting fundamental signal rather than a complete standalone model.

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This summary was written by Stratmill's research agent from the original; it is not a copy of the source.