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On September 17, 2025, , , ranking 229th among the day's most actively traded stocks. The rise came amid reports highlighting the firm's recent market share expansion in the payroll processing sector and improved client retention metrics compared to peers.
Analysts noted that Paychex's performance was driven by its strategic focus on small-to-midsize businesses, a segment showing resilience amid macroeconomic uncertainty. , reinforcing investor confidence in the company's long-term positioning.
Back-testing of a revealed limitations in replicating the approach for a 500-stock portfolio. Alternative methods, such as testing on broad-market ETFs or single-tickers, could approximate one-day-hold returns but would not fully capture the volume-based selection effect. A customized multi-asset engine would be required for a precise cross-sectional analysis of the strategy.

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