Pay Schedule Analysis — The Payday Effect

How Americans get paid

Not everyone gets paid on the same schedule. The Bureau of Labor Statistics tracks how American employers distribute paychecks:

Schedule	Share of workers	Typical employee type	Estimated 401(k) flow
Weekly	33%	Hourly, trades, retail, food service	Low — lower participation rates, smaller balances, flow spread across 52 paydays/year
Biweekly	43%	Mix of hourly and salaried	Moderate — largest worker share but flow spread across 26 paydays/year
Semi-monthly	19%	Salaried professionals, corporate, government	High — higher salaries, higher participation, flow concentrated on just 24 dates/year
Monthly	5%	Some government, academia, executives	Moderate — high per-paycheck amounts but small worker share (12 dates/year)

Dollar-weighted flow

The raw worker percentages are misleading. Semi-monthly workers represent only 19% of the workforce, but they account for a disproportionate share of 401(k) dollars — roughly 30% or more of total contributions. Why?

Semi-monthly pay is concentrated among higher-income salaried workers who contribute more per paycheck
These workers have higher 401(k) participation rates (~85% vs ~50% for hourly workers)
Their employers are more likely to offer generous matching, further increasing flow
Their paydays cluster on just two dates per month (the 15th and end-of-month), creating sharper flow spikes

Semi-monthly payroll covers fewer workers, but those workers send more dollars per paycheck into the stock market, and all of it lands on just two dates per month. That concentration is exactly what you'd need to move prices.

Results by schedule

If the payday effect is caused by retirement-fund flows, it should be strongest for semi-monthly pay (where the dollars are most concentrated) and weakest for weekly pay (where flow is spread thin across 52 paydays). This is the critical test.

Pre-run beta (%) by pay schedule — mature 401(k) era (2000–2019)

Grouped by clearing lag (0, 7, and 8 trading days). Asterisks indicate statistical significance: * p < 0.05, ** p < 0.01.

Weekly: no signal. Biweekly: no signal. Semi-monthly: +0.115% (p = 0.017). Monthly: no signal.

Military and Social Security

We tested two additional pay schedules that serve as natural experiments:

Military pay (1st and 15th): U.S. military personnel are paid on the 1st and 15th of each month — nearly identical to civilian semi-monthly — and they have access to the Thrift Savings Plan (TSP), a 401(k)-equivalent with extremely high participation rates (~87%).
Social Security (3rd Wednesday): Social Security payments land on a fixed schedule, but recipients generally do not invest those payments in equities. This serves as a negative control — a pay schedule with no expected equity flow.

Pre-run beta (%) — military, civilian semi-monthly, and Social Security

Military (1st + 15th) with TSP contributions shows an even stronger signal than civilian semi-monthly. Social Security shows no signal — a clean negative control.

The fact that the signal only appears for the pay schedule with the most concentrated retirement-fund dollars — and is absent for weekly pay and Social Security — is itself evidence that the mechanism is investment flow, not a generic calendar quirk.