Start with the honest version
The technique was invented by a student for studying, so this is its home ground. It is also the setting where it has been tested most directly, and the result is more sober than the internet suggests.
Smits, Wenzel and de Bruin (2025, Behavioral Sciences) randomized 94 students into two-hour study sessions using self-regulated breaks, strict Pomodoro, or Flowtime, where you work until attention drops and then break. Strict Pomodoro produced faster-rising fatigue. Motivation declined faster in both structured conditions than with self-regulated breaks. Productivity, task completion and flow showed no differences.
So a timer will not make you learn more per hour. What it reliably does is lower the price of starting, which is where most study time is actually lost. Agreeing to 25 minutes of statistics is a much smaller decision than agreeing to an evening of it. It also forces breaks, which students skip when a deadline is close and then pay for.