Skip to content

Case · All × Return / Stay ("why we measure")

The gym megastudy: most effects didn't last

Thirty scientists designed 54 four-week programs to get 61,293 members of a US gym chain to work out more. About 45% raised weekly visits while they ran, but only about 8% still showed an effect after they ended, and impartial forecasters couldn't predict the winners (Nature, 2021).

ReturnStayService business

The outcome · 2021

54 interventions, 61,293 members of 24 Hour Fitness: 45% significantly raised weekly gym visits (by 9-27%) during the four-week programs; only 8% produced measurable change after they ended; impartial forecasters failed to pick the winners (Milkman et al., Nature, Dec 8, 2021).

Case grade for the number: A. Evidence grade for the mechanism link: A.
Read the source

Stage cell: All × Return / Stay ("why we measure").

What they did. A megastudy: 30 scientists each designed four-week digital programs (reminders, planning prompts, points, rewards, framing) and all 54 were tested at once on 61,293 members of 24 Hour Fitness.

The mechanism. Measurement first F26. Planning prompts and fresh starts F21 (Implementation intentions and goal achievement: a meta-analysis, Gollwitzer & Sheeran, Advances in Experimental Social Psychology, 2006) were among the tested ideas; the best performer rewarded coming back after a missed workout, a form of forgiving lapse recovery HK-RWD34 (Hooked Ch.4).

The outcome. 45% raised visits; 8% lasted (2021) Case grade A. From a regulator, a public filing or a peer-reviewed study.. Forecasters, including experts, could not tell the winners in advance.

What it means at your stage. Don't trust intuition about which nudge will work, ours included. Test variants in parallel when you have the traffic, pre-register a follow-up window, and judge habits on what remains after the incentive stops.

Caveats. Gym members in a four-week window; effects on gym visits, not on a product. Mechanism link Evidence grade A. Robust evidence: replicated, peer-reviewed research..

Would you have called it?

This case is also a round of Predict the Outcome: read the situation, pick what you think happened, then see the evidence.

Play this round

Try this

The techniques behind it

Each one is a starting point, not a recipe. Gamify It turns a technique into an experiment card for your product: the change, the metric, the guardrail and how long the test needs at your traffic.

  • TechniqueEvidence grade B. Moderate evidence: solid studies with some limits.

    Mark each finished unit with a clear 'done' moment and a visible chain of days, and ship forgiveness with it: freezes, repair windows, rest days, partial credit and a running total that survives a break. Never let one miss erase everything.

  • TechniqueEvidence grade B. Moderate evidence: solid studies with some limits.

    A reminder tied to the plan the user chose

    if-then reminder at a chosen time

    Let the user pick a goal and a time during setup, then send one reminder at that time that names their own plan and opens today's unit directly.

Limits

What we don’t claim

Sources

  • Hooked · Nir Eyal

    Ch.4

  • Megastudies improve the impact of applied behavioural science · Nature (Milkman et al.), 2021

    Case grade A. From a regulator, a public filing or a peer-reviewed study.Evidence grade A. Robust evidence: replicated, peer-reviewed research.
  • Implementation intentions and goal achievement: a meta-analysis · Gollwitzer & Sheeran, Advances in Experimental Social Psychology, 2006

    Evidence grade B. Moderate evidence: solid studies with some limits.

Source IDs: F26F21HK-RWD34

Book content is paraphrased, never quoted at length. Last verified October 24, 2026.

Your product

Find the stage your product is stuck in

Your product has its own version of this story. Find the stage it’s in and the move that fits it. Connecting is free; a Pro subscription starts it.