The number every program quietly answers

Every program you have ever run committed to an answer on how many sets per week for hypertrophy, whether it said so or not. Three sets of bench, twice a week, is a vote for six. A push-pull-legs split with four chest movements a session is a vote for something near twenty.

The question is what you get for the difference. Nine extra sets a week is another half hour in the gym, give or take, for as long as you keep training. That is a cost, so the gain should be given precisely, not just “more is better.”

A dose-response meta-analysis published in Sports Medicine is the best attempt we have found to price it. It pools 67 studies and 2,058 participants, and instead of comparing buckets of volume, it fits a curve. The curve is the useful part: the returns to volume are steep at first and diminish rapidly.

Table of Contents

What this meta-analysis did

Pelland and colleagues at Florida Atlantic University pooled 67 studies of 2,058 participants and ran a series of multi-level Bayesian meta-regressions on muscle size and on maximal strength. Participants were about 80% men and 20% women, averaging 20 to 30 years old. Thirty-nine of the 67 studies used trained participants and 28 untrained ones. The programs ran 6 to 15 weeks.

Volume is treated as a continuous variable. Earlier volume meta-analyses sorted studies into buckets, which cannot distinguish 21 sets from 30 inside a “21–30” bin. Fitting a curve can, and it can test what shape the relationship has.

And not every set counts as a whole set. The researchers split every set into direct sets, where the muscle being measured does most of the work, and indirect sets, where it only assists, then tested three ways of adding them up — counting each indirect set as a full set, as half a set, or as nothing. The paper calls those “total”, “fractional” and “direct”.

Their worked example: a program with five sets of curls in one session and five sets of rows in another gives a weekly biceps volume of 10, 7.5, or 5 depending on the method.

The half-set method won on all four models, and not narrowly — at strengths the authors classify as strong to very strong. So every volume number below is in fractional sets, where a compound lift counts as half a set for the muscles it hits indirectly. Your bench press is a full set of chest and half a set of triceps. That matters when you compare these numbers to your own program.

How many sets per week for hypertrophy: what the curve shows

For hypertrophy — muscle growth — the best-fitting curve rises across the whole range studied, bending as it goes. More sets meant more growth, with no point in the data where that stopped.

Fitted curve and 220 individual study results showing percent change in muscle size against weekly sets per muscle group. The curve climbs steeply from zero to roughly ten sets, then rises much more gradually out to forty-five sets, inside a widening shaded band

Muscle growth against weekly sets per muscle group. The line is the best estimate and the shaded band the uncertainty around it; each dot is one result from one study. From Figure 5 of Pelland et al. (2026).

The bend in that curve is the finding, and the researchers put a price on it.

Four sets a week per muscle group is enough for growth you could measure. Five to ten sets does more. Eleven to eighteen does more still. Past that the price climbs steeply: once you are at 11 to 18 sets, another noticeable step up takes roughly ten more sets a week — for one muscle group.

At a couple of minutes a set, that is about twenty minutes more in the gym every week for one muscle group. Do it across six muscle groups and you have added two hours to your week. The last step up the researchers could measure cost more than three times what the first one did.

Strength runs on a different curve

Strength — how much you can lift — behaved differently, sharply enough to be worth programming around.

Fitted curve and 490 individual study results showing percent change in maximal strength against weekly sets per muscle group. The curve rises very steeply from zero to about five sets, then runs almost flat from five out to thirty sets

The same analysis for strength. From Figure 5 of Pelland et al. (2026).

This curve climbs almost vertically and then flattens. One set a week already produced strength gains you could measure, and gains kept coming to about four sets a week. Past four, extra sets stopped reliably adding strength the researchers could detect.

That does not mean four sets maximises strength. The bar they measured against was coarse, and they say so: sets beyond that point may well add strength, just less than their method could pick up.

Where 10 to 15 sets comes from, and what it is not

Pick It Up programmes 10–15 hard sets per muscle group per week, mostly because of this paper.

What that claims: 10–15 sets is well clear of the four sets you need for measurable growth, and stops short of the range where every further step up costs ten sets or more. It is the band where a set is worth the most per minute.

What it does not claim: that growth stops at 15 sets. It plainly does not in this data: growth never levelled off anywhere in the range studied, and the curve was still climbing at 45 sets a week.

Stronger By Science’s survey of the volume literature accepts the diminishing returns in this paper — “we do see diminishing returns as volume increases” — and then makes the point that diminishing returns are not absent returns. Reading the same curve, they put the trade at roughly three times the volume for twice the growth, and conclude that if your goal is maximum size you should probably train well past 15 sets, while “if your primary goal is maximizing efficiency, you should train with reasonably low volumes.”

They also note, reviewing an earlier meta-analysis of 12–20 versus 20+ sets, that the familiar “10–20 sets” advice was never established as a ceiling: it came from a 2017 meta-analysis whose highest volume category was open-ended, at a time when almost no studies had tested higher, and whose authors said their data could not support conclusions above it.

So whether 10–15 sets is right for you depends on whether you are buying efficiency or maximum size. We programme for the first; the lifter who wants the second can add sets knowing what they cost. Our review of training frequency for strength found that weekly volume is the training variable and the days you split it across are logistics; this paper says what the weekly number should be.

How many sets per week for hypertrophy: the practical answer

A curve like this tells you which sets in your week are the expensive ones. At four or five fractional sets for a muscle group you are on the steep part, and adding six there is the highest-return change in this data. At 12 to 15 you are past it, paying around eight and a half extra sets for each visible increment, and more than that above 19.

  • Get to four fractional sets per muscle group before anything else. That is the minimum effective dose in this analysis, and a low bar. Any muscle group below it is the cheapest fix in your program.
  • Aim for 10–15 hard sets per muscle group per week if you are optimising for time. That is where the returns per set are still high, and what Pick It Up programmes.
  • Count compound lifts as half a set for the assisting muscles. Four sets of bench and four of overhead press give your triceps eight half-sets — four fractional sets — before you touch a pushdown. If you bench and row, your arms are already further along the curve than your set count suggests.
  • If you want maximum size rather than efficient size, go higher, and know the price. Somewhere past 20 sets you are paying around ten to twelve extra sets per visible increment. Nothing in this paper found a ceiling, so a muscle group stalled at 20-plus is not a reason to cut back — only a sign the next sets are expensive, not useless. Take that deal deliberately.
  • Before adding volume to a stalled muscle group, check your effort is hard. Effort was the least controlled variable in this literature, and it is free to fix. So are progressing loads and exercises that suit your leverages; our guide to breaking through a plateau covers those levers.

The limits of this evidence

The programs were short. 6 to 15 weeks. Nobody followed a lifter through a year at 30 sets a week, so the analysis has nothing to say about whether a given dose is sustainable over the timescale you train on.

Nothing about cost is in the model. The authors did not examine the indirect consequences of high volume: injury, sustainability, or burnout. And every participant in every included study tolerated the protocol well enough to be measured at the end, which quietly selects out the people for whom it did not work.

The high end is thin. Few studies have examined more than about 25 fractional sets a week, and the authors ask for caution past that point. The curve’s shape out at 40 sets is an extrapolation from a handful of data points, and they say the data remain compatible with several shapes, including a plateau or an eventual decline.

Effort was not well controlled. How close a set was taken to failure matters for growth, but only about 30% of the results in this analysis said clearly how close that was. Ten sets taken hard are not ten sets taken casually, and this analysis cannot separate them.

Set count explains only about a quarter of the results. Most of what determines what you get out of the gym is something other than how many sets you do.

It says nothing about you specifically. These are averages across 2,058 people. The authors call for research on individual response variation because it has not been done.

The free version of this paper is the authors’ preprint; the peer-reviewed version in Sports Medicine is paywalled, and the numbers above that go beyond the published abstract come from the preprint. Both abstracts report the same study count, participant count and findings, so peer review does not appear to have changed the analysis. All five authors work as coaches and writers in the fitness industry, which is worth knowing on a paper whose results are commercially useful.

Common Questions About Weekly Training Volume

Is there such a thing as junk volume? This paper found no point at which more sets made growth go backwards, so it gives no support to a hard junk-volume cutoff in the range it studied. The researchers decline to name a point where extra volume becomes counterproductive, and say that past about 43 sets a week there is too little data to tell.

Does the strength answer change how often I should train? It might. Strength gains flattened out after about four sets a week, and in this analysis frequency looked more useful than extra sets for strength — a different lever from the one the hypertrophy curve points at.

How Pick It Up Helps

A weekly set target is only as good as the sets that fill it, and this analysis could not separate hard sets from easy ones. A 12-set week can underperform because sets nine through twelve got sloppy.

Pick It Up gives every set a target weight, target reps, and a target difficulty on a simplified RPE scale, then updates the target for your next set from the weight, reps and difficulty you reported. If set three came in harder than planned, set four reflects it — the difference between doing 12 sets and doing 12 sets that count.

It also handles the accounting. You tell the app your goal and your available equipment, and it selects exercises and builds monthly blocks of programming around 10–15 hard sets per muscle group per week, so you are not tallying half-sets of triceps work off the back of your bench press.

Start a free trial and have all the science taken care of for you, so you can get back to building a better you.

Further Reading & References

  1. The Resistance Training Dose Response: Meta-Regressions Exploring the Effects of Weekly Volume and Frequency on Muscle Hypertrophy and Strength Gains — Pelland JC, Remmert JF, Robinson ZP, Hinson SR, Zourdos MC. Sports Medicine, 2026; 56(2): 481–505. PubMed. The meta-analysis this article summarises. The published version is paywalled; the authors’ preprint is free at SportRxiv, and the figures and the set-count figures quoted above are from it.
  2. Dose-response relationship between weekly resistance training volume and increases in muscle mass: A systematic review and meta-analysis — Schoenfeld BJ, Ogborn D, Krieger JW. Journal of Sports Sciences, 2017; 35(11): 1073–1082. The earlier analysis that produced the widely repeated “10 or more sets” recommendation, and reported 0.38% growth per additional set against this paper’s 0.24%.
  3. A Systematic Review of The Effects of Different Resistance Training Volumes on Muscle Hypertrophy — Baz-Valle E, Balsalobre-Fernández C, Alix-Fages C, Santos-Concejero J. Journal of Human Kinetics, 2022; 81: 199–210. Free full text via PMC. Compared 12–20 against 20+ weekly sets and found higher volumes at least trending better.
  4. More Training, More Gaining: Everything You Need to Know About Training Volume — Greg Nuckols, Stronger By Science. A practitioner review, not peer-reviewed, and the most thorough argument that diminishing returns and maximum growth are separate questions.
  5. When does training volume reach the point of diminishing returns? — Greg Nuckols, Stronger By Science. Review of the Baz-Valle analysis above, and the source of the efficiency-versus-maximum framing used here.
  6. Training Frequency for Strength: How Many Days You Need — our summary of the 2018 frequency meta-analysis this paper disagrees with on strength.
  7. How to Break Through a Plateau in Weightlifting and Strength Training — the variables worth checking before you add sets.
  8. Simple Anatomy for Strength Training — which muscles a compound lift actually trains, which is what the direct-versus-indirect distinction turns on.