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Junk Volume and One Set to Failure: How Many Sets Are Enough?

Illustration: a man doing a hard barbell bench press set, about diminishing returns from extra sets
Illustration with example numbers, not a recommendation or anyone's results.

“Junk volume” has no agreed scientific definition. On average, research shows that adding hard sets keeps adding a little more muscle, with diminishing returns: the first few sets per muscle each week do the most, and each extra set adds less. One hard set per exercise can work, especially for beginners and busy people, but several sets tend to build more muscle. In practice, your fatigue, time and recovery set the ceiling, not a universal number.

The debate is loud on social media right now. One camp says anything after a single all-out set is wasted; the other stacks 25 sets per muscle per week. This guide names what each side means, checks it against the studies, and shows how to find a workable number from your own training log.

What does “junk volume” mean?

People use the phrase for at least five different things, and most arguments happen because they mean different ones:

  1. Sets too easy to count. Sets that end far from failure, such as 10 easy reps with 8 more in the tank. This is the most defensible meaning: a 2024 series of meta-regressions found muscle growth tended to increase as sets ended closer to failure.
  2. Sets beyond the flat part of the curve. Extra sets that add almost nothing because you already did enough that week.
  3. Sets you cannot recover from. Volume that makes your next sessions worse, so performance drifts down over weeks.
  4. Sets limited by something other than the target muscle. A fourth set of rows where your grip or lower back gives out before your upper back is challenged.
  5. Anything after the first all-out set. The strict high-intensity training view: if the first set was truly maximal, a second one cannot add anything.

Meanings 1 to 4 can be real, and your log can show them. Meaning 5 is a claim, and it is the one the research tests most directly.

Is junk volume a myth?

Partly. The claim that a second or third hard set is useless does not hold up on average. But the idea that every extra set is equally valuable is not true either.

The studies most often quoted for a hard “upper threshold”, two high-volume trials in trained women and trained men published in 2019 and 2020, were later retracted, so they are not used here. Without them, the remaining evidence points to a curve that keeps rising but flattens, rather than a cliff where more sets start causing less growth. Very high volumes have been studied far less, so nobody can say exactly where the flat part begins for you.

One set to failure vs several sets: what the studies show

StudyWho and how longWhat was comparedMain finding
Krieger 2010, meta-analysis8 studies, trained and untrained1 vs 2 to 3 vs 4 to 6 sets per exerciseMultiple sets gave about 40% larger effect sizes for muscle growth than 1 set
Schoenfeld, Ogborn and Krieger 2017, meta-analysis15 studiesWeekly sets per muscleEach extra weekly set linked to about 0.37% more growth; 10 or more sets trended highest
Schoenfeld et al. 2019, trial34 trained men, 8 weeks1, 3 or 5 sets per exercise, 3 sessions a weekStrength gains similar; muscle size favoured the higher volumes at 3 of 4 sites
Androulakis-Korakakis et al. 2020, review6 studies, trained menLowest effective dose for 1RMA single set near failure, 1 to 3 times a week, raised squat and bench 1RM, though less than more volume
Baz-Valle et al. 2022, review7 trials, trained young menUnder 12, 12 to 20, over 20 weekly setsNo clear difference between 12 to 20 and over 20 for quads and biceps; triceps favoured over 20
Pelland et al. 2026, meta-regression67 studies, 2,058 peopleWeekly sets as a continuous doseSize and strength rise with volume, with diminishing returns; strength flattens sooner

Reading the table as a whole:

What about the “to failure” part? A 2023 meta-analysis found no clear growth advantage for momentary failure over stopping short, while the 2024 meta-regressions mentioned above suggest growth suffers when sets end far from failure. So “one hard set” and “one set to failure” are close cousins: a set at about 1 to 3 reps in reserve is hard work too. Our failure vs RIR guide covers that evidence in detail.

Diminishing returns, explained with an example

These numbers are invented to show the shape of the curve. They are not study data and not a prediction for anyone.

Weekly hard sets for one muscleExample gain (relative units)Extra gain per added setTime cost at about 3 min per set
345first sets9 min
665about 6.718 min
1080about 3.830 min
1591about 2.245 min
2097about 1.260 min
25100about 0.675 min

The total keeps rising, so the extra sets are not “junk” in the strict sense. But going from 20 to 25 sets buys a fraction of what going from 3 to 6 did, while costing more time and more fatigue. Whether the last step is worth it depends on your goal, your schedule and whether your other sessions suffer. That is the practical ceiling the research cannot set for you.

High-intensity training vs higher-volume training

Single-set training has a long history. High-intensity training (HIT) grew out of the Nautilus machine era of the 1970s, and Heavy Duty, the version made famous by bodybuilder Mike Mentzer, has had a revival on YouTube and TikTok. The core ideas are one or two all-out work sets per exercise, often pushed past failure with forced reps or negatives, and long rest between workouts.

HIT / Heavy Duty styleHigher-volume style
Work sets per exercise1, sometimes 22 to 5
EffortTo failure and often beyondMostly 0 to 3 reps in reserve
Weekly hard sets per muscleOften under 5Often 10 to 20 or more
Session lengthShortLonger
What the evidence suggestsBuilds strength and some muscle; usually less growth than more setsMore growth on average, with diminishing returns
Main costVery high effort per set, more acute fatigue, less practiceTime, joint load and accumulated fatigue
Who it may suitBeginners, very busy people, people who prefer short sessionsPeople chasing maximum size who can recover from it

Neither style is a scam. The evidence simply does not support the strongest version of the HIT claim, that a second hard set is wasted.

How many sets per exercise should you do?

For most people, 2 to 4 hard sets per exercise is a practical middle, with weekly totals per muscle built from two or three exercises across the week. Our weekly sets guide explains how to count those totals and what ranges are commonly quoted, so it is not repeated here. If you are a beginner or short on time, one or two hard sets per exercise is a perfectly good start. Your split also changes the arithmetic; see push/pull/legs vs upper/lower vs full body.

How to find your own sweet spot using your log

Treat volume like an experiment you run on yourself, with your log as the record:

  1. Know your current weekly hard sets per muscle. Count them the same way every week.
  2. Track one performance marker per muscle. For example, reps at a fixed load on your main press, or an estimated 1RM. Log RIR so you know the sets were comparable.
  3. Change one thing at a time. Add one or two sets per muscle per week and hold that for three or four weeks.
  4. Watch recovery. Note soreness that lasts into the next session for that muscle, poor sleep, or joints that ache.
  5. Decide from the trend. If performance keeps rising and recovery is fine, the new volume is working. If performance stalls or falls while soreness builds, step back to the last level that worked.

An example log for chest, invented for illustration:

Block (4 weeks)Weekly hard chest setsBench reps at 60 kg, last weekRecovery noteDecision
A88FineAdd sets
B1110FineAdd sets
C1410Chest still sore at next sessionReturn to about 11

A lifter at 8, 11 and 14 weekly chest sets: fine, then more reps, then still sore with no extra progress.

Add sets in small steps and keep the level where performance still rises.

In this example, block C cost more without showing more. That does not prove 14 sets is “junk” forever; sleep, diet or a busy month could explain it. But it is real information about that lifter in that period, which is more useful than any internet rule. If the trend is flat for several weeks, a broader plateau audit checks other causes before you add or cut more.

Common mistakes

Tracking volume in FitArchive

FitArchive is a free training log that works in your browser. You log each set’s weight, reps and RIR and mark warm-ups. The Progress screen shows weekly hard sets by muscle, counting working sets logged at 0 to 4 RIR, with 1 set for the primary muscle and 0.5 for secondary muscles, next to an estimated 1RM per exercise and training days per muscle per week. That puts volume, performance and frequency side by side. You can look around with sample data in the demo.

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