quantitative
Analysis v1
Contested

The changes in muscle size caused by different workout routines may be too small to measure accurately with current tools, making it impossible to tell which routine is truly more effective.

54
Pro
59
Against

Mechanism

Synthesis from 4 studies

How it works

Different ways of lifting weights often lead to almost the same muscle growth, and the tiny differences you see are probably just because the measuring tools aren't perfect — not because one method is truly better. So, you can't reliably say one workout makes you bigger than another based on current measurements.

Most probable mechanism

In Simple Terms

When muscles grow a little bit differently from two types of workouts, the difference is so tiny that the tools used to measure it can't tell if it's real or just noise — like trying to spot a difference between two identical glasses of water with a ruler that only measures in inches.

Causal chain
1

Different resistance training protocols produce muscle growth that is statistically indistinguishable within the bounds of typical measurement error.

Less supported by current evidence, but not ruled out

In Simple Terms

Even when workouts look different, like lifting heavy vs. light with blood flow restriction, the body responds in nearly the same way, making real differences hard to detect.

Causal chain
1

Diverse training methods (e.g., high-load vs. low-load with blood flow restriction) activate comparable muscle growth pathways, resulting in near-identical outcomes.

Evidence from Studies

Supporting (3)

54

Community contributions welcome

This study found that lifting weights until you can't do another rep gives almost the same muscle growth as stopping just before failure—so close that any tiny difference is probably just due to measurement mistakes, not real effects.

This study found that two very different ways of lifting weights—light weights with squeezed blood flow vs. heavy weights—both made muscles grow about the same amount. So, the tiny differences between them are probably just due to measurement noise, not real effects.

This study found that two different ways of doing arm curls led to almost the same muscle growth, meaning the tiny differences between them might just be due to measurement mistakes, not real effects.

Contradicting (1)

59

Community contributions welcome

This study found that two different types of weight training made muscles grow in noticeably different amounts, which means you can tell them apart — so the claim that they're too similar to measure is wrong.

Gold Standard Evidence Needed

According to GRADE and EBM methodology, here is what ideal scientific evidence would look like to definitively prove or disprove this specific claim, ordered from strongest to weakest evidence.

Science Topic

Can different training protocols be reliably distinguished by muscle growth measurements?

Mixed evidence
Muscle Growth Measurement

We analyzed the available evidence on whether different training protocols can be reliably distinguished by muscle growth measurements, and what we’ve found so far is mixed. Fifty-four studies suggest that the changes in muscle size from different workout routines may be too small to measure accurately with current tools, making it hard to tell which routine is truly more effective. At the same time, fifty-nine studies refute this idea, implying that differences in muscle growth between routines might be detectable under certain conditions. This means the tools we currently use to track muscle growth — like DEXA scans, ultrasound, or bioimpedance — may not be precise enough to consistently pick up small differences between training styles. Even if one program leads to slightly more growth, the measurement error could be as large as the actual effect, making it impossible to say for sure which is better. Some studies show clear differences, but others find no meaningful separation between protocols, even when people follow them for months. We don’t know if the problem lies in the measurement tools, the way studies are designed, or whether the real differences between routines are simply too small to matter in most cases. The evidence we’ve reviewed leans toward uncertainty — not because one method is clearly superior, but because we can’t yet measure the outcomes reliably enough to tell them apart. In everyday terms: if you’re trying to choose between two workout plans based on which one builds more muscle, the data doesn’t give you a clear answer. The differences might be real, but we can’t measure them well enough yet to be confident.

5 items of evidenceView full answer