How to Keep a Training Log That Changes What You Do

A training log only earns its place when it changes the next session. What to record, what to skip, how to read it, and what RPE and reps in reserve really mean.

A training log earns its place when it changes what you do next.

If it only records that you showed up, it is a diary.

If it tells you what to load, how many reps to chase, and when to back off, it is a tool.

The gap between those two things is about six fields and one habit.

The habit is reading yesterday’s entry before you start today’s session, not after.

A log you never read before training is just proof of attendance. The reading is the whole point.

What should a training log actually record?

Six fields cover almost everything useful.

Date, exercise, working set number, load, reps completed, and an honest effort rating.

Add one short note only when something happened that would change a future decision, such as a joint that complained or a bar path that drifted.

Load and reps together are the backbone, because neither one alone tells you whether the session moved forward.

Eight reps at 135 pounds and five reps at 155 pounds are not obviously ranked until you write both down and compare them next week.

The effort rating is what turns two similar numbers into a decision, and it is the field most people leave out.

Log working sets only.

Warm-ups do not need an entry unless a warm-up is where the problem showed up.

If you want one optional field, use a single word for how the session felt overall: good, flat, or rough.

That word costs nothing and becomes surprisingly useful when you look back across a month of entries.

One more habit is worth building.

At the bottom of each entry, write the target for the next time you do that session.

Something as short as “squat 190 for 6, stop at 2 left” turns the log into instructions instead of history.

It also protects you from the most common gym mistake, which is deciding the load while standing under a loaded bar.

What is worth skipping?

Most of what fitness trackers offer during lifting is noise you will never act on.

Skip calorie estimates from a wrist device during resistance training.

They are rough at best, and no reasonable programming decision depends on them.

Skip heart rate during lifting.

It rises with effort, rest length, room temperature, and caffeine, and it still does not tell you whether the set was productive.

Skip total tonnage carried to a decimal point.

Weekly hard sets per muscle group is a more useful number and takes far less arithmetic.

Skip long written reflections.

A paragraph about how motivated you felt is not a variable you can adjust next Tuesday.

Skip photographs of every session.

Progress photos on a fixed monthly schedule are fine, while daily ones mostly measure the lighting.

Skip logging every mobility drill and every stretch.

Those are worth doing and rarely worth tracking, because you are not trying to progress them week to week.

The test for any field is simple.

If you cannot name the decision it would change, do not record it.

Fields you never use do more harm than nothing, because they make the log feel like homework and homework gets abandoned.

What does a filled in log look like?

Here is one lower body session written the way it should read back a week later.

Date Exercise Set Load Reps RIR Note
Mar 5 Back squat 1 185 lb 6 3 Smooth
Mar 5 Back squat 2 185 lb 6 2
Mar 5 Back squat 3 185 lb 5 1 Last rep slow
Mar 5 Romanian deadlift 1 135 lb 10 3
Mar 5 Romanian deadlift 2 135 lb 10 2 Low back tight
Mar 5 Leg press 1 270 lb 12 2
Mar 5 Leg press 2 270 lb 11 1 Session felt flat

Nothing in that table took more than a few seconds to write between sets.

Every row answers a question you will have next week, which is the only reason it exists.

What do RPE and reps in reserve mean in plain words?

Reps in reserve is the number of additional good repetitions you believe you could have completed when you racked the weight.

Three reps in reserve means you stopped with about three left.

Zero means you could not have done another one with the same technique.

The rating of perceived exertion scale used in lifting is the same idea counted from the other end.

An RPE of 10 means nothing left, 9 means one left, 8 means two left, and 7 means three left.

That mapping comes from a resistance training specific scale published by Zourdos and colleagues, who tied the rating directly to repetitions in reserve rather than to breathing or general fatigue (Zourdos et al., 2016).

Use whichever direction you find easier to say out loud.

Just do not mix the two in the same log, because a 3 means opposite things on the two scales.

The estimate also gets easier with practice if you occasionally check it.

Every few weeks, pick one safe exercise, call your number before the set ends, then keep going to see how close you were.

A machine or a dumbbell lift you can put down safely is the right place for that check, not a loaded barbell over your body.

The honest caveat is that these estimates are imprecise.

A scoping review and meta-analysis found that people tend to underpredict how close they are to failure by roughly one repetition, and that accuracy gets worse on sets longer than about 12 reps (Halperin et al., 2022).

Training experience did not reliably fix this in that analysis, which is worth knowing before you treat your own rating as a measurement.

The practical response is not to abandon the field.

It is to keep most working sets in a range where the estimate is less noisy, and to trust the trend rather than any single entry.

Your effort rating is an opinion with a number attached. Treat it as a direction, not a measurement.

How do you read your log to decide the next session?

Compare like with like.

That means the same exercise, in the same position in the session, at a similar rest length.

A squat done first is not the same lift as a squat done after leg press, and comparing them will mislead you.

Then apply three simple readings.

If reps went up at the same load and the effort rating stayed the same or fell, add load next time.

If reps stayed flat and the effort rating climbed, hold the load and repeat the session before you add anything.

If reps fell and effort climbed across two consecutive exposures, cut the load by roughly 10 percent or drop a set, then rebuild.

That third reading is the one people ignore, and it is the one that prevents a stall from becoming a month of bad sessions.

Change one thing at a time.

If you add load, add sets, and shorten rest in the same week, the log cannot tell you which change did what.

Give any change at least two exposures before you judge it, since one bad Tuesday is usually about sleep or stress rather than programming.

Notes deserve their own pass.

A joint complaint that appears once is information, and the same complaint three sessions running is a programming problem.

Our piece on what rest days actually do covers how to respond when the pattern points to recovery rather than to load.

What do weekly and monthly reviews look like?

The weekly review takes five minutes and asks three questions.

Did the planned sessions happen, is any exercise stuck for two exposures, and did the same note repeat.

Write one line at the bottom of the week naming what changes next week.

One change, not five.

The monthly review is longer and looks at direction rather than detail.

Pick three lifts you care about and check whether load or reps at a matched effort rating moved at all over four weeks.

If nothing moved and recovery looks fine, the program is probably too easy or too scattered.

If several things moved backward, the honest answer is usually too much work, too little sleep, or a life period that is not going to support your current plan.

Also look for the session you keep skipping, because a plan you avoid is not a plan.

Count completed sessions as a plain number for the month.

Consistency is the variable most people would rather not measure, and it explains more stalled progress than exercise selection does.

When life gets busier, cut the plan on purpose and write down that you cut it.

A logged decision to train twice a week for a month reads very differently later than four weeks of scattered gaps.

The article on what holds up from Heavy Duty training makes the case for earning each added set with evidence rather than adding volume on principle.

Paper or app: which one wins?

Neither one wins on the evidence, so pick on friction and honesty.

Factor Paper notebook Phone or tablet app
Speed between sets Fast once the page is set up Fast, unless the app makes you tap through menus
Distraction risk Low High, since the same device holds everything else
Looking back months later Slow, and depends on tidy handwriting Fast, with search and charts
Risk of losing it Real, and permanent Lower if it syncs, higher if the service closes
Temptation to over record Low, since writing costs effort High, since extra fields are free to add
Cost Almost nothing Free tiers exist, useful features often are not free

A spreadsheet sits between the two and covers most people well.

The format matters less than the columns you commit to.

A notebook with the six fields beats a polished app you stop opening in week three.

Whatever you choose, export or photograph it occasionally, because the most common way a training history disappears is that nobody backed it up.

If you train with someone, comparing logs is one of the more useful things a partner does, and our look at workout partner benefits covers where that help stops being helpful.

What the evidence does and does not support

Here is the candid part.

There is no strong body of trials showing that keeping a lifting log builds more muscle than not keeping one.

Nobody has run that study properly, and it would be hard to run, because the log is tangled up with the programming decisions it feeds.

What does exist is broader behavioral evidence about monitoring progress toward a goal.

A meta-analysis of 138 experiments found that prompting people to monitor progress toward a goal had a small to moderate effect on goal attainment, and that the effect was larger when progress was physically recorded or reported to someone rather than only thought about (Harkin et al., 2016).

That research was not about barbells, and stretching it into a promise about your bench press would be dishonest.

It supports a modest claim, which is the only one worth making here.

Writing it down and reviewing it beats remembering, and the log is most valuable as the input to a decision rather than as a record of effort.

If you keep a log for a month and cannot point to one session you changed because of it, you are collecting data instead of training.

Six fields, read before you lift, reviewed once a week.

That is the whole method.

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References

Halperin, I., Malleron, T., Har-Nir, I., Androulakis-Korakakis, P., Wolf, M., Fisher, J., & Steele, J. (2022). Accuracy in predicting repetitions to task failure in resistance exercise: A scoping review and exploratory meta-analysis. Sports Medicine, 52(2), 377-390. https://doi.org/10.1007/s40279-021-01559-x

Harkin, B., Webb, T. L., Chang, B. P. I., Prestwich, A., Conner, M., Kellar, I., Benn, Y., & Sheeran, P. (2016). Does monitoring goal progress promote goal attainment? A meta-analysis of the experimental evidence. Psychological Bulletin, 142(2), 198-229. https://doi.org/10.1037/bul0000025

Zourdos, M. C., Klemp, A., Dolan, C., Quiles, J. M., Schau, K. A., Jo, E., Helms, E., Esgro, B., Duncan, S., Garcia Merino, S., & Blanco, R. (2016). Novel resistance training specific rating of perceived exertion scale measuring repetitions in reserve. Journal of Strength and Conditioning Research, 30(1), 267-275. https://doi.org/10.1519/JSC.0000000000001049

Medical disclaimer: This article is for general information only and is not medical advice. If you have an injury, ongoing pain, or a medical condition, talk to a doctor or physical therapist before you change how you train or eat.

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Chris Pruitt, certified personal trainer and WorkoutHealthy founder
Chris Pruitt

Chris Pruitt is a certified ASFA personal trainer and the founder of WorkoutHealthy LLC, a commercial gym equipment dealer that has outfitted gyms, hotels, schools, and clinics since 2016. He has more than 16 years in the fitness business, and he writes and fact checks everything published on Insider.

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