Use the estimate as a planning range
A calculator cannot choose one correct lifting weight from your age, sex, or body size. Exercise skill, equipment, range of motion, recent training, symptoms, and the rep target all matter. This planner instead starts with one recent, controlled set on the same exercise and uses your reported repetitions in reserve (RIR) to estimate a conservative first trial for another rep target.
Research context: research on repetition-based prediction equations shows that error varies with the equation, exercise, repetition range, and population. The resistance-training repetitions-in-reserve scale paper provides context for effort ratings. Neither source makes one calculated load an individualized prescription.
Working-weight planner
Warm-up set planner
Enter the load you plan to use for your work sets. The planner gives a conservative ramp you can use as a starting point before the heavier work, without assuming that every exercise needs the same number of sets.
- Method: the default ramp uses about 40% of the work-set load for 8 reps, 60% for 5 reps, and 75% for 3 reps. It rounds down and omits duplicate or zero-load steps.
- Worked example: with a 125 lb work set and a 5 lb increment, the ramp is 50 lb × 8, 75 lb × 5, and 90 lb × 3 before the work sets.
- Use judgment: a light machine set may need fewer steps, while a heavy low-rep set may need another single near the work load only when technique is sharp. Do not turn the warm-up into fatiguing work.
Warm-up loads are not a safety guarantee. Use a range and speed you can control, follow the equipment instructions, and stop for sharp pain, dizziness, chest symptoms, severe breathing trouble, loss of control, or a serious injury. Persistent or worsening symptoms need qualified care.
Calculator assumptions
- Input model: completed reps + reported RIR is treated as an estimated maximum-repetition set. Eight reps with 2 RIR is modeled as a 10-rep maximum.
- Epley estimate: estimated 1RM = lifted weight × (1 + effective reps ÷ 30). A true one-rep set at 0 RIR uses the lifted weight itself instead of adding 1/30.
- Target load: planner load = estimated 1RM ÷ (1 + target effective reps ÷ 30), where target effective reps = target reps + target RIR.
- Rounding: the displayed 1RM is rounded to the nearest selected increment; the planner load and warm-up steps are rounded down so the interface does not push a result upward.
- RIR adjustment is an assumption: RIR is subjective, and adding it to completed reps is a practical model rather than a direct measurement of strength.
Keep completed reps + set RIR and target reps + target RIR at 15 or less. Results modeled above 10 effective reps carry more uncertainty. The planner withholds a working load for a planned one-rep maximum because a calculator should not encourage an unsupervised max attempt.
Worked example: 135 lb for eight reps
Suppose a lifter benches 135 lb for eight controlled reps and reports 2 RIR. The input is modeled as a 10-rep maximum: 135 × (1 + 10 ÷ 30) = 180 lb. To plan ten reps with 2 RIR, use 12 target effective reps: 180 ÷ (1 + 12 ÷ 30) = about 128.6 lb. With a 5 lb increment, the planner rounds down to 125 lb.
The 125 lb result is a first trial, not a promise. The warm-up planner suggests 50 lb × 8, 75 lb × 5, and 90 lb × 3; use only the steps that leave you more prepared rather than tired.
More examples
- 100 kg × 5 with 1 RIR: planning 8 reps with 2 RIR and a 2.5 kg increment gives about a 120 kg 1RM and a 90 kg planner load.
- 225 lb × 5 with 0 RIR: planning 5 reps with 2 RIR and a 5 lb increment gives about a 265 lb 1RM and a 210 lb planner load.
- 100 lb × 10 with 0 RIR: planning 8 reps with 1 RIR and a 5 lb increment gives about a 135 lb 1RM and a 100 lb planner load. The raw planner result is just over 102 lb, so it rounds down rather than up.
How to enter a useful set
- Use a recent set with repeatable range, stable technique, and no missed repetition.
- Enter the complete external load. Include the bar weight; for dumbbells, stay consistent about whether the number is per hand or combined.
- Estimate how many additional clean repetitions were available. Do not count reps that would require a bounce, shortened range, assistance, or a major technique change.
- Choose the target reps, target RIR, and the smallest load increment the equipment actually allows.
- Use the warm-up ramp as a flexible starting point and reduce the result if the planned range, control, or RIR is not present that day.
Limitations and safety
Use the same exercise, equipment, setup, tempo, and range of motion. A free-weight bench press estimate does not transfer cleanly to a Smith machine, cable stack, plate-loaded machine, assisted exercise, or a different range. Bodyweight exercises also need a consistent definition of total load before the formula is meaningful.
Prediction error grows with high reps, uncertain RIR, unstable failure sets, technical lifts, changing machine leverage, poor sleep, illness, and a return after injury. Do not perform a maximum attempt merely to fill the form. Use appropriate safeties or a capable spotter. Stop training and seek emergency care for chest pain or pressure, fainting, severe breathing trouble, stroke signs, or a serious injury. For persistent or worsening pain, swelling, numbness, weakness, or repeated dizziness, contact a qualified healthcare professional before returning.
This is general training education, not medical advice or individualized coaching. Continue with the guide to choose a starting load with ramp sets, learn how to calibrate RPE and RIR, use smaller load increases, and record the final choice in a training log.

