Resting Metabolic Rate Estimates
How resting metabolic rate is measured and estimated, how far equations and handheld devices can be off for one person, and why an RMR number is not a calorie prescription.
Content last updated . This page has not been medically reviewed.
What resting metabolic rate is
Resting metabolic rate (RMR) is the energy the body uses at rest, usually given in calories per day. It can be measured, using indirect calorimetry, or it can be estimated by predictive equations, and estimation is by far the more common method. [1] A calculator that says "your BMR is X" is almost always the second kind: an estimate from a formula, not a measurement of you.This page explains accuracy. It does not give calorie targets, and it does not tell anyone how much to eat. See Estimated Energy Expenditure and Calorie Burn for wearable "calories burned" figures.
Direct, estimated and calculated
| Source of the number | What it is | Typical weakness |
|---|---|---|
| Lab or clinic indirect calorimetry | A measurement rather than an estimate | Needs an evidence-based protocol to limit measurement error [1] |
| Handheld indirect calorimeter | A smaller device that measures oxygen use | Results vary between studies and devices |
| Prediction equation or online calculator | Calculated by an equation | Can be wrong for an individual [1] |
| Wearable or app "resting calories" | An estimate from the maker's software | No validation of this feature found in the sources I read |
How accurate are prediction equations?
A systematic review of equations for healthy non-obese and obese adults found four in common clinical use: Harris-Benedict, Mifflin-St Jeor, Owen and the WHO/FAO/UNU equation. [1] Of these, Mifflin-St Jeor was the most reliable, predicting RMR within 10% of the measured value in more people than any other equation. [1] That is a relative result: the same review concluded that noteworthy errors and limitations exist when an equation is applied to an individual. [1]The review also noted that older adults and ethnic minorities living in the US were underrepresented both in developing the equations and in checking them. [1] So a formula can be less trustworthy for some groups than for others. In another group, adults with chronic spinal cord injury, equations built for able-bodied people overestimated RMR by 4% to 15% in seven studies and underestimated it by 2% to 17% in two. [2]
Evidence label: established that equations can miss for an individual (seen in two systematic reviews, in different groups). "Within 10%" for a 1,800-calorie person still means an error of up to roughly 180 calories either way, and some people fall outside that.
How accurate are handheld calorimeters?
Handheld indirect calorimeters have been studied in clinical and research settings. Label: mixed.- A review of handheld devices described research findings to date as mixed, with one model more consistent against a reference method and another less accurate against standard metabolic carts. [3]
- A systematic review of 12 studies of one handheld device found it comparable to metabolic carts in most comparisons, though two studies found it read lower. The authors concluded it was valid and reliable for most adults and children. [4]
- In 100 community-living adults, a handheld device and a standard cart had similar average values, but agreement between the two was only 43%, and the limits of agreement ran from -240 to +300 kcal/day. [5]
- In 24 stable home nutrition-support patients, repeated measures from one handheld device were reproducible, but its readings were frequently lower than a traditional calorimeter and needed further validation. [6]
These are results for specific models and groups. They cannot be generalized to every device, and none shows that using a handheld device improves health.
What about smartwatches and apps?
A meta-analysis of 56 studies of one smartwatch family found heart-rate and step counts were generally accurate, but accuracy for energy expenditure was limited, with error above a 10% validity threshold in every subgroup studied. [7] That concerns energy expenditure during activity, not resting metabolic rate, and it applies only to the watches studied. See Smartwatches: What They Measure and Estimate. Proper evidence not found for the accuracy of consumer "RMR" scores from wearables or apps in the sources I checked (PubMed searches on wearable resting energy expenditure and handheld calorimeter validation).Accuracy is not benefit
Even a well-measured RMR is only one input to a person's energy needs, which also include activity and daily variation. A number for RMR has not been shown to produce better health outcomes by itself. Compare it with the ideas in Metabolism Myths.Frequently asked questions
Is an online BMR calculator accurate?
It gives an estimate. In a systematic review, the most reliable of four common equations landed within 10% of measured RMR for more people than the others, but noteworthy errors can occur for an individual. [1]
Do I need a measured RMR?
For most people a measured value is not needed. The review of equations suggests clinical judgment on when to accept an estimate and notes indirect calorimetry may be useful when equations fail someone in a clinically relevant way. [1]
Can a handheld device replace a lab test?
Studies are mixed. In one study of 100 adults, the two methods agreed within the study's criterion only 43% of the time. [5]
Does my watch measure RMR?
Watches estimate energy use from sensors and algorithms. For one smartwatch family, a meta-analysis found energy-expenditure accuracy to be limited. [7]
Should I eat to match my RMR number?
This library cannot advise that. Talk with a clinician or dietitian, especially with a medical condition, pregnancy or a history of disordered eating.
More details: evidence, limits and cautions
The details behind this page: cautions, limits of the evidence and where sources disagree. Open any note to read it.
Who should check first
References
- Comparison of predictive equations for resting metabolic rate in healthy nonobese and obese adults: a systematic review, Journal of the American Dietetic Association, 2005. PubMed 15883556. Read 2026-10-22.
- A Systematic Review of the Accuracy of Estimated and Measured Resting Metabolic Rate in Chronic Spinal Cord Injury, International Journal of Sport Nutrition and Exercise Metabolism, 2019. PubMed 31034249. Read 2026-10-22.
- Do hand-held calorimeters provide reliable and accurate estimates of resting metabolic rate?, Journal of the American College of Nutrition, 2007. PubMed 18187425. Read 2026-10-22.
- Systematic review on use of a handheld indirect calorimeter to assess energy needs in adults and children, International Journal of Sport Nutrition and Exercise Metabolism, 2007. PubMed 18046058. Read 2026-10-22.
- An evaluation of a handheld indirect calorimeter against a standard calorimeter in obese and nonobese adults, JPEN, 2013. PubMed 23334358. Read 2026-10-22.
- Comparison between Medgem and Deltatrac resting metabolic rate measurements, European Journal of Clinical Nutrition, 2005. PubMed 16015258. Read 2026-10-22.
- Apple watch accuracy in monitoring health metrics: a systematic review and meta-analysis, Physiological Measurement, 2025. PubMed 40199339. Read 2026-10-22.