Apple Watch Gets One Crucial Fitness Metric Wrong, Researchers Say

The Apple Watch provides highly accurate measurements of heart rate and step count, but their estimates of calories burned can be significantly off, according to a new peer-reviewed meta-analysis conducted by researchers at the University of Mississippi (via CNET).

Apple Activity Rings Graphic
The study reviewed 56 previously published studies evaluating the Apple Watch's performance against gold-standard clinical tools in three core areas: heart rate monitoring, step count tracking, and energy expenditure estimation.

The researchers reported low mean absolute percentage errors (a common metric used to assess measurement accuracy) of 4.43% for heart rate and 8.17% for step counts. These fall within the threshold generally considered acceptable for consumer-grade fitness devices. In contrast, the average error for energy expenditure was 27.96%, more than three times the margin considered acceptable for accurate measurement.

The analysis incorporated data from studies spanning multiple Apple Watch models and user groups. The high error margin in calorie estimation was consistent across all cohorts and forms of physical activity.

These devices are great for keeping track of habits and staying motivated. But do not take every number as 100% truth, especially the calories. Think of it as a helpful guide, not a diagnostic tool. It is useful but not perfect.

The findings align with previous independent evaluations that have raised concerns about the reliability of calorie burn estimates from consumer-grade wearable devices like Apple Watches.

While the Apple Watch has undergone continuous generational improvements since its debut in 2015, the researchers noted that even newer models still exhibit considerable error in calorie estimation. However, the study did observe a trend toward improved accuracy in more recent models:

While we cannot say every update is a big leap forward, there is a noticeable trend of gradual improvements over time. It shows that Apple is refining the technology over time.

The researchers emphasized that their analysis is not intended to discredit the utility of wearables, but rather to clarify their limitations and inform both consumers and smartwatch makers.

By showing where the weaknesses are, we can help developers get real feedback. If they know what needs to be fixed, they can design better sensors or algorithms. Our findings can guide improvements and help make these devices more useful for both everyday users and health care providers.

Apple does not publish the algorithms used in Apple Watch fitness tracking, nor does it claim that the device provides clinical-grade energy expenditure measurements. The company has consistently positioned the Apple Watch as a general wellness tool rather than a medical diagnostic device, though it has introduced several advanced health features in recent years, such as body temperature monitoring and sleep apnea detection.

Related Forum: Apple Watch

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Top Rated Comments

Killbill2 Avatar
8 weeks ago
I wish they'd get rid of "calories" it's irrelevant.

The continued emphasis on “calories” is not only outdated but fundamentally misleading. Caloric measurement is an oversimplified and reductionist approach to health and nutrition. It fails to reflect the complex regulatory systems of human metabolism, individual differences in energy expenditure, and the profoundly different metabolic effects of macronutrients.

The notion that “a calorie is a calorie” ignores the fact that carbohydrates, fats, and proteins are metabolized through distinct biochemical pathways and exert different hormonal effects—particularly on insulin, satiety, and fat storage. For example, 100 calories of sugar is not metabolically equivalent to 100 calories of protein or fat.

If you’re trying to lose weight, reducing refined carbohydrates and emphasizing protein and healthy fats—while eating to satiety—tends to be far more effective than simply slashing calories. This approach aligns better with how the body actually regulates hunger, energy balance, and fat storage.

It’s time to move beyond the calorie and toward a more nuanced, biologically informed understanding of nutrition.
Score: 28 Votes (Like | Disagree)
ChrisMac47 Avatar
8 weeks ago
Is this a random error of 28%, or a deterministic one (i.e. bias), and if the latter, does the watch estimate consistently higher calorie burn, or consistently lower?
Score: 23 Votes (Like | Disagree)
WarmWinterHat Avatar
8 weeks ago
This has been pretty well known with in the fitness and Healthcare community, but not with exact figures like this study. It's not specific to Apple, though; all the trackers are off.

I'm transitioning from an Apple Watch to a Garmin, and on a fairly strenuous trail run on Tuesday (where I was wearing both), they disagreed by about 200kcal. Neither were right, but the Garmin was a bit closer.

The watches agreed on everything else.
Score: 11 Votes (Like | Disagree)
nfl_brah Avatar
8 weeks ago

I wish they'd get rid of "calories" it's irrelevant.

The continued emphasis on “calories” is not only outdated but fundamentally misleading. Caloric measurement is an oversimplified and reductionist approach to health and nutrition. It fails to reflect the complex regulatory systems of human metabolism, individual differences in energy expenditure, and the profoundly different metabolic effects of macronutrients.

The notion that “a calorie is a calorie” ignores the fact that carbohydrates, fats, and proteins are metabolized through distinct biochemical pathways and exert different hormonal effects—particularly on insulin, satiety, and fat storage. For example, 100 calories of sugar is not metabolically equivalent to 100 calories of protein or fat.

If you’re trying to lose weight, reducing refined carbohydrates and emphasizing protein and healthy fats—while eating to satiety—tends to be far more effective than simply slashing calories. This approach aligns better with how the body actually regulates hunger, energy balance, and fat storage.

It’s time to move beyond the calorie and toward a more nuanced, biologically informed understanding of nutrition.
If you’re trying to lose weight, consuming less calories than burning is the most consistent and proven method. Removing foods may result in weight loss, but it’s still due to a caloric deficit. That’s why these tools are useful, knowing TEE and tracking macros works.
Score: 11 Votes (Like | Disagree)
neuropsychguy Avatar
8 weeks ago

Folks who obsess over calories while working out are really doing themselves a disservice. No amount of exercise (while counting calories) is going to help you if your diet isn't on point. You can bike for 100s of miles and watch the calories add up - but if you go home and eat some pizza - you've wasted your entire day. Count carbs and limit sugars, period. Leave the calorie obsession behind....
Some of what you wrote isn't true. It's also harmful from a psychological and dietary perspective to say things like this: "You can bike for 100s of miles and watch the calories add up - but if you go home and eat some pizza - you've wasted your entire day."

That induces guilt over what people eat and can lead to eating disorders (that really happens). Exercise is not a waste, just because you eat pizza afterward. The exercise has benefits for health despite what we eat. Over-focus on calories can also be problematic, but take this as an opportunity to learn about the benefits of exercise regardless of our diet.

If you expend more calories than you consume, you will not gain weight (there is a little fuzziness around the edges of that statement but it's broadly true). In other words and to be more precise, from a strictly caloric perspective, gaining adipose tissue while consistently expending more calories than consumed is virtually impossible due to the laws of thermodynamics. Biology is complex due to hormones, water retention, inflammation, and other processes that occur as we eat and have daily activities, but the overarching laws of thermodynamics hold true for us.

For example, if I burned 500 calories in a workout and then ate 300 calories of pizza, I would not gain weight. If I burned 500 calories in a workout and then ate 300 calories of broccoli, I would not gain weight.

Or, if my total caloric expenditure in a day was 2,200 and my food was pizza, sugary cereal, a hamburger, and one lettuce leaf drenched in ranch dressing but was only a total caloric intake of 2,100, I would not gain weight. I could develop some health conditions because of the what I was eating, but the exercise and caloric 'restriction' would counteract some, even many of them.

This doesn't mean pizza and broccoli are equally healthy, which is part of your point, but "calories out" >= "calories in" and exercise are associated with many health benefits, including longevity and quality of life, above and beyond the food we eat.

Again, food matters, it just matters less than calories from an overall weight and health perspective. That's at least true based on the current research in the field. This is important to know because it can help prevent weight gain. Diets and weight loss are notoriously difficult. Preventing weight gain takes work as well, but is relatively easier. A simple focus on keeping calories in <= calories out over time will prevent weight gain*. That's going to be true regardless of the food we eat and what quality of food we can afford.

It's easier to "obsess" over total calories than to "obsess" over what foods you are eating. My encouragement to my students when we cover exercise, diet, and health in one of my classes, is to focus first on general activity, exercise, and sleep (if you sleep less, you tend to eat more!) for health reasons, then focus on keeping "calories out" >= "calories in", then focus on the 'quality' of food -- more vegetables, healthy fats, proteins.

Prevention is much preferred over intervention. But if there needs to be intervention, the best diet is one you will eat and keep. That usually means keep what you are eating, just eat a little less of it. Rather than switch from pizza to kale and goat cheese, eat 2 slices of pizza instead of 3. Then gradually you can build in 'healthier' foods.

*There are some medical conditions and other issues and factors that complicate the picture, but the general principle is true.
Score: 9 Votes (Like | Disagree)
Jean Claude Avatar
8 weeks ago
Folks who obsess over calories while working out are really doing themselves a disservice. No amount of exercise (while counting calories) is going to help you if your diet isn't on point. You can bike for 100s of miles and watch the calories add up - but if you go home and eat some pizza - you've wasted your entire day. Count carbs and limit sugars, period. Leave the calorie obsession behind....
Score: 9 Votes (Like | Disagree)