Why Fitness Tech Keeps Optimizing the Wrong Number

A Cambridge researcher argues protein and exercise guidelines target survival, not performance - and wearables are tracking the wrong thresholds.

Why Fitness Tech Keeps Optimizing the Wrong Number

The Target Your Fitness App Is Probably Getting Wrong

Every major fitness platform - Apple Health, Garmin Connect, MyFitnessPal - displays a daily protein target. For most users, that number traces back to public health guidelines designed to prevent deficiency in sedentary adults. It was never meant to tell you how to stay strong at seventy, recover well from a hard run, or keep your mind sharp into old age. It was meant to keep you from getting sick. That distinction matters more than the apps let on.

A paper published in Frontiers in Nutrition makes this gap explicit. Dr. Chris Macdonald, a Fellow of Lucy Cavendish College at the University of Cambridge and Director of the Better Protein Institute, argues that current recommendations for both protein intake and physical activity are calibrated to prevent deficiency - not to support what he calls “optimal health outcomes.” The technology that millions use daily to track these metrics is, in effect, optimizing toward a floor rather than a ceiling.

What the Guidelines Were Actually Built For

UK protein guidelines, which anchor the defaults in many nutrition apps, were established primarily around the needs of sedentary adults. The figure sits at roughly 0.75 grams of protein per kilogram of bodyweight per day. For a 70-kilogram adult, that’s about 52 grams - enough to avoid clinically significant protein deficiency. It is not, Macdonald’s review argues, enough to support the muscle retention, cognitive function, and physical resilience that physically active people, older adults, and pregnant women demonstrably need.

The problem is partly one of translation. Guidelines produced for public health policy get pulled into consumer technology, where they become default targets displayed without context. A sedentary adult and a 65-year-old who walks five miles a day and lifts weights twice a week both see the same number in their apps, framed identically as a goal to hit.

The Evidence for Higher Thresholds

Macdonald’s review points to a growing body of research suggesting that active individuals and older adults benefit from meaningfully higher protein consumption. The exact figures vary by study and population, but the directional finding is consistent: the current floor is not an optimal target for people seeking to maintain muscle mass, support recovery, or slow age-related physical decline.

Higher-protein diets also show effects on body composition beyond muscle support. Increased satiety - the feeling of fullness protein produces relative to equivalent calories from carbohydrates or fat - and a higher thermic effect (the energy the body burns digesting protein compared to other macronutrients) both contribute to fat loss in controlled trials. Fitness apps that display protein purely as a recovery metric miss this dimension entirely.

The review also addresses a persistent misconception embedded in how both media and technology frame high-protein eating: that it requires meat. Plant-based diets can meet higher protein targets with deliberate meal planning, a point Macdonald illustrates by referencing the growing cohort of vegan powerlifters and bodybuilders who demonstrably hit elite performance benchmarks without animal protein.

One sentence that will likely circulate in nutrition communities captures the paper’s core reframe: high-intensity exercise and high-protein diets, Macdonald writes, are tools for extending lifespan and healthspan in the general population - not just aesthetic strategies for athletes.

Exercise Recommendations Face the Same Ceiling Problem

The protein argument is paired with a parallel critique of how exercise guidelines are communicated and tracked. Current recommendations - structured around minimum thresholds of moderate aerobic activity per week - are again designed to reduce disease risk rather than to build the physical capacity that preserves independence and cognitive function over decades.

Macdonald’s review links regular exercise to reduced mortality risk, better mental health outcomes, stronger cognitive function, and greater resistance to the physical decline typically associated with aging. The research it draws on suggests that combining aerobic activity - walking, running, cycling - with resistance training produces benefits that neither modality achieves alone.

What Tech Platforms Are Positioned to Fix

This is where the technology angle sharpens into something actionable. Wearable devices already collect the data needed to move beyond minimum thresholds. Continuous heart rate monitoring, VO2 max estimation, sleep quality metrics, activity strain scores - platforms like Garmin and WHOOP already surface these. The gap is not in data collection. It is in how that data gets contextualized against goals that go beyond avoiding deficiency.

Macdonald’s proposal is not to discard existing guidelines but to supplement them with guidance oriented toward optimal outcomes. Applied to technology, that means platforms surfacing not just whether a user hit their protein target, but whether that target was set appropriately for their age, activity level, and stated health goals. It means resistance training logging that explains why muscle-building activity matters for someone in their fifties in terms of fall prevention and cognitive outcomes - not just aesthetics.

The cultural reframe Macdonald calls for maps directly onto product design. He writes that high-intensity exercise and high-protein eating are “often associated with bodybuilders and superficial aesthetic goals,” and that this association obscures their relevance for general populations. A fitness app that frames strength training as a strategy for being able to lift and play with grandchildren is making a different argument than one that displays a calorie burn and moves on.

A Number Worth Questioning

The image Macdonald uses to ground his argument is specific: the hunched, slow, fragile older adult whose physical state gets accepted as an inevitable product of age. His position is that this outcome, in most cases, reflects a lifestyle insufficiently supported by evidence-based guidance - not an unavoidable biological destination.

That framing is stark, and it carries an implied challenge to the technology industry. Fitness platforms reach hundreds of millions of users daily. They display numbers that shape behavior. If those numbers are calibrated to a floor built for sedentary adults in the mid-twentieth century, the platforms are, at scale, nudging people away from the physical capacity that keeps them independent.

The default daily protein target in MyFitnessPal for a 70-kilogram adult is 52 grams - matching the UK guideline figure exactly.