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That's the short version. Here's why it matters, and why "one number for every workout" — the way most trackers guess — is quietly wrong.
What is a MET?
A MET (Metabolic Equivalent of Task) is a unit that describes how hard an activity is compared to sitting still. One MET is the energy your body uses at rest — about 3.5 ml of oxygen per kg of body weight per minute, which works out to roughly 1 kcal per kg of body weight per hour.
So a 5-MET activity burns about five times as much energy as sitting on the couch. Walking the dog might be 3 METs. A hard spin class might be 9. The number is not a brand's opinion — it's a measured physiological value.
This is the unit that lets you compare a gym session, a walk, and a stretching routine on the same scale.
What formula does SAGEVibe use to calculate calories burned?
SAGEVibe uses the standard MET equation: calories = MET × weight (kg) × duration (hours). Three inputs, each pulled from real data:
- MET — the intensity of the specific activity you logged, from the 2024 Compendium.
- Weight (kg) — your actual body weight from your profile, not a population average.
- Duration (hours) — the minutes you logged, converted to hours.
Because your own weight is in the equation, two people doing the identical 40-minute workout get two different, correct calorie numbers. A generic tracker that shows everyone "300 calories" for a gym session is ignoring the single biggest variable — you.
Why can't one calorie number work for every activity?
Because every activity has its own intensity, and intensity is exactly what a MET measures. A gym session, a walk, and a stretching routine are not interchangeable — treating them as one "workout" throws away the whole point of tracking.
Here's the difference in the Compendium's own numbers:
| Activity | MET value | Source (2024 Compendium) |
|---|---|---|
| Stretching / gentle yoga | ~2.5 | Conditioning exercises |
| Walking, moderate pace | ~3.3 | Walking |
| Resistance training, multiple exercises | 3.5 | Code 02054 |
| Health club exercise, general | 5.5 | Code 02060 |
| Bicycling, vigorous (14–15.9 mph) | 10.0 | Code 01040 |
A 20-minute stretch and a 20-minute spin session are not the same event. SAGEVibe stores a MET value per activity type, so each logged entry is calculated on its own terms.
Where do SAGEVibe's MET values come from?
They come from the 2024 Adult Compendium of Physical Activities — the third major update of a reference scientists have used for 30 years to quantify the energy cost of human movement. It was published in the Journal of Sport and Health Science (2024;13(1):6–12) by Stephen Herrmann, Erik Willis, Barbara Ainsworth and colleagues.
What makes the 2024 edition worth building on:
- It covers the energy costs of 1,114 physical activities — from inactivity and housework to transportation, sport, and occupational tasks.
- The update prioritized activities with measured metabolic equivalent (MET) values — energy costs measured directly with indirect calorimetry (analyzing the oxygen a person actually consumes), not estimated by analogy.
- Every activity has a unique code and a defined MET, and the tables trace how each value has changed across the 1993, 2000, 2011, and 2024 editions.
In plain terms: when SAGEVibe tells you a walk burned 115 calories, that number traces back to a lab measurement in a peer-reviewed reference, not a guess baked into an app.
What does a day of activity tracking look like in SAGEVibe?
Here's a full day worked through the formula. Say you're 70 kg and you log three activities:
| Activity | MET | Time | Calories = MET × 70 × hours |
|---|---|---|---|
| Gym | 5.0 | 40 min | 5.0 × 70 × 0.67 = 233 kcal |
| Walk | 3.3 | 30 min | 3.3 × 70 × 0.50 = 116 kcal |
| Stretching | 2.5 | 20 min | 2.5 × 70 × 0.33 = 58 kcal |
| Total | 90 min | ≈ 407 kcal |
Notice two things. First, the three activities produce three very different calorie numbers even at similar durations — that's the MET doing its job. Second, your total time is 90 minutes. In SAGEVibe, minutes are the primary metric — the number your daily-goal progress fills toward — and calories burned ride alongside as a second signal, not a pass/fail budget.
Why does SAGEVibe lead with minutes, not calories?
Because movement time is a more honest, more motivating target than a calorie count — and the health guidelines are written in minutes, not calories. Public-health recommendations talk about minutes of moderate-to-vigorous activity per week for a reason: minutes are something you control directly and can't accidentally "eat back."
So SAGEVibe fills your progress toward a daily minutes goal, and when you go past it, the reward keeps going — the trail on your dashboard keeps advancing instead of freezing at 100%. Calories burned are shown as a clear secondary number for people who want it, and deliberately kept separate from your food calorie budget. We don't quietly add "you burned 400, so eat 400 more" — that net-calorie loop is where a lot of tracking goes wrong.
How accurate is MET-based calorie tracking?
MET-based estimates are the accepted standard for field research and consumer apps, but they are estimates, not lab measurements of your body on that day. The Compendium values are population averages measured across study participants; your personal burn varies with fitness, body composition, terrain, and effort.
We're honest about that. What the MET method gets right is the thing that matters most for habit-building: relative accuracy and consistency. A harder session always reads higher than an easy one, your own weight is always in the math, and every number is anchored to the same scientific reference — so day-to-day comparisons are trustworthy even if no calorie estimate on Earth is exact to the kilocalorie.
Sources
- Herrmann SD, Willis EA, Ainsworth BE, et al. 2024 Adult Compendium of Physical Activities: A third update of the energy costs of human activities. Journal of Sport and Health Science. 2024;13(1):6–12.
- Compendium of Physical Activities — activity list and MET values: https://pacompendium.com/adult-compendium/
- 2024 Adult Compendium tracking guide (codes and MET values): https://pacompendium.com/wp-content/uploads/2024/03/4_2024_adult-compendium-tracking-guide-1-2024.pdf
Common questions
Frequently asked questions
Is the MET formula scientifically validated?
Yes. `calories = MET × weight × time` is the standard energy-expenditure equation used throughout exercise physiology, and the MET values come from the 2024 Adult Compendium of Physical Activities, a peer-reviewed reference published in the Journal of Sport and Health Science.
Does SAGEVibe use my real weight?
Yes. Calorie burn is calculated from the body weight in your profile, so your numbers are personal to you rather than a population default.
Do calories burned get added back to my food budget?
No. In SAGEVibe, calories burned are a separate metric and do not increase your daily food calorie budget. Movement and eating are tracked as two independent signals.
How many activities does the Compendium cover?
The 2024 Adult Compendium lists the energy costs of 1,114 activities across categories including walking, running, cycling, conditioning, sports, home activity, and occupation.
Why is my burn different from a friend's for the same workout?
Because body weight is part of the equation. Two people doing the same activity for the same time will burn different amounts, and SAGEVibe reflects that instead of showing everyone one flat number.
Less logging. More useful context.
Track your food from one photo.
Let SAGEViBE turn a quick photo into nutrition context you can actually use.
