Health Connect stores steps, it doesn't measure them
Health Connect is Android's shared store for health data. Your phone's step counter, a fitness app or a smartwatch app writes steps into it, and apps like NutriPixel read them back with your permission. So the accuracy of your step count is the accuracy of whichever device and app recorded it.
What research says about step counts
In a study published in JAMA, 14 adults walked 500 and 1,500 steps on a treadmill while an observer counted every step. Smartphone apps carried in a trouser pocket came within −6.7% to +6.2% of the observed count. Wrist-worn fitness bands were between −22.7% and −1.5%, and one band undercounted by more than 20%. Waist-worn pedometers were the closest, within about 1%.1
That was a short, controlled test with young, healthy volunteers and 2014-era devices, and the authors say results should be confirmed elsewhere.1 But it suggests a phone in your pocket gives a reasonable step count while you're walking. In daily life, the bigger error is usually simpler: steps you take without your phone on you aren't counted at all.
Calories burned are much rougher than steps
Many watches also write an active-calories number to Health Connect. That figure is an estimate built on top of motion and heart rate, and it's far less reliable than a step count. A Stanford-led study tested seven wrist-worn devices against lab measurements in 60 people while they sat, walked, ran and cycled. Most measured heart rate well, but none estimated calories burned to within 20%.2 Errors were higher during walking, and for people with a higher body mass index or darker skin.2
The authors suggest caution when using these energy numbers for health programs.2 For calorie tracking, that means treating your watch's "calories burned" as a rough guide, not a number to eat back in full.
Phone and watch at the same time: avoiding double steps
If your phone and your watch both record steps, Health Connect has two copies of the same walk. When an app asks for a total, Health Connect de-duplicates activity data and keeps only the data from the app with the highest priority, and only you can set that priority in Health Connect's settings.3 NutriPixel reads these de-duplicated daily totals rather than adding up raw records, so a walk counted by both your phone and your watch isn't counted twice.
If your step count looks too low or too high, check which app is at the top of Health Connect's priority list for activity. Put the device you carry most consistently first.
How NutriPixel uses your steps and calories
- Active calories first. When Health Connect has active calories for the day, NutriPixel uses them as the active part of what you burned.
- Steps as a fallback. When there are steps but no active calories, it estimates walking calories from your steps, height and weight.
- No invented activity. Once you're connected, NutriPixel uses what Health Connect reports, even on a quiet day, rather than falling back to an estimate from your activity level.
- Earn-back is cautious. Earn-back, which adds calories to your target when you move more, is off by default. When it's on, it adds only half of the activity above what your target already assumes, which leaves room for overestimated calories.
Health Connect access is read-only, and the data stays on your phone. More on the Health Connect calorie tracker page.
Getting a more trustworthy count
- Carry the same device every day, in the same place. A phone in your pocket counts; a phone on the table doesn't.
- Choose one source to come first in Health Connect's activity priority.
- Look at weekly averages, not single days. A consistent error still shows you whether you're moving more than last week.
- Treat calories burned as a rough guide. Your weight trend over a few weeks is the real check. See the calorie deficit guide.
Sources
- Case MA, Burwick HA, Volpp KG, Patel MS. Accuracy of smartphone applications and wearable devices for tracking physical activity data. JAMA, 2015
- Shcherbina A et al. Accuracy in wrist-worn, sensor-based measurements of heart rate and energy expenditure in a diverse cohort. Journal of Personalized Medicine, 2017
- Android Developers: Health Connect, Read aggregated data (duplicate data and app priority)