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Your personal baseline

Healthy posture varies widely, so a tracker should compare you with your own upright, not a textbook ideal. How a personal baseline works and why it is fairer.

Limited evidence2 sources3 min readUpdated 3 Oct 2026By BodySignals editorialMedical review pending

Also called posture baseline, auto-calibration, your upright

A personal baseline is your own comfortable upright, measured at the start of a session, used as the reference for everything after it. Instead of asking “is this posture correct?”, a baseline asks “how far have you moved from where you started, and for how long?”. That is a fairer question, because healthy people differ a lot in how they hold their head and spine.

Why not compare with a normal value?

Spinal curves and resting head positions vary widely between people without pain, and no single curvature is strongly associated with pain.1 A fixed target, such as a particular head angle, would flag some healthy people as slouching all day and miss others who drift a long way from their own normal.

Equipment adds its own variation. Earbuds sit differently in each ear and each time you put them in, and a desk, a sofa and a car each set a different natural head angle. A baseline taken at the start of each session absorbs these differences.

How a baseline is set

  1. Capture. In the first seconds of a session, while you settle into your usual upright, the sensor records your head orientation.
  2. Wait for stillness. A good baseline is taken once the head is steady, not while you are still settling.
  3. Reference. That orientation becomes zero for the session.
  4. Measure. Everything after it is recorded as degrees away from zero, and time spent beyond a set distance.

Head sensors are accurate enough for this in quasi-static positions: a forehead mounted sensor measured head posture within about a degree of a clinical reference device.2 See posture tracking with AirPods.

What a baseline measures well

Measure Why the baseline helps
Drift over a session Shows how far you move from your own start, see posture drift
Time away from upright Counts minutes beyond your line, see time away from your baseline
Day to day patterns Compares like with like across different chairs and places
Response to change Shows whether a new screen height or more breaks change your drift

Its limits

  • If you start slumped, the baseline starts slumped. Settle into a comfortable upright for the first seconds.
  • It is relative. It cannot tell you that your upright is “good”, only how you change from it. That is deliberate: there is no single good posture to compare with.1
  • Moving the earbuds shifts the reference; a new session sets a new baseline.
What the evidence shows

Because healthy posture varies so much, comparing a person with their own baseline is more meaningful than comparing them with a population norm. The baseline approach is a design choice based on that evidence, not a validated clinical test.1

In BodySignals

BodySignals learns your upright in the first ten seconds of each session, so a new chair or a laptop on the sofa doesn't throw it off. Notifications, drift and time away from upright are all measured from that baseline. These are product settings, not clinical cut-offs.

Footnotes

  1. “Sit Up Straight”: time to re-evaluate. 2019. ↩ ↩2

  2. Evaluation of head posture using an inertial measurement unit. 2021. ↩

General information, not medical advice. Every claim carries its source; where the evidence is thin, the page says so.Editorial policy · How we grade evidence · All sources · Disclaimer

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