Running is forward motion.
But many runners move excessively upward.
That vertical movement costs energy.
StrideCoach measures Vertical Oscillation using BiomechEngine™, developed by Beflex’s biomechanics research team, analyzing head-based motion patterns captured by AirPods.
What Is Vertical Oscillation?
Vertical Oscillation refers to the amount your body moves up and down with each stride.
Some vertical movement is necessary.
Excessive vertical displacement:
Increases metabolic cost
Reduces forward efficiency
Accelerates fatigue
You are spending energy lifting your body instead of propelling it forward.
Why It Matters
Running economy — the oxygen cost at a given speed — is strongly influenced by mechanical efficiency.
Research Evidence
Saunders et al., 2004 – Running economy influenced by vertical displacement efficiency.
Moore, 2016 – Lower vertical oscillation associated with improved running economy.
Williams & Cavanagh, 1987 – Efficient runners demonstrate smoother center-of-mass motion.
Higher-performing runners tend to exhibit:
Controlled vertical movement
Stable head trajectory
Efficient force direction
Excess bounce often reflects energy waste.
How BiomechEngine™ Measures Vertical Oscillation
AirPods include:
3-axis accelerometer
Gyroscope
High-resolution motion data
BiomechEngine processes:
Stride cycle identification
Vertical acceleration integration
Oscillatory amplitude extraction
Stability filtering
Normalized oscillation scoring
Because the head reflects center-of-mass movement patterns, head-based vertical displacement analysis is biomechanically meaningful.
Unlike wrist-based tracking, head motion more directly captures vertical body oscillation.
BiomechEngine detects:
Amplitude changes
Rhythm instability
Fatigue-related drift
What Causes Excess Vertical Oscillation?
Common contributors:
Overstriding
Low cadence
Weak hip stabilization
Fatigue
Poor force direction
As fatigue increases, vertical oscillation often rises.
This is a measurable mechanical signature of efficiency breakdown.
Vertical Oscillation and Performance
Elite distance runners typically demonstrate:
Minimal unnecessary vertical displacement
Controlled head movement
Efficient forward propulsion
Lower oscillation generally correlates with better running economy.
However, eliminating vertical movement entirely is not the goal.
The objective is controlled, efficient oscillation, not zero bounce.
The Energy Perspective
Every extra centimeter of vertical displacement requires:
Additional muscular work
Increased oxygen consumption
Over thousands of strides, small inefficiencies accumulate.
BiomechEngine tracks oscillation trends across runs to identify:
Gradual efficiency loss
Fatigue-induced bounce increase
Form degradation patterns
When Should You Monitor It?
Watch for:
Upward trend over weeks
Increased oscillation in later miles
High oscillation combined with low cadence
These patterns often interact.
Reducing vertical oscillation can:
Improve endurance
Reduce fatigue
Increase mechanical efficiency
The Bigger Picture
Speed is visible.
Bounce is not.
But wasted motion reduces performance.
BiomechEngine™ measures vertical oscillation using only your AirPods — transforming head motion into efficiency insights.
Not just how fast you run.
But how efficiently you move.
References
Saunders PU et al. (2004). Factors affecting running economy.
Moore IS. (2016). Is there an economical running technique?
Williams KR & Cavanagh PR. (1987). Relationship between distance running mechanics and running economy.
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