
Logging Heart Rate (Avg / Max)
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Average and max HR turn a session into an internal-load measure — how hard your cardiovascular system actually worked, independent of pace.
Detail
Heart rate is an internal-load metric: it reflects the physiological cost of the work, not the external output. The two session summaries to log are:
- Average HR — overall intensity of the session.
- Maximum HR reached — the peak, useful for interval and threshold sessions.
HR's strength is that it accounts for terrain, heat, fatigue, and fitness — a hilly run and a flat run can match in HR even if pace differs. This is why pace/power paired with HR is more informative than either alone (see Pace, Speed, and Distance, Cardio Efficiency (Pace/Power at HR)).
To turn HR into zones you need an anchor — measured or estimated HRmax (see Estimating Maximal Heart Rate) or heart-rate reserve via the Karvonen method using resting HR (see Heart-Rate Reserve (Karvonen Method), Resting Heart Rate (RHR)). Zone minutes are then derived (see Time-in-Zone).
Caveats that the data layer must respect:
- Cardiac drift — HR rises over a long session at constant effort (heat, dehydration), so average HR overstates intensity late in long efforts.
- HR lag — HR responds slowly, so it is a poor intensity guide for short, hard intervals (use power or pace there).
- Device accuracy — optical wrist HR errs more during exercise, especially high-intensity and wrist-flexing activity (see HR Monitor Accuracy (Chest vs Optical)). Caffeine, stress, sleep, and heat also shift HR independent of effort.
Key facts
- HR is internal load: physiological cost, not external output.
- Log average HR (session intensity) and max HR (peak).
- Needs an HRmax or HRR anchor to compute zones.
- Cardiac drift inflates late-session average HR at constant effort.
- HR lags fast intervals; optical wrist HR errs most during exercise.
Connections
- Time-in-Zone — zone minutes derived from HR.
- Heart-Rate Reserve (Karvonen Method) — HR-reserve method for zone anchoring.
- HR Monitor Accuracy (Chest vs Optical) — chest vs optical reliability.
- Cardio Efficiency (Pace/Power at HR) — HR-vs-pace decoupling as a fitness signal.
- Estimating Maximal Heart Rate — the HRmax anchor and its estimation error.
Sources
Keep this lesson, or ask how it applies to you.
Educational content only — not medical advice. Always consult a qualified professional for individualized guidance, especially around injury, pregnancy, or medical conditions.