RMSSD

Root Mean Square of Successive Differences

What is RMSSD?

While SDNN looks at the overall spread, RMSSD focuses on how much each beat differs from the very next beat. It is the gold standard for measuring short-term, beat-to-beat variability, which is primarily driven by the parasympathetic (vagal) nervous system.

RMSSD = √[ (1/(N−1)) · ∑(RRi+1 − RRi)² ]

SDNN vs RMSSD: The Difference

The key distinction is what gets compared:

SDNN: each interval vs. the MEAN mean RMSSD: each interval vs. its NEIGHBOR
SDNN compares every interval to the mean; RMSSD compares each interval to the next one

Worked Example

Using the same 5 RR intervals:

RR = [810, 830, 790, 850, 820]

Step 1: Calculate successive differences:
830−810 = 20
790−830 = −40
850−790 = 60
820−850 = −30

Step 2: Square them:
20² + (−40)² + 60² + (−30)² = 400 + 1600 + 3600 + 900 = 6500

Step 3: RMSSD = √(6500/4) = √1625 ≈ 40.3 ms

Why RMSSD Matters

Parasympathetic marker: RMSSD primarily reflects vagal (parasympathetic) nervous system activity. The vagus nerve can change heart rate very rapidly — from one beat to the next — which is exactly what RMSSD captures.

The sympathetic nervous system acts more slowly (over many beats), so its influence mainly shows up in longer-term metrics like SDNN, not in RMSSD.

Practical interpretation

RMSSD (ms)Interpretation
< 20Low parasympathetic activity
20 – 50Moderate — typical range
> 50Strong vagal tone — good recovery capacity

Key Points