07
N1 PERFORMANCE LAB
ISSUE 07
FORCE-TIME CMJ SERIES · READINESS SIGNAL
OUTPUT HELD.
RATE COLLAPSED.
Jump height stayed flat or rose. Braking RFD fell 20–40% from baseline. The curve already told a different story.
L·1  ·  L·2  ·  OPP·3
HAWKIN DYNAMICS CMJ SERIES
MANILA, PHILIPPINES
N1
07
N1 PERFORMANCE LAB
ISSUE 07
THE FINDING
THREE ATHLETES.
JUMP HEIGHT HELD.
BRAKING RFD
COLLAPSED.
Six monitoring sessions across 10 weeks. Output stayed flat or rose. Braking RFD fell up to 40.2% from individual baseline. The decoupling is systematic. It is not noise.
−40.2%
Braking RFD drop · L·1 · session 1 → session 3 (peak drop)
7,665 N/s → 4,583 N/s across 6 sessions
+6.2%
Jump Height · L·1 · same 6-session window
37.01 cm → 39.30 cm. The output went up. The signal collapsed underneath it.
−43.3%
Peak rate-output divergence · L·1 · session 4 (Mar 20)
BrRFD −37.0% while JH was +6.3% from baseline. Same athlete. Same session.
N1 PERFORMANCE LAB
ISSUE 07
The Architecture
NOT ALL RFD IS THE SAME
THE WINDOW DEFINES THE METRIC. CHANGE THE WINDOW AND YOU CHANGE WHAT YOU ARE MEASURING.
PROPULSIVE RFD
FLUFFY
Measured from movement initiation to peak propulsive force. Window is arbitrary — it spans multiple mechanical phases. Result changes depending on where the jump starts.
MERRIGAN ET AL. 2022 · JSCR
723%
average error vs. MATLAB gold standard
R² = 36%
Do not report. Do not compare across platforms. Do not use as a readiness signal.
BRAKING RFD
DRIVER
From peak eccentric velocity to zero velocity. Phase-anchored to a biomechanical boundary. The window is defined by the athlete's own movement — not an arbitrary time cut.
MERRIGAN ET AL. 2022 · JSCR
<1%
error vs. MATLAB gold standard
R² = 99.9%
Phase-anchored. Reliable. The metric that held up across platforms when propulsive RFD failed.
YIELDING RFD
DRIVER+
From force trough to bodyweight crossing — the narrowest defensible window in the CMJ. Defined by Harry et al. (2020). Responds to deconditioning before braking RFD changes.
PHASE WINDOW
Force trough → bodyweight crossing
Eccentric yielding sub-phase only
Computed from 1000Hz trace data
The earliest warning window. Now active in the N1 pipeline via n1_trace_event_detector.py.
N1 PERFORMANCE LAB
ISSUE 07
THE EVIDENCE
MERRIGAN
ET AL.
2022
Journal of Strength and Conditioning Research. Ohio State · West Virginia University. Compared Hawkin Dynamics, ForceDecks, and custom MATLAB scripts across CMJ, SJ, DJ, and IMTP. 24 subjects. 6 trials per test.
"It is best to ignore propulsive RFD... only braking phase RFD shows the most promise for comparisons across software."
— MERRIGAN ET AL. (2022), JSCR
RFD METRIC RELIABILITY · CMJ
RFD Type R² vs. MATLAB Avg. Error ODS
Propulsive RFD 36% 723% Fluffy
IMTP 0–50ms RFD 75% 118% Fluffy
IMTP 0–250ms RFD 81% 11.8% Fluffy
Braking RFD 99.9% <1% Driver
HAWKIN DYNAMICS OVERALL · ALL TESTS
Test Error vs. MATLAB Verdict
Squat Jump<3%Validated
CMJ<3%Validated
Drop Jump<3%Validated
IMTP<3%Validated
ODS classification: Lake & Bishop (2021). Error = % difference vs. custom MATLAB analysis. Source: Merrigan JJ, Stone JD, Galster SM, Hagen JA. JSCR 2022.
N1 PERFORMANCE LAB
ISSUE 07
L·1 · 6-SESSION MONITORING
BRAKING
RFD
COLLAPSED.
Jump Height rose +6.2% across the monitoring window. Braking RFD fell −40.2% by session 3. The output went up while the rate collapsed underneath it.
7,665
Baseline Braking RFD (N/s)
4,583
Session 3 Braking RFD (N/s) · peak drop
SESSION LOG · L·1
Session Braking RFD (N/s) RFD Δ% JH (cm) JH Δ%
Feb 13 7,665 baseline 37.01 baseline
Feb 17 6,141 −19.9% 38.66 +4.5%
Mar 13 4,583 −40.2% 36.39 −1.7%
Mar 20 4,832 −37.0% 39.33 +6.3%
Apr 03 5,250 −31.5% 37.97 +2.6%
Apr 17 6,219 −18.9% 39.30 +6.2%
Sessions 3–5: JH at +6.3% to −1.7% while BrRFD was −40.2% to −31.5%. Output masked a substantial rate deficit. BrRFD CV avg 13.03%; S5 spike 28.77% — flagged, does not reverse the trend direction.
N1 PERFORMANCE LAB
ISSUE 07
CONTEXT — L·1 OVER SIX SESSIONS
THE OUTPUT
WENT UP.
THE RATE
COLLAPSED.
L·1's Braking RFD fell to −40.2% by Session 3 (Mar 13). Jump Height rose to +6.3% by Session 4 (Mar 20). The output went up while the rate collapsed. Motor strategy compensation preserved the jump while the rate capacity degraded.
L·1 longitudinal trend — Braking RFD vs Jump Height, sessions 1–6
CHART PENDING · N1-ART-DIRECTOR
L·1 · Sessions 1–6 (Feb 13 – Apr 17)
Braking RFD % (eucalyptus) vs Jump Height % (grey)
Annotation: Session 3 — RFD −40.2%; Session 4 — JH +6.3%
SOURCE: HAWKIN DYNAMICS CMJ · L·1 · n=6 SESSIONS · FEB–APR 2026
N1 PERFORMANCE LAB
ISSUE 07
PROOF — THE PATTERN HOLDS ACROSS THE COHORT
THREE
ATHLETES.
ONE
PATTERN.
Three athletes. Three peak divergence moments. L·1 −43.3% at Session 4. L·2 −38.2% at Session 6. OPP·3 −28.9% at Session 4. The cleanest CV in the cohort (OPP·3 at 5.75%) still showed a 29-point gap. The decoupling is not noise.
Peak rate-output divergence — 3 athletes, magnitude of BrRFD% minus JH% at their worst session
CHART PENDING · N1-ART-DIRECTOR
3 horizontal bars — peak rate-output divergence magnitude
L·1: −43.3% (S4) · L·2: −38.2% (S6) · OPP·3: −28.9% (S4)
BrRFD% − JH% at each athlete's worst session
SOURCE: HAWKIN DYNAMICS CMJ · n=3 ATHLETES · 6 SESSIONS · FEB–APR 2026
N1 PERFORMANCE LAB
ISSUE 07
RISK — THE RECOVERY WINDOW
DAY ONE
FALLS
HARDEST.
Vertical jump decrement peaks at 24h post-session (ES = −0.42; 95% CI −0.57 to −0.26; k=78). Day 2 still significant (ES = −0.20; p = 0.015). Returns to baseline by Day 3. Peak Height detects the decrement more sensitively than Peak Power (ES −0.47 vs −0.14; p = 0.04).
Meta-analytic CMJ recovery curve — x: hours post-session, y: Hedges' g effect size, ribbon: 95% CI
CHART PENDING · N1-ART-DIRECTOR
x = hours post-session (24h / 48h / 72h)
y = Hedges' g effect size (CMJ vs baseline)
Citation: Williams et al. 2025 · J Funct Morphol Kinesiol
SOURCE: WILLIAMS ET AL. 2025 · J FUNCT MORPHOL KINESIOL · META-ANALYSIS k=184 EFFECTS · 22 STUDIES · n=296
N1 PERFORMANCE LAB
ISSUE 07
DECISION — WHAT TO DO MONDAY
WHAT TO DO
MONDAY.
0–5% drop: load normally. 5–10%: amber, watch RPE. 10–20%: deload trigger. >20%: medical screen. Trigger is BrRFD % from individual baseline — not a population norm. n=18 sessions, 3 athletes, 6 sessions each.
NEXT TEST ANSWERS
Whether Braking RFD recovery tracks within the 72-hour window after a deload — and whether Yielding RFD leads or lags the Braking RFD recovery signal.
Braking RFD threshold summary — 4 action zones with trigger conditions
THRESHOLD TABLE PENDING · N1-ART-DIRECTOR
RFD DROP ZONE ACTION RE-TEST
0–5% GREEN Load normally Next scheduled
5–10% AMBER Monitor RPE. Flag for staff. 48 hrs
10–20% RED Deload trigger. Reduce high-intensity jumps 30%. Friday
>20% MEDICAL Medical screen before return to full load. Post-clearance
Sources: Yoshida 2023 · Williams 2025 · Berberet 2021 · n=18 sessions, 3 athletes
YOSHIDA 2023 · WILLIAMS 2025 · BERBERET 2021 · n=18 SESSIONS · 3 ATHLETES · 6 SESSIONS EACH
07
N1 PERFORMANCE LAB  ·  ISSUE 07
THE SIGNAL
IS IN THE
CURVE.
JUMP HEIGHT TELLS YOU WHAT HAPPENED. BRAKING RFD TELLS YOU THAT IT WAS ALREADY HAPPENING.
SOURCE: HAWKIN DYNAMICS CMJ
[ORGANIZATION] COMPETITIVE BLOCK · MANILA · PHILIPPINES
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