SSM-Audit – Illustrative Case: AR ratio steady, long tail thickening (4.4 I4)

Purpose. Same AR ratio looks fine, but within-window coverage is weakening and a long tail is building past policy. Add a bounded stability lane so leaders see the tail risk early while m stays identical (phi((m,a)) = m).

Classical KPI (unchanged).
m := collected_total / issued_total for the period.

Lanes (coverage + tail pressure; optional drift canonicals).

# Coverage in policy window (primary lane)
# window_days is your standard policy (e.g., 30)
q_cov := collected_within_window / max(issued_total, eps_m)
a_cov := 2*q_cov - 1
a_cov := clamp(a_cov, -1+eps_a, +1-eps_a)

# Tail pressure (how much sits past the window)
p_tail := past_due_gt_window / max(issued_total, eps_m)
a_tail := 1 - 2*p_tail
a_tail := clamp(a_tail, -1+eps_a, +1-eps_a)

# Optional ZEOZO-Core on tail series (preferred over legacy volatility)
# x_t := daily p_tail
med := median(x); rad := median(|x - med|); rad := max(rad, 1e-6)
y_t := (x_t - med) / rad
E_t := (1 - lam)*E_{t-1} + lam*(y_t^2)      # lam ~ 0.10
Z_t := log(1 + E_t)
A_t := (1 - mu)*A_{t-1} + mu*Z_t            # mu ~ 0.04
Delta_t := | Z_t - A_t |

# Lane from ZEOZO (choose ONE if using drift)
a_zeozo := tanh( c*( 1 - Z_t / Z_ref ) )    # Z_ref := median(Z_t over pilot)
a_gap   := tanh( k_gap*( A_t - Z_t ) )

# Optional SYASYS-Core calm-gated alignment (exec-friendly)
Q_t  := rho*Q_{t-1} + (1 - rho)*clip( A_t - Z_t , 0 , 1 )   # rho ~ 0.90
muR := ln(2)/R, with R ~ 8.0, kappa ~ 0.50
SyZ_t := ( 1 / ( 1 + Z_t + kappa*Delta_t ) ) * ( 1 - exp( - muR*Q_t ) )
a_syasys := 2*SyZ_t - 1

# Blend coverage with one tail source (rapidity-safe)
# pick a_tailsrc in {a_tail, a_zeozo, a_gap, a_syasys}
alpha in [0,1]
a := tanh( alpha*atanh(a_cov) + (1 - alpha)*atanh(a_tailsrc) )

# Clamp any lane before atanh. Export band from your chosen lane (a_cov or blended a).

Bands (executive defaults).
A++: a>=0.75, A+: 0.50<=a<0.75, A0: 0.25<=a<0.50, A-: 0.10<=a<0.25, else A--.
Hysteresis: promote if delta_a >= +0.05; demote if delta_a <= -0.05.

Knobs to declare (manifest).
window_days, alpha (if blending), eps_a=1e-6, eps_m for safediv, and if using drift: lam=0.10, mu=0.04, c and Z_ref or k_gap; optional SYASYS rho=0.90, kappa=0.50, R=8.0, muR=ln(2)/R.

What good vs weak looks like.

  • Good: high q_cov, low p_tail, calm Z_t with A_t >= Z_t ⇒ lanes near +1 (A++/A+).
  • Weak: headline m steady but p_tail rises; Z_t and Delta_t climb ⇒ a_cov and/or blended a slide to A0 while meetings still celebrate the same ratio.

Acceptance signal.
Band drop sustained 5 business days in a_cov or the chosen tail lane ⇒ tighten credit on affected segments. If the second lane also downgrades within the same week, escalate to cross-functional review.

Mini calculator kit (10 rows).

date,kpi,m,a,band
2025-10-01,AR_collected_issued,0.9600,0.84,A++
2025-10-02,AR_collected_issued,0.9600,0.82,A++
2025-10-03,AR_collected_issued,0.9600,0.79,A+
2025-10-04,AR_collected_issued,0.9600,0.72,A+
2025-10-05,AR_collected_issued,0.9600,0.66,A+
2025-10-06,AR_collected_issued,0.9600,0.58,A+
2025-10-07,AR_collected_issued,0.9600,0.49,A0
2025-10-08,AR_collected_issued,0.9600,0.44,A0
2025-10-09,AR_collected_issued,0.9600,0.37,A0
2025-10-10,AR_collected_issued,0.9600,0.30,A0

Owner playbook.

  • Slice weekly by segment, region, and age bucket to reveal where the tail forms.
  • Keep window_days fixed during the pilot; do not move the goalposts.
  • If adopting drift, prefer a_gap for a simple calm-vs-drift read; use a_syasys when leadership wants a gated “green” only after sustained calm.

Conformance hooks.

  • Order-invariant rollups: a_out := tanh( (SUM w*atanh(a)) / max(SUM w, eps_w) ) with eps_w := 1e-12.
  • Collapse parity: phi((m,a)) = m through all ETL hops.
  • Determinism: same inputs and knobs reproduce identical exports (bit-stable after formatting); knobs_hash flips on any knob change.

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