EX

Simulation & Prediction

Back to journey: Interconnect & Roaming

Forecasting

Historical actuals with run-rate, no-action and recommended-action projections against target.

Latest actual

ACTUAL

0.6%

Run-rate (6 mo)

FORECAST

0.6%

No action (6 mo)

FORECAST

0.98%

Recommended (6 mo)

SCENARIO

0.22%

Target

TARGET

Not stored

Interconnect leakage — Interconnect & Roaming

Solid = stored actuals (Historical KPI trend data). Dashed = deterministic projections in the shaded period. Band = ±1σ of historical residuals around the no-action line, widening with horizon. Direction of good: lower.

Forecast table

PeriodTypeActualRun-rateNo actionRecommendedSpread (±1σ)
Apr 26ACTUAL0.3%
May 26ACTUAL0.3%
Jun 26ACTUAL0.3%
Jul 26ACTUAL0.4%
Aug 26ACTUAL0.5%
Sep 26ACTUAL0.6%
Oct 26FORECAST—0.6%0.66%0.54%0.61% – 0.71%
Nov 26FORECAST—0.6%0.73%0.47%0.66% – 0.8%
Dec 26FORECAST—0.6%0.79%0.41%0.7% – 0.88%
Jan 27FORECAST—0.6%0.85%0.35%0.75% – 0.95%
Feb 27FORECAST—0.6%0.91%0.29%0.79% – 1.03%
Mar 27FORECAST—0.6%0.98%0.22%0.85% – 1.11%

Source data, assumptions, methodology & limitations

Source data

  • Telecom KPI data (current period, target, prior)
  • Historical KPI trend data (monthly history Apr–Sep 2026)

Assumptions

  • Run-rate baseline: holds the latest stored actual flat.
  • No action: continues the 6-month stored trend (+0.06 per month).
  • Recommended action: reverses the trend at the same monthly rate (no stored target).

Methodology

  • Least-squares straight line through 6 stored months (slope +0.063 per month).
  • Residual standard deviation σ = 0.052; spread = σ × √(months ahead).
  • Identical arithmetic feeds Decision Journey Stage 5 — Predict.

Limitations

  • Forecasts are straight-line projections of six stored months; they ignore seasonality, shocks and interactions between measures.
  • Many KPIs have no stored target; where absent, the recommended path reverses the trend at the same monthly rate.
  • No downside scenario is stored for any journey; downside coverage is shown as a gap rather than invented.
Forecast horizon: 6 months (Oct 2026 – Mar 2027)Model status: deterministic arithmetic — no AI or machine-learning model.
Evidence typeItemSource
methodology

Interconnect & Roaming methodology

Reconcile wholesale billing with partner invoices; Track margin by route and partner; Flag settlement variances.

Finance Planning Dataset
limitation

Settlement timing

Partner settlements reconcile 60 days in arrears.

Billing Warehouse