Supply Chain Intelligence

Accurate Forecasting
Through Demand Shifts

Despite major business-unit volume changes in 2027, VTC's weighted procurement model adapts levels dynamically — ensuring the right inventory is available at all times, without over-stocking discontinued programs.

573
Projected Parts
Managed weekly across 6 material classes
24 wks
Insulation Avg Lead Time
Range: 11 – 36 weeks depending on class
4 BUs
Business Units
E2X, P1, MPU, Dry
Managed Scope

Forecast-Managed Parts by Class

573 part numbers across 6 material classes are managed through consumption-based forecasting. These are repetitive items with long lead times where MRP alone cannot provide sufficient purchase horizon.

Class 12 / 121
257
Insulation Materials
FRP strips, rod dog bones, radial spacers, pressboard sheets, laminated boards. Used intensively across all business units — highest financial exposure class.
257 Parts · 45% of Portfolio
Class 24
95
Steel Plate
Structural steel plates, cut-to-size sheets, and core frame components. Moderate lead times with relatively stable demand patterns across production lines.
95 Parts · 17% of Portfolio
Class 111
75
Control Cable
Control wiring, grounding cables, and signal wiring harnesses for transformer instrumentation and protection systems.
75 Parts · 13% of Portfolio
Class 30 / 301
55
Electrical Hardware
Fasteners, connectors, brackets, and electrical components used in final assembly across all transformer types and sizes.
55 Parts · 10% of Portfolio
Class 16 / 17
51
Copper & Aluminum Bus
Electrical bus bars in copper and aluminum profiles. High unit cost — highly sensitive to production volume changes. Significant financial impact per correction.
51 Parts · 9% of Portfolio
Class 11
39
Lead Wire
High-voltage lead wires, flexible conductors, and tap connections. Critical for transformer energization — zero-tolerance for stockout.
39 Parts · 7% of Portfolio
573
Total Forecast-Managed Parts — All tracked with weekly/bi-weekly counts and weighted consumption-based levels.
■ Insulation 45% ■ Steel 17% ■ Control Cable 13% ■ HW 10% ■ Cu/Al Bus 9% ■ Lead Wire 7%
Section 01

Forecasting Method

Rather than using flat historical averages, we break consumption down by Business Unit and apply 2027 build plans — so the forecast automatically adapts to structural demand shifts before they happen.

01

Historical Consumption per BU

Last 6 months of actual usage split by program (E2X, P1, MPU, Dry).

02

Usage Rate per Unit Produced

How much of this part is consumed per transformer built in each BU.

03

Apply 2027 Build Plan

Multiply each BU rate by the official 2027 annual production forecast.

04

Weighted Monthly Average

Sum all BU projections and divide by 12 to get the forward-looking monthly demand.

05

Calculate MIN / MAX Levels

Apply lead time and safety stock to set the order trigger and inventory cap.

📦 Step 1 — Historical Consumption Split

We collect actual part consumption from the last 6 months, separated by each Business Unit that consumed them.

Example: A radial spacer might show 152K units consumed by E2X and 7K by P1 — critical to separate before projecting.

📐 Step 2 — BU Penetration Rate

For each BU, we calculate how much of this part is used per transformer produced:

Avg_Per_UnitBU = Qty_Used_6MBU / Units_Built_6MBU

This rate is independent of volume — it tells us the inherent design-level consumption for each program.

🏗️ Step 3 — Apply 2027 Build Plan

Each BU penetration rate is multiplied by the official 2027 annual production volume:

ProjBU = Avg_Per_UnitBU × 2027_Annual_UnitsBU

Discontinued programs (Dry) naturally drop to zero. Growing programs (MPU) scale up accordingly.

⚖️ Step 4 — Weighted Monthly Average

All BU projections are summed and converted to a monthly figure:

AVG_W = Σ(ProjBU) / 12

This replaces the flat historical average and reflects the actual expected 2027 monthly demand.

🎯 Step 5 — Level Calculation

The weighted average feeds directly into MIN and MAX formulas:

SS  = StdDev × 1.28 × 0.25
MIN = (AVG_W × Lead_Time) + SS
MAX = MIN + (AVG_W × Lead_Time)

Lead time expressed in weeks. SS uses a 90% service factor (k=1.28) with 25% LT variation assumption.

Section 02

Inventory Position & Action Zones

After every count, the inventory position (On-Hand + Open POs) is evaluated against the MIN and MAX thresholds.

🟡

Above MAX

More than two replenishment cycles of stock available

Action
Defer / Cancel POs
MAX = MIN + (AVG × LT)
🟢

Between MIN and MAX

Healthy position — replenishment in transit as planned

Action
No Action Needed
MIN = (AVG × LT) + SS
🔴

Below MIN

Cannot cover demand through the replenishment window

Action
Place POs Now
Position
= On-Hand Qty + Open PO Qty
Evaluated after each weekly / bi-weekly physical count
Safety Stock (SS)
SS = σ × 1.28 × 0.25
90% service level · ±25% LT var.
Base buffer — never intended to be consumed in normal operations.
Minimum (Order Point)
(AVG_W × Lead_Time) + SS
LT in weeks
Triggers purchase orders when the position drops to this level.
Maximum (Capital Cap)
MIN + (AVG_W × Lead_Time)
One extra LT cycle on top
Signals to defer or cancel open orders above this threshold.
Section 03

2027 Business-Unit Forecast

Official 2027 production volumes by Business Unit. These figures replace the historical flat average as the demand driver for all weighted procurement levels.

E2X
↓ Decline −45.5%
Weekly: 55 → 30 units
Annual: 2,860 → 1,600
P1 (VTCWP1)
↑ Growth +10%
Weekly: 10 → 11 units
Annual: 520 → 550
MPU 180
↑ Growth +40%
Weekly: 2.5 → 3.5 units
Annual: 130 → 180
Dry
🚫 Eliminated
Weekly: 10 → 0 units
Business unit discontinued
Section 04

Component Case Studies

Five real part numbers showing the financial impact of the weighted vs. flat-history approach. All figures extracted from actual consumption data.

⚡
Full Analysis in Power BI
Click to explore all 573 managed parts, inventory positions and purchase order status in real time.
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2406124

0.1875" × 0.375" × 96" FRP Strip GPO-2 — Insulation

Class 12 LT: 15 wks $0.03/unit MIN −31.8%
2026 Demand — MIN Value
$32,026
1,067,546 units × $0.03 — flat historical avg
2027 Projection — MIN Value
$21,846
728,199 units × $0.03 — BU-weighted forecast
Capital Release at MIN
$10,180
Per replenishment cycle from right-sizing levels
Annual Consumption by Program — 2026 vs. 2027 Projection
MIN / MAX Level Comparison
Minimum Level −31.8%
2026 Demand
1,067,546
2027 Proj.
728,199
Maximum Level −30.6%
2026 Demand
2,097,953
2027 Proj.
1,456,398
⚠️

Net Effect: Moderate Reduction

Dry elimination removes ~325K units of historical base. MPU growth partially compensates (+2.29M annual). Net result: 31.8% lower levels — the weighted model correctly balances both forces.

1224821S

Rod Dog Bone 0.37 × .5 Supersil 10 ft — Insulation

Class 12 LT: 15 wks $0.42/unit MIN −99.8% · Critical!
2026 Demand — MIN Value
$97,257
231,564 units × $0.42 — inflated by Dry history
2027 Projection — MIN Value
$186
442 units × $0.42 — only P1 trace demand remains
Capital at Risk
$97,071
Exposure if levels are not corrected immediately
Annual Consumption by Program — 2026 vs. 2027 Projection
MIN / MAX Level Comparison
Minimum Level −99.8%
2026 Demand
231,564
2027 Proj.
442
Maximum Level −99.8%
2026 Demand
452,352
2027 Proj.
885
🚨

Critical — Immediate PO Cancellation Required

99.7% of demand came from Dry (now discontinued). Only P1 trace demand remains (2.76 units/transformer × 572 units/yr = 1,579/yr). Maintaining traditional levels represents $97K+ exposure at MIN and up to $190K at MAX.

12118341

Radial Spacer 0.07874 × 1.5 × 80 — Insulation

Class 12 LT: 25 wks $2.11/unit MIN −45.4%
2026 Demand — MIN Value
$415,055
196,709 units × $2.11 — assumes current E2X rates
2027 Projection — MIN Value
$226,804
107,490 units × $2.11 — E2X drops to 30/week
Capital Release at MIN
$188,251
Working capital freed per cycle by right-sizing
Annual Consumption by Program — 2026 vs. 2027 Projection
MIN / MAX Level Comparison
Minimum Level −45.4%
2026 Demand
196,709
2027 Proj.
107,490
Maximum Level −44.8%
2026 Demand
389,388
2027 Proj.
214,979
📉

E2X Volume Drop: $188K Capital Optimization

This radial spacer is exclusively E2X + P1. E2X weekly rate drops from 55 → 30 (−45.5%), directly proportional to the level reduction. With a 25-week lead time, the capital impact per cycle is significant.

160240

Al. Bus 1/2 × 8 — Aluminum Bus Bar

Class 17 LT: 11 wks $3.67/unit MIN −62.2%
2026 Demand — MIN Value
$446,469
121,654 units × $3.67 — includes Dry + full E2X base
2027 Projection — MIN Value
$168,544
45,925 units × $3.67 — Dry gone + E2X reduced
Capital Release at MIN
$277,925
Largest single-part capital opportunity in this analysis
Annual Consumption by Program — 2026 vs. 2027 Projection
MIN / MAX Level Comparison
Minimum Level −62.2%
2026 Demand
121,654
2027 Proj.
45,925
Maximum Level −61.4%
2026 Demand
238,166
2027 Proj.
91,849
⚠️

Double Exposure — Highest $ Impact ($277K)

At $3.67/unit, this Al Bus carries the highest financial weight. Hit by both Dry elimination and E2X decline — combined drop of 62%. The weighted model prevents $277K in excess inventory per cycle.

12118255

Laminated PB Sheet 80×124×0.75" — Insulation

Class 12 LT: 36 wks $3.05/unit MIN +7.2% ↑ Growth
2026 Demand — MIN Value
$77,501
25,410 units × $3.05 — underestimates MPU growth
2027 Projection — MIN Value
$83,094
27,244 units × $3.05 — reflects MPU +40% build rate
Additional Inventory Needed
$5,593
Required increase to prevent stockout risk from MPU growth
Annual Consumption by Program — 2026 vs. 2027 Projection
MIN / MAX Level Comparison
Minimum Level +7.2%
2026 Demand
25,410
2027 Proj.
27,244
Maximum Level +10.1%
2026 Demand
49,505
2027 Proj.
54,487
📈

Growth Opportunity — Traditional Method Would Have Caused a Stockout

This PB Sheet is 99.9% MPU-dedicated (222.25 units/transformer). MPU grows +40% in 2027. The traditional flat model would have kept levels unchanged — risking a stockout on a 36-week lead time item. The weighted method correctly raises the trigger.