SciRisk Calculate your ESCRC
As of 2026-06-30| Model v5.4.2| Priors 2026.09-5| Calculated 2026-09-21| 100,000 paths · 95% · 365d| BETA Methodology

SciRisk 100 · Technology Hardware · Rank 2 of 100

Apple

AAPL · USA · Technology Hardware   SC5 Very High

Economic Supply Chain Risk Capital
$856.3m
95% one-year Value-at-Risk · interval $850.3m to $860.5m (1.2% wide)
Risk Capital Intensity
0.224%
of $383.0bn revenue · 9th highest in the index
Global rank
#2
of 100 by ESCRC
Sector rank
#1
of 10 in Technology Hardware
Expected Shortfall
$1.08bn
Mean loss beyond ESCRC
Expected annual loss
$167.4m
Ordinary year
Revenue / COGS
383.0 / 214.0
USD bn · gross margin 45%
Suppliers modelled
15
4 correlated geographies

What does this ESCRC number mean?

An ESCRC of $856.3m is the estimated economic supply-chain risk capital requirement generated by the SciRisk ESCRC model for Apple under the stated assumptions: a 365-day horizon, 100,000 simulated years, and the 95% tail of the resulting loss distribution. Beyond that threshold the average loss — the Expected Shortfall — is $1.08bn; in an ordinary year the expected loss is $167.4m.

Value-at-Risk: the portfolio loss not exceeded with the chosen confidence level. Read as the ESCRC risk capital — the loss the firm should be prepared to absorb in a bad year. Model-implied and intended for screening and ranking, not a calibrated capital figure.

Supply Chain Risk Capital Profile

Where the risk capital comes from. Every column is a production-engine output for this network — nothing is inferred.

By tier

Tier 1
93%
Tier 2
7%
Tier 3
0%

Share of summed standalone VaR. Deeper tiers are attenuated by the engine's echelon buffer factors and capped by flow conservation.

By supplier geography

Taiwan
54%
China
25%
South Korea
11%
Japan
5%
USA
5%
Germany
0%

Major-event risk is correlated within a geography group (rho = 0.35), so concentration here compounds.

By supplier industry

semiconductor
61%
electronics assembly
38%
chemicals materials
1%
raw materials mining
0%

Buckets are the calibrated-priors industry classes that set each supplier's minor-event rate.

Largest supplier share
52%
TSMC
Top-3 concentration
83%
of summed standalone VaR
Tier-1 share of risk
93%
Direct suppliers
Diversification benefit
46.3%
vs. sum of standalone VaR
SupplierTierCountry ExposureUSD m Standalone VaRUSD m Expected lossUSD m Tail intensityrevenue-days RoESCRCx
TSMCA-series chips T1 Taiwan 40000 831.6 81.0 4.2 38.6
FoxconnFinal assembly T1 China 50000 394.2 47.6 1.6 102.0
Samsung DisplayOLED panels T1 South Korea 12000 94.6 11.6 1.6 102.0
LG InnotekCamera modules T1 South Korea 6000 47.3 5.8 1.6 102.0
MurataCapacitors/filters T1 Japan 4000 42.7 4.9 2.2 75.4
Shin-Etsu ChemicalSilicon wafers T2 Japan 3000 37.4 3.7 4.2 38.6
BroadcomWiFi/BT chips T1 USA 3500 36.1 2.6 2.1 77.9
HynixDRAM/NAND T2 South Korea 5000 32.4 3.2 2.2 74.4
PegatronSub-assembly T2 Taiwan 5000 32.0 3.6 2.2 75.4
SkyworksRF chips T1 USA 3000 31.0 2.2 2.1 77.9
CorningGorilla Glass T2 USA 2000 7.8 0.6 1.3 124.1
Shin-Etsu WaferPolysilicon wafers T3 Japan 600 3.7 0.4 4.2 38.6
Wacker ChemiePolysilicon T3 Germany 1000 1.9 0.1 1.3 124.1
GlencoreCobalt/nickel T3 Switzerland 500 1.1 0.1 1.5 107.3
MP MaterialsRare earth magnet materials T3 USA 500 1.1 0.1 1.5 107.3

The calculator ships a researched network for Apple

This index entry uses calibrated bucket defaults for every supplier's disruption rate, recovery time and revenue-at-risk fraction — the uniform rule applied to all 100 companies — and prices severity pro-rata, by each supplier's share of cost. The ESCRC Calculator ships a researched network for this company ("Apple iPhone"): supplier-specific parameters, priced instead by each supplier's declared criticality — the share of output that halts when it stops. Same engine, same seed, same settings, but two layers differ, the parameters and the severity formula:

SciRisk 100 entry (bucket defaults, pro-rata)
$856.3m · 0.224% of revenue
Calculator preset (researched, criticality)
$30.69bn · 8.013% of revenue
Ratio
35.84x

This difference is not a measure of what supplier-level research is worth: it compounds two separate changes, and the formula change is generally the larger of the two. Pro-rata pricing bounds a supplier's loss by its share of cost, so it understates a concentrated, low-spend bottleneck by construction; criticality pricing does not, and rests on declared criticality and unrecoverability values that are operator judgment rather than model outputs. The two figures answer different questions, and neither is used to adjust the other. It is why index figures are labelled preliminary.

Open the ESCRC Calculator

Scenario Analysis — coming in Phase 2

Recovery-time, supplier-diversification, inventory and geographic-diversification scenarios for Apple are not part of this release. The ESCRC Calculator already supports what-if analysis on a network you build yourself.

Sector peers

Nearest-ranked companies in Technology Hardware. Apple is highlighted.

Open in Compare
RankCompanyTickerCountrySectorRevenueUSD bnESCRCUSD mESCRC / Revenue%Risk GradeChange
2 Apple AAPL USA Technology Hardware 383.0 856.3 0.224 SC5 Very High 0.0%
5 HP HPQ USA Technology Hardware 127.0 309.9 0.244 SC5 Very High 0.0%
7 Hon Hai Precision (Foxconn) 2317.TW Taiwan Technology Hardware 215.0 282.7 0.132 SC4 High 0.0%
20 Dell Technologies DELL USA Technology Hardware 88.0 125.9 0.143 SC4 High 0.0%
34 Sony Group 6758.T Japan Technology Hardware 85.0 91.4 0.108 SC4 High 0.0%
36 Lenovo 0992.HK China Technology Hardware 57.0 76.4 0.134 SC4 High 0.0%

See this for your own supply chain

You are looking at Apple's supply-chain risk capital: $856.3m against $383.0bn of revenue, driven mostly by TSMC and Taiwan. The calculator runs the same engine on a network you build yourself.

ESCRC calculated using SciRisk ESCRC Model v5.4.2 · calibrated priors 2026.09-5
Company data as of 2026-06-30 · ESCRC calculated 2026-09-21 · dataset 2026.09-23 Beta
Simulation
100,000 Monte Carlo paths · 95% confidence · 365-day horizon
Seed
20260821 · regional correlation ρ = 0.35
Input basis
Curated network, calibrated-prior parameters
Input fingerprint
4e9cdbaee857
Input provenance for Apple
Financials
Production calculator preset focal-firm figures.
Network
Production calculator preset network (Apple iPhone) — supplier names, tiers, geographies, products and purchase volumes as shipped.
Parameters
lambda1/lambda2 = calibrated ESCRC priors 2026.09-5 bucket defaults; r1/r2 = median of the shipped production preset networks within the same industry x geography cell when that cell has enough independent data, else the same industry-only bucket median, or (for industries with no preset supplier coverage) a directly-cited external recovery-event duration where one was found; ic = the same preset-network median (no external benchmark exists for this parameter for any industry). All three clamped into externally-cited recovery-time/BI-loss bounds per field.
SciRisk ESCRC is an analytical estimate generated using the SciRisk Economic Supply Chain Risk Capital methodology. It is not a credit rating, investment recommendation or statement of financial condition. Figures are model-implied and intended for screening and comparison, not as calibrated capital requirements.

Beta / preliminary dataset. Company inputs are analyst-curated from public annual reports and public supply-chain disclosure. ESCRC itself is computed by the production ESCRC engine — only the INPUTS on this page are preliminary.