Suppliers and routes
Normal deliveries fall when the assumed disruption begins.
Financial vulnerability · learning guide
Visualize delivered, drawn-from-storage and missing supply across a delay, then follow inventory, unfilled demand and a declared activity response.
US-grounded education and conditional simulations. A current calibrated fragility level for this dimension is not yet estimated on ForeGlass.
United States · observed starting scales, conditional stress paths
An economy can keep producing during a disruption if the right inputs are in stock or substitutes arrive soon enough. Total inventories help establish scale, but only product-level dependencies reveal which missing item stops production.
Normal deliveries fall when the assumed disruption begins.
Inventory covers part of the gap and cannot be drawn twice.
A substitute is useful only after shipping, qualification and delivery.
Unfilled inputs/orders can reduce activity, staffing, exports and taxes.
Business inventories
$2,012.743 billionUS, February 2020, end of month
Census April 15, 2020 release, Table 1; seasonally adjusted nominal value.Official source ↗Business sales / shipments
$1,464.205 billion per monthUS, February 2020
Inventory/sales ratio 1.37. Valuation and product mix differ: this is not 1.37 months of usable essential inputs.Official source ↗The source cards name a country, period, unit and publication. They establish a historical scale; they do not calibrate every interaction in this example.
The controls and future paths are declared assumptions. A shock window shows when the assumed disturbance acts. It is not a retrospectively identified US recession, forecast date or probability.
Compare how the same shock changes with a different buffer, funding condition or policy. Use the result to identify the next evidence to collect, not to infer a current national fragility score.
Interactive macro mechanism · no recession probability
Starting inventory is $2,012.743 billion and starting monthly sales are $1,464.205 billion. Under the declared value bridge, 6 disrupted months leave $1940.6 billion of cumulative sales-equivalent demand unfilled. Replacement covers half the missing flow only after 3 complete months, while the disruption continues. The lowest assumed activity / staffing index is 57.5; this is not a measured U.S. employment outcome.
USD billion over 12 illustrative months · bars share one scale within this panel
USD billion · bars share one scale within this panel
USD billion per month, illustrative value bridge · conditional path
Shaded: Assumed original-delivery disruption; M1 to M6.
| Scenario period | Demand held at starting sales (USD billion per month, illustrative value bridge) | Total deliveries, including replacements and rebuild (USD billion per month, illustrative value bridge) | Sales supported by deliveries and inventory (USD billion per month, illustrative value bridge) | Of total deliveries: replacements (USD billion per month, illustrative value bridge) |
|---|---|---|---|---|
| M0 | 1,464 | 1,464 | 1,464 | 0 |
| M1 | 1,464 | 585.7 | 1,464 | 0 |
| M2 | 1,464 | 585.7 | 1,464 | 0 |
| M3 | 1,464 | 585.7 | 841.4 | 0 |
| M4 | 1,464 | 1,025 | 1,025 | 439.3 |
| M5 | 1,464 | 1,025 | 1,025 | 439.3 |
| M6 | 1,464 | 1,025 | 1,025 | 439.3 |
| M7 | 1,464 | 1,611 | 1,464 | 0 |
| M8 | 1,464 | 1,611 | 1,464 | 0 |
| M9 | 1,464 | 1,611 | 1,464 | 0 |
| M10 | 1,464 | 1,611 | 1,464 | 0 |
| M11 | 1,464 | 1,611 | 1,464 | 0 |
| M12 | 1,464 | 1,611 | 1,464 | 0 |
USD billion at month end · conditional path
Shaded: Assumed original-delivery disruption; M1 to M6.
| Scenario period | Usable inventory under the assumed value bridge (USD billion at month end) |
|---|---|
| M0 | 2,013 |
| M1 | 1,134 |
| M2 | 255.7 |
| M3 | 0 |
| M4 | 0 |
| M5 | 0 |
| M6 | 0 |
| M7 | 146.4 |
| M8 | 292.8 |
| M9 | 439.3 |
| M10 | 585.7 |
| M11 | 732.1 |
| M12 | 878.5 |
USD billion accumulated since shock · conditional path
Shaded: Assumed original-delivery disruption; M1 to M6.
| Scenario period | Cumulative unfilled demand (USD billion accumulated since shock) |
|---|---|
| M0 | 0 |
| M1 | 0 |
| M2 | 0 |
| M3 | 622.8 |
| M4 | 1,062 |
| M5 | 1,501 |
| M6 | 1,941 |
| M7 | 1,941 |
| M8 | 1,941 |
| M9 | 1,941 |
| M10 | 1,941 |
| M11 | 1,941 |
| M12 | 1,941 |
Illustrative index; before shock = 100 · conditional path
Shaded: Assumed original-delivery disruption; M1 to M6.
| Scenario period | Assumed activity / staffing index (Illustrative index; before shock = 100) |
|---|---|
| M0 | 100 |
| M1 | 100 |
| M2 | 100 |
| M3 | 57.5 |
| M4 | 70 |
| M5 | 70 |
| M6 | 70 |
| M7 | 100 |
| M8 | 100 |
| M9 | 100 |
| M10 | 100 |
| M11 | 100 |
| M12 | 100 |
Maximum monthly: direct supply + inventory draw + unmet demand - demand: 0.00e+00; Maximum monthly: closing inventory - opening inventory - additions + draws: 0.00e+00; Twelve-month demand allocation: 0.00e+00; Twelve-month inventory roll-forward: 0.00e+00
The stacked allocation separates new deliveries used, inventory drawn and demand left unfilled. Every month closes an inventory account: ending stock = beginning stock + additions − withdrawals. Sales forgone are cumulative; they do not vanish merely because supply recovers.
A three-month lead means no substitute deliveries in months 1–3; the first possible arrival is month 4, if disruption is still occurring. This lesson assumes replacements cover half the missing flow. Moving the delay slider reveals whether inventories last long enough.
Oil, chips, food and medicines are not interchangeable. One critical component can halt a whole process even when other warehouses are full. This exercise deliberately assumes a one-dollar inventory-to-sales bridge to teach stock and flow arithmetic. It does not infer physical production or usable days from a nominal ratio.
A national calculation needs industry input-output coefficients, domestic and foreign supplier shares, route capacity, inventories by input, substitution costs and lead times. Avoid adding gross supply-chain sales to GDP: intermediate transactions can be counted several times. Fiscal support can sustain demand but cannot instantly manufacture an unavailable component.
Production depends on usable inputs arriving when needed. A disruption matters most when an input is essential, inventory is limited and a qualified replacement cannot arrive quickly. Dependence can be domestic or foreign. Several suppliers help only if their products are usable and they do not share the same vulnerable location or route.
Synthetic teaching example · not a forecast
Synthetic one-input production process. Normal input use is one unit per day. The original supplier stops completely for the chosen number of days. Qualified replacement supply starts immediately at a fixed share of normal daily use, and inventory covers the remaining need until exhausted. Each unit of input supports one unit of output; no recovery backlog is modeled.
Replacement input = duration * replacement fraction; inventory used = min(opening inventory, duration * (1 - replacement fraction)); uncovered input-days = max(0, duration * (1 - replacement fraction) - opening inventory).
Uncovered input: 11 equivalent full-rate days. Replacement supplies 4 input-days and inventory supplies 5 once, against 20 required. Output is reduced during 13.75 calendar days; the total shortfall equals 11 full production-days only under this one-input, proportional-output assumption.
Keep each observation’s definition, date and reporting frequency. A daily page refresh does not create new daily balance-sheet data.
| Factor | Unit | Frequency / timing | How to read it |
|---|---|---|---|
| Product-specific input dependence | Share of a defined input requirement; physical quantity where available | Production bills and supplier records updated when processes change; trade data monthly or annual | Identify the essential item and production stage. Total import value is not a physical bottleneck measure. |
| Inventory coverage | Usable stock / normal daily input use, in days | Operational stocks daily or weekly; public aggregates often monthly | Check location, shelf life and whether the stock is usable by the affected process. Count each unit once. |
| Replacement supply and qualification time | Percent of required daily input; lead time in days | Supplier and contract information updated as capacity or qualification changes | A second supplier is useful only if it can deliver a compatible input on the required schedule. |
| Supplier and route concentration | Shares by supplier, location and transport route | Monthly or annual trade observations plus dated operational data | Different suppliers can share a port, energy source or upstream producer. A freight-price index alone does not measure that dependence. |
These mechanisms can overlap. Adding their example outputs does not produce an overall fragility score or a recession probability.
Observed US starting values and their dates are attributed above. The smaller example uses authored numbers; all stress paths retain their own stated assumptions.
Return to the vulnerability overview and current market reading →