Comuvia ForeGlass™

Financial vulnerability · learning guide

External and supply dependencies

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

Stocks buy time while supply flows are interrupted

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.

Suppliers and routes

Normal deliveries fall when the assumed disruption begins.

Stored goods

Inventory covers part of the gap and cannot be drawn twice.

Replacement lead time

A substitute is useful only after shipping, qualification and delivery.

Production and downstream income

Unfilled inputs/orders can reduce activity, staffing, exports and taxes.

Country, period and measurement

Business inventories

$2,012.743 billion

US, 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 month

US, February 2020

Inventory/sales ratio 1.37. Valuation and product mix differ: this is not 1.37 months of usable essential inputs.Official source ↗

What is observed?

The source cards name a country, period, unit and publication. They establish a historical scale; they do not calibrate every interaction in this example.

What is simulated?

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.

What can you decide?

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

Watch pressure accumulate over time

  1. Month 0
    A measured US inventory and sales scale.
  2. Disruption begins
    New deliveries fall; stored goods fill part of demand.
  3. Lead time expires
    Partial replacement flow arrives if disruption continues.
  4. Recovery
    Extra deliveries rebuild stocks; previously lost activity is not automatically recovered.
Change one assumption, then compare the paths
60 %
6 months
3 months

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.

Twelve-month demand is covered once

USD billion over 12 illustrative months · bars share one scale within this panel

New deliveries used for demand13,617
Inventory drawn for demand2,013
Demand left unfilled1,941

Stock before and after the path

USD billion · bars share one scale within this panel

Observed opening inventory2,013
Illustrative ending inventory878.5

Monthly demand, deliveries and sales supported

USD billion per month, illustrative value bridge · conditional path

Assumed stress begins04438861,3291,772M0M2M4M6M8M10M12

Shaded: Assumed original-delivery disruption; M1 to M6.

Demand held at starting salesTotal deliveries, including replacements and rebuildSales supported by deliveries and inventoryOf total deliveries: replacements
Read values as a table
Scenario periodDemand 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)
M01,4641,4641,4640
M11,464585.71,4640
M21,464585.71,4640
M31,464585.7841.40
M41,4641,0251,025439.3
M51,4641,0251,025439.3
M61,4641,0251,025439.3
M71,4641,6111,4640
M81,4641,6111,4640
M91,4641,6111,4640
M101,4641,6111,4640
M111,4641,6111,4640
M121,4641,6111,4640

Inventory is a stock; replacements are a flow

USD billion at month end · conditional path

Assumed stress begins05541,1071,6612,214M0M2M4M6M8M10M12

Shaded: Assumed original-delivery disruption; M1 to M6.

Usable inventory under the assumed value bridge
Read values as a table
Scenario periodUsable inventory under the assumed value bridge (USD billion at month end)
M02,013
M11,134
M2255.7
M30
M40
M50
M60
M7146.4
M8292.8
M9439.3
M10585.7
M11732.1
M12878.5

Sales-equivalent shortfall accumulates

USD billion accumulated since shock · conditional path

Assumed stress begins05341,0671,6012,135M0M2M4M6M8M10M12

Shaded: Assumed original-delivery disruption; M1 to M6.

Cumulative unfilled demand
Read values as a table
Scenario periodCumulative unfilled demand (USD billion accumulated since shock)
M00
M10
M20
M3622.8
M41,062
M51,501
M61,941
M71,941
M81,941
M91,941
M101,941
M111,941
M121,941

Staffing only if it follows activity one-for-one

Illustrative index; before shock = 100 · conditional path

Assumed stress begins53667991104M0M2M4M6M8M10M12

Shaded: Assumed original-delivery disruption; M1 to M6.

Assumed activity / staffing index
Read values as a table
Scenario periodAssumed activity / staffing index (Illustrative index; before shock = 100)
M0100
M1100
M2100
M357.5
M470
M570
M670
M7100
M8100
M9100
M10100
M11100
M12100
Equations, assumptions and accounting checks
  • M0 is the observed Census February 2020 opening stock and monthly sales, released April 15, 2020. M1 to M12 are successive authored stress months, not actual March 2020 onward or a historical replay. Shading identifies the assumed original-delivery disruption only.
  • Inventory is an end-of-month stock; sales are a monthly flow. Values are seasonally adjusted, nominal U.S. dollars. The published inventory/sales ratio was 1.37. It is not measured days of usable essential inputs.
  • For this teaching calculation only, one dollar of reported inventory supports one dollar of sales. This bridges different inventory and sales valuation bases, ignores markups and product mix, and assumes all stock is usable. It is not a calibrated U.S. production model.
  • Demand and prices remain fixed. Original deliveries fall immediately; qualified substitutes replace 50% of the missing deliveries after the chosen complete-month delay. Original suppliers fully recover after the selected duration.
  • After recovery, extra deliveries of up to 10% of baseline monthly demand rebuild inventory to its opening level. There is no catch-up sale of previously unfilled demand, spoilage or additional cost.
  • The activity / staffing index assumes employment changes one-for-one with supported sales-equivalent production and recovers immediately with it. It is a sensitivity illustration, not a jobs estimate. Trade-stage sales are not GDP and cannot be added to GDP losses.

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

How this becomes a macroeconomic vulnerability

Supplied, stored and missing add to demand

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 delay is a period with no replacement flow

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.

Why aggregate inventory is not a national resilience score

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.

What a country model must add

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.

Could a missing input or route interrupt production?

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.

  1. An essential input or delivery route becomes unavailable.
  2. Inventory and usable replacement supplies cover part of the requirement.
  3. The remaining input shortfall constrains production under the process's actual technology.

Synthetic teaching example · not a forecast

How far do five days of inventory go?

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.

Change the assumptions
20 calendar days0 to 60 calendar days
5 full-rate input-days0 to 30 full-rate input-days
20 % of normal daily input0 to 100 % of normal daily input

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).

Inventory and replacement inputs cover part of a disruptionDuring a 20-day disruption, immediate replacement supplies 20 percent of normal daily input, equivalent to 4 full-rate input-days. Five days of inventory are used once. Eleven full-rate input-days remain uncovered.A 20-day essential-input requirementAll bars use equivalent full-rate input-days. Replacement supply: 4 days Inventory used once: 5 days Uncovered requirement: 11 days 4 supplied + 5 stored + 11 missing = 20These are quantities, not a calendar timeline.

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.

Evidence to watch

Keep each observation’s definition, date and reporting frequency. A daily page refresh does not create new daily balance-sheet data.

FactorUnitFrequency / timingHow to read it
Product-specific input dependenceShare of a defined input requirement; physical quantity where availableProduction bills and supplier records updated when processes change; trade data monthly or annualIdentify the essential item and production stage. Total import value is not a physical bottleneck measure.
Inventory coverageUsable stock / normal daily input use, in daysOperational stocks daily or weekly; public aggregates often monthlyCheck location, shelf life and whether the stock is usable by the affected process. Count each unit once.
Replacement supply and qualification timePercent of required daily input; lead time in daysSupplier and contract information updated as capacity or qualification changesA second supplier is useful only if it can deliver a compatible input on the required schedule.
Supplier and route concentrationShares by supplier, location and transport routeMonthly or annual trade observations plus dated operational dataDifferent suppliers can share a port, energy source or upstream producer. A freight-price index alone does not measure that dependence.

What this example leaves out

These mechanisms can overlap. Adding their example outputs does not produce an overall fragility score or a recession probability.

Further mechanism sources

Observed US starting values and their dates are attributed above. The smaller example uses authored numbers; all stress paths retain their own stated assumptions.

Explore the other dimensions

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