MMasters in Business
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FinanceEllen Zentner

Tariff Cost-Incidence Chain

Trace tariff costs through every participant before estimating the final impact

Difficulty
Advanced
Time to result
~months to results
Steps
5
Confidence
96%

The Tariff Cost-Incidence Chain maps a tariff through the full commercial route: foreign manufacturers, importers, wholesalers, final-goods sellers, and households. Each participant may absorb part of the cost through lower margins or pass it onward through higher prices. The forecaster's task is not merely to state that tariffs behave like a consumption tax, but to estimate how much each participant bears and when that burden becomes visible. Cash balances, free cash flow, competitive pressure, inventory, contracts, and bargaining power shape the allocation. Because trade adjustments normally unfold slowly, rapid policy changes create unusually wide uncertainty bands. Scenario analysis and later observation are therefore more credible than a falsely precise initial estimate.

Origin

Extracted from Masters in Business, where Ellen Zentner explained why tariff forecasts require humility and a participant-by-participant analysis of cost absorption.

Core principles

  • 01Tariff costs can be distributed across multiple participants rather than paid by one party.
  • 02The economic mechanism is clearer than the eventual percentage borne by each participant.
  • 03Cash reserves, margins, competition, and bargaining power affect cost absorption.
  • 04Forecast uncertainty should remain wide until observed data reveals actual pass-through.

How to run it

  1. 1

    Map the import channel

    List the foreign manufacturer, importer, wholesaler, retailer or final-goods business, and consumer involved in the transaction.

    Pro tip Include intermediaries that may be invisible in a simplified supply-chain diagram.

    Watch out Skipping a participant can lead to an exaggerated estimate for everyone else.

  2. 2

    Measure exposure

    Calculate the tariff applied to each affected product and identify inventories or contracts that delay its arrival.

    Pro tip Distinguish the policy announcement date from the date tariffed goods reach final buyers.

    Watch out Immediate price data may not reflect the full policy impact.

  3. 3

    Assess absorption capacity

    Examine margins, cash, free cash flow, competitive conditions, and bargaining power for every participant.

    Pro tip Model stronger and weaker balance-sheet cases separately.

    Watch out Statements that a company will pass on all costs may reflect negotiation or advocacy rather than final behavior.

  4. 4

    Build incidence scenarios

    Allocate the cost among participants under low, middle, and high consumer pass-through assumptions.

    Pro tip Show both price effects and margin effects in every scenario.

    Watch out Do not present an uncertain allocation as a precise point forecast.

  5. 5

    Observe and update

    Use prices, earnings, import data, inventories, and management commentary to revise the allocation as the policy works through the economy.

    Pro tip Watch several quarters because inventory and contract lags can obscure the result.

    Watch out Declaring no impact before the transmission period ends creates false confidence.

In the wild

Imported consumer appliance

A retailer imports an appliance subject to a new tariff. The manufacturer discounts its export price, the importer accepts a smaller margin, the retailer raises the shelf price modestly, and the household pays the remaining increase. The analyst models these contributions rather than assigning the entire tariff to the shopper.

→ The forecast captures both consumer inflation and margin compression across the supply chain.

Cash-rich company absorbs the shock

A business enters the tariff period with more cash and free cash flow than forecasters expected. Competitive pressure prevents a full price increase, so it absorbs a larger share temporarily while seeking new suppliers.

→ Near-term consumer inflation is lower than feared, but corporate profitability and future sourcing decisions change.

Common mistakes

Assigning the entire cost to consumers

Consumers may pay higher prices, but manufacturers and intermediaries can also accept lower margins.

Calling the outcome too early

Inventory, contracts, pauses, and implementation dates can delay visible effects into later quarters.

Trusting stated intentions as outcomes

Companies may promise full pass-through but later absorb costs because of competition, cash cushions, or weak demand.

Is it for you?

Best for

It is best for macroeconomic forecasts, pricing analysis, corporate margin scenarios, and evaluations of trade policy.

Not ideal for

It is not ideal when the supply chain is unknown or when policy terms are changing too quickly to define the tariff exposure.

From the transcript

“There's no way to know the impacts of tariffs truly until well after the fact.”

Ellen Zentner · 44:55

“You're going to have some degree of manufacturers and the countries that we import from eating the cost. You're going to have importers along the…”

Ellen Zentner · 45:03

“It's the degree to which the costs are absorbed and by what players along the import channel. That is the That is the unknown factor.”

Ellen Zentner · 47:34

From the episode

Tariffs, The Fed, and Macro Focus with Morgan Stanley’s Ellen Zentner

Ellen Zentner

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