WAKE UP AND SMELL THE COFFEE
Welcome to 2026, where the only thing steeper than trying to create your own I-O model without IMPLAN is the price of your morning pour-over. A freak frost has frozen the global coffee supply, and the economic forecast is suddenly looking dark—roast, that is.
While we usually worry about the "demand-pull" of consumer demand driving production (Backward Linkages) up the Value Chain, this year we are facing a "supply-push" nightmare in terms of coffee. The beans are scarce, the prices are grinding higher, and the economic impacts are about to spill over into every industry that relies on a steady stream of caffeine to function. It’s time to put down the traditional tools and brew up a new kind of analysis.
DON’T LOOK BACK
Historically, IMPLAN analysis has been a demand-pull, backward linkage game. The logic of backward linkages asks, "If we buy more cars, what happens to the steel mills?"
In our model 2026 Coffee Crunch scenario, demand isn't the driver, supply is. The supply of coffee is constrained, and the price is skyrocketing. This is a cost-push scenario. The increased cost of the beans "pushes" higher production costs onto every industry that relies on coffee as an input.
If we filtered this through a traditional backward model, we’d be roasting the wrong data. We need the Ghosh Inverse, X = (I – B’)-1, not the Leontief Inverse, X = (I – A)-1, to see how the bitter costs percolate downstream.
THE GRIND: MAPPING THE DOWNSTREAM
Forward linkages allow us to trace the downstream effects of an increase in the price of coffee. For our scenario, coffee manufacturers (IMPLAN Commodity 3094 - Coffee and tea) are the first domino. When it wobbles, who falls?
- The First Tier: The wholesale distributors who package and ship the beans.
- The Second Tier: The grocery stores and, crucially, the Snack and Non-Alcoholic Beverage Bars (your local coffee shop).
- The Ripple: The corporate offices that provide free coffee to employees (Industry 451 - Management of Companies) now face higher operational costs.
By modeling this as a Forward Linkage, we can quantify exactly how a 20% spike in the price of beans impacts the output of these downstream sectors, with the assumption that we all need our fix to continue operating at the same level.
BREWING THE ANALYSIS IN IMPLAN
To model the Coffee Crunch of 2026, we need our tool of analysis to look forward! No, not crystal balls or horoscopes. We need the Price Change (Cost-Push) Guide.
From the Dashboard, scroll down to the Guides section:
Click the Price Change (Cost-Push) Guide.
First, select the Region you wish to analyze and click Next:
Select Data Year. Click Next.
Select the Commodity that is experiencing the price shock. In this case, search for and select Coffee and tea (IMPLAN Commodity 3094).
You will then be prompted to define the price change. You can toggle between entering a percentage or raw dollar values. For this scenario, enter a 20% increase.
IMPLAN will show you the US total output for your particular commodity at the increased price. In this case, Commodity 3094 - Coffee and tea.
Click Next and you will be prompted to name and save your project. Once you save your project the analysis will run automatically.
This guide is perfect for analyzing tariffs, too. If 2026 brings new tariffs on imported beans, this same "Cost-Push" method applies.
READING THE GROUNDS (RESULTS)
When you open your results, the total annual cost increase of Coffee and tea to the US economy is a staggering $4.09 billion. This is the economy-wide price tag of that morning cup of joe. Direct costs to industries, who are typically the first buyers rose by $843 million, while the downstream ripple added another $185 million in indirect costs. The usual suspects are hit hardest. Limited-service restaurants such as local coffee spots face a $180 million cost increase. But the data reveals unexpected victims, too. Hospitals are seeing a $115 million spike in costs proving that healthcare runs on caffeine just as much as medicine.
NO INDUCED EFFECTS
You will notice there are no Induced Effects (household spending) in the results. Why? Because supply-side models assume that while prices change, quantities and labor income remain fixed in the short term. We are strictly looking at industrial price ripples.
REDEFINED INDIRECT EFFECTS
In a backward model, Indirect Effects represents suppliers. In this forward model, Indirect Effects represent purchasers. The results will show you the total annual cost increase for the industries buying the coffee.
NO CAFFEINE BUZZ KILLS IN 2026
Whether it's a coffee shortage, a Lithium crunch for EV batteries, or a spike in construction lumber prices, 2026 is the year of the Value Chain.
Expanding our knowledge of input-output analysis moves us from asking "Who made this?" to asking, "Who needs this?," and that question doesn’t require an additional cup of coffee.
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Written December 31, 2025