Who Pays for a Global Energy Crisis? 2.69 Trillion Dollars in Gross Output Lost
When global petroleum prices spike, the economic conversation centers on GDP growth forecasts and inflation trajectories. Rarely does it turn to the harder distributional question: across the globe’s supply chains and production structures, who actually absorbs the cost? And who, if anyone, gains?
The answer is neither uniform nor obvious. A 12 percent increase in global refined petroleum prices does not simply subtract a fixed share from every economy. It propagates differently depending on how import-dependent a country is, how energy-intensive its production structure, and how tightly integrated its supply chains are with the rest of the world.
The result is a geography of loss that cuts across regions in ways that frequently defy first intuitions — nowhere more starkly than in the comparison between the world’s largest manufacturing region and a smaller one that ends up bearing a disproportionate share of the cost.
To map this geography, we use MINDSET — a global input-output simulation model covering 163 countries and 120 sectors — which traces how an energy price shock simultaneously propagates through production costs, household budgets, trade flows, and investment.
The scenario is a 12 percent increase in refined petroleum prices (GLORIA sector 63) calibrated by country using each economy’s actual petroleum import intensity from the GLORIA trade database — a pure price shock with no supply constraint imposed. For the employment consequences of this same scenario, including the disequilibrium dynamics between output and labor market adjustment, see the companion post: 24 Million Jobs at Risk.
The Global Tally
The total cost, at the global level, is large.
These total losses include both the first-round effects of higher energy costs on firms and households and the subsequent propagation through supply chains, income contraction, and investment decline.
Sectors that supply inputs to energy-intensive industries contract even if they face no direct exposure to petroleum prices; investment declines as the cash-flow and confidence effects of the shock ripple outward. In other words, the $2.69 trillion figure captures not just the immediate cost increase but the full cascade of economic adjustment that follows.
Who Wins, Who Loses
Not every region faces the same exposure. The shock is calibrated using each country’s actual petroleum import intensity from the GLORIA trade database: economies that depend heavily on imported refined petroleum absorb a larger effective price increase, while domestic producers are partly insulated — or, in some cases, benefit.
The clearest beneficiaries are petroleum-exporting nations within Europe and Central Asia and the Middle East and North Africa. For these economies, a rise in global petroleum prices translates directly into higher export revenues and gains in extraction and processing output — the same shock that hurts importers shows up in their national accounts as a positive.
These within-region gains are real and non-trivial, but they do not offset the losses borne by importing neighbors: at the regional aggregate, both ECA and MEN remain net output losers.
Global total: $2.69 trillion in output lost (−1.47% of world gross output). ECA and MEN regional aggregates include petroleum-exporting nations that record positive output effects; the regional figures reflect the net outcome across all economies in each group.
Regional Output Breakdown
Global total: $2.69 trillion in gross output lost (−1.47% of world gross output).
Latin America and the Caribbean records the steepest output decline in percentage terms at −3.14 percent, more than double the world average. The result runs counter to an intuition that might place East Asia and the Pacific — home to the world’s largest manufacturing economies and a region with much greater absolute output loss — at the top of the distribution.
The explanation lies in the composition of regional aggregates. EAP’s regional average (−1.34 percent) is strongly anchored by China, which accounts for roughly 62 percent of the region’s gross output and faces a comparatively moderate shock. China’s significant domestic energy production capacity reduces its petroleum import intensity relative to the scale of its economy, insulating it partially from the price increase.
Other EAP economies — including major manufacturers and importers — face losses well above the regional average; it is China’s weight and relative insulation that holds the overall figure down. Strip out China and EAP’s loss rises to approximately −1.64 percent, which is still below LAC but considerably narrower.
Within Latin America, the dynamics are structurally different. The region’s largest economies are all net output losers at rates well above the world average, and the region has no analogous anchor. Compounding this, commodity-exporting nations — particularly those whose principal exports are metals and refined minerals — face a double exposure: energy is a primary input to the mining, smelting, and processing sectors that drive their export earnings, so a petroleum price shock simultaneously raises production costs and contracts the electricity, transport, and support services that underpin those sectors through supply chain propagation.
EAP’s dense input-output interdependence means that an energy cost increase at one node in the production network propagates rapidly through tightly coupled supply chains, reaching sectors with minimal direct petroleum exposure.
In contrast, ECA and MEN see some of their losses offset by the revenue gains of their petroleum-exporting nations, which dampen — but do not eliminate — the overall regional contraction.
What Breaks First: The Sectoral Picture
Color intensity reflects percentage output change: darkest = >8% loss (gas distribution at −13.3%), medium = 3–8%, lighter = 2–3%, lightest = <2%. Hover for both absolute and percentage figures.
The shock does not distribute uniformly across sectors. Gas distribution — which is itself an energy-transmitting sector — records the steepest percentage output decline globally, exceeding 13 percent. Electricity generation and transmission follows at −5.3 percent, driven by the combined effect of higher fuel costs for thermal generation and reduced energy demand from contracting output. Refined petroleum refining and pipeline transport each exceed 3.5 percent in output decline.
In absolute terms, electricity generation loses the most output of any sector globally ($193 billion), followed by wholesale and retail trade ($169 billion). The latter is a striking result: wholesale and retail sits far downstream from petroleum in any supply chain, and its losses are driven almost entirely by income contraction — as households face higher energy costs, discretionary spending falls, and the sector that intermediates much of consumer demand contracts accordingly.
Motor vehicles ($154 billion), building construction ($135 billion), and civil engineering ($108 billion) follow, sectors whose losses arrive primarily through reduced investment flows rather than direct energy cost exposure. Finance and insurance ($95 billion) and telecommunications ($89 billion) round out the top ten — both highly dependent on energy-intensive infrastructure and both affected through income and investment channels.
The sectoral pattern reveals a consistent feature: the sectors hit hardest by percentage are those directly in the energy transmission chain, but the sectors that lose the most output in absolute terms are those that serve final demand — the infrastructure through which a cost shock becomes a demand shock as households and firms adjust spending.
What This Means for Jobs
Output is one side of the story. But output and employment do not contract at the same rate — and the gap between them defines a critical policy window.
In the companion post, we trace how the same energy price shock erases 24.6 million jobs globally, why employment falls at roughly half the rate of output, and how the regional and sectoral distribution of job losses reveals structural vulnerabilities that the output picture alone cannot capture.
Read next: 24 Million Jobs at Risk: Employment Effects of a Global Energy Price Shock
This analysis was conducted jointly with Ira Irina Dorband and Aron Denes Hartvig.
The views expressed in this post are those of the authors and do not necessarily reflect the views of the World Bank, its Executive Directors, or the countries they represent.