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Updated: Jan 13, 2026

Measurement of Outgassing Rates of Steels
Published on: December 13, 2016
Technical versus environmental efficiency in steel production: A global perspective
Giacomo Benini1, Erik Enstad1, Amare Alemaye Mersha2
1Norwegian School of Economics, Department of Business & Management Science, Helleveien 30, 5045, Bergen, Norway.
Abstract:
This study provides the first global, plant-level assessment of both technical and environmental efficiency in steel production using a novel micro-dataset covering 143 steel mills across 50 countries from 2019 to 2023. Applying a Stochastic Directional Distance Function, we estimate each plant's distance to the production frontier and compute the shadow price of CO2e emissions. Our results reveal a robust negative correlation between inefficiency and marginal abatement cost: technically efficient electric arc furnace (EAF) mini-mills - particularly prevalent in North America - display low inefficiency scores (∼0.2) and face high marginal abatement costs (up to 13.4 USD/ton). Conversely, integrated plants in developing countries often operate inefficiently (scores up to ∼0.8) but can abate emissions at very low cost (∼0.4 USD/ton), with Europe positioned between these two extremes. Estimated shadow prices are consistently lower than prevailing carbon market rates, highlighting a systemic under-valuation of emissions in the absence of regulatory pressure. This underpricing, in turn, reflects the highly uneven technological and economic conditions across steel plants worldwide, reinforcing the need for climate policies that account for both efficiency levels and plant configurations, and that tailor interventions to the specific costs and capacities of decarbonization.
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