-
Artificial intelligence and EVs
GEVO 2026 - Chapter 8 Progress in AI and computing power is disproportionately benefiting EVs, particularly for automated driving and integrated vehicle control. Sensors and chips integrate well with the stable, high-voltage power supply of EV batteries. At the same time, the benefits of AI and increased computing power are not exclusive to EVs. AI‑enabled energy management systems are increasingly used to optimise hybrid vehicles, and AI techniques are accelerating the design, testing and optimisation of all vehicles. Advances in AI underpin progress in autonomous vehicles Just two decades ago, state-of-the-art autonomous vehicles were confined to test…
-
Battery Circularity
…into the key issues for battery technologies, the report presents the very latest data as a guide to decision makers from the public and private sectors. It sheds light on the main locations of patenting, the leading patentors in the world and the technology categories receiving the most innovation attention.More than one in four cars sold globally in 2025 was an electric vehicle, reliant on lithium-ion or other modern batteries. But around 1.2 million electric vehicle batteries could reach the end of their lives in 2030 and 14 million in 2040, and today’s supply chains for…
-
Cost of Capital Observatory
…the energy sector and inspire investor confidence, especially in emerging and developing countries where data on financing costs is scarcer.The Observatory is divided into three sections:A Dashboard that provides free data on the cost of capital for energy projects in emerging and developing economies, updated with 2023 and 2024 data in July and September 2025.A section with Tools and Analysis to help governments understand and quantify the main underlying risks perceived by investors and financiers in each country.Case Studies with lessons learnt of how policymakers, together with the private sector, development finance institutions and other entities…
-
Global Energy and Climate Model
Scenario analysis of future energy trends Global Energy and Climate Model Over the past four years, the IEA has worked to develop a new integrated modelling framework: the IEA’s Global Energy and Climate (GEC) Model. This model is now the principal tool used to generate detailed sector-by-sector and region-by-region long-term scenarios across IEA's publications, including the World Energy Outlook series and Energy Technology Perspectives series.In 2021, the IEA adopted for the first time a new hybrid modelling approach relying on the strengths of both models. The integrated framework of the IEA’s Global…
-
Oil Market Report - October 2025
…and selected non-IEA countries. Highlights Global oil demand rose by 750 kb/d y-o-y in 3Q25, as petrochemical feedstocks led a rebound from 2Q25’s tariff-afflicted 420 kb/d pace. Still, oil use will remain subdued over the remainder of 2025 and in 2026, resulting in annual gains forecast at around 700 kb/d in both years. This is well below historical trend, as a harsher macro climate and transport electrification make for a sharp deceleration in oil consumption growth.Total global oil supply rose by 760 kb/d m-o-m, to 108 mb/d…
-
Oil Market Report - June 2025
…forecasts and analysis on the global oil market – including detailed statistics and commentary on oil supply, demand, inventories, prices and refining activity, as well as oil trade for IEA and selected non-IEA countries. Highlights World oil demand is forecast to increase by 720 kb/d in 2025. This is marginally below last month’s estimate, as weak 2Q25 deliveries in the United States and China undercut resilience elsewhere. Growth in 2026, at 740 kb/d, will be held back by a challenging economic outlook and the uptake of clean energy technologies.Global oil supply rose by 330 kb/d…
-
Oil Market Report - March 2025
…preliminary data for February show total global oil stocks rebounded, lifted by an increase in oil on water.Oil prices declined by about $7/bbl in February and early March as macro sentiment soured amid escalating trade tensions, clouding the outlook for oil demand growth. Plans by OPEC+ to start unwinding voluntary production cuts in April added to the expectation of comfortable crude balances in 2025. At the time of writing, Brent futures were trading near three-year lows around $70/bbl. Shifting sands Benchmark crude oil prices fell in February and early March as concerns mounted over the outlook…
-
Vehicle-to-grid technology
GEVO 2026 - Chapter 8 With the rollout of smart and bidirectional charging, EV owners can reduce charging costs and, in some cases, generate revenue by participating in grid services, such as frequency regulation. Load shifting and vehicle‑to‑grid (V2G) capabilities provide substantial electricity system benefits, helping reduce peak demand and potentially limiting the need for future grid investment – benefits for which EV owners can be compensated. Vehicle-to-grid charging holds the promise of alleviating grid constraints but barriers remain The rollout of EVs is a major driver of global electricity demand growth. Residential EV charging can draw more power than…
-
Austria 2026
Energy Policy Review Government action plays a pivotal role in ensuring secure and sustainable energy transitions. Energy policy is critical not just for the energy sector but also for meeting environmental, economic and social goals. Governments need to respond to their country’s specific needs, adapt to regional contexts and help address global challenges. In this context, the International Energy Agency (IEA) conducts Energy Policy Reviews to support governments in developing more impactful energy and climate policies.This Energy Policy Review was prepared in partnership between the Government of Austria and the IEA. It draws on the IEA’s extensive…
-
Manufacturing and Trade Model
The IEA’s Manufacturing and Trade (MaT) Model was first developed for the 2024 edition of Energy Technology Perspectives (ETP) to produce scenario projections of manufacturing and trade across six key energy technology supply chains. These cover solar photovoltaics (PV), wind turbines, electric cars, batteries, electrolysers and heat pumps. This model is now used to generate detailed sector-by-sector and region-by-region long-term scenarios in IEA publications such as the World Energy Outlook and Global EV Outlook.The MaT model is part of the IEA’s broader modelling framework and is closely linked to the Global Energy…
