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How primary energy is measured has changed across our charts

The Energy Institute no longer uses the substitution method to estimate primary energy. Here’s why that matters for our charts on energy.

By Hannah Ritchie (writing) and Pablo Rosado (data)
August 7, 2026
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Some of the most popular charts on Our World in Data are about energy production and consumption: how much energy countries produce, how they compare per person, and what sources this energy mix comes from.

But when people talk about “energy”, they’re not always talking about the same thing. There are different ways of measuring energy, from the very top of the chain — for example, coal going into a power plant — to the final link in the chain — the light that eventually comes out of a lightbulb.

The differences between the first stage (primary energy) and the last (useful energy) can be very large, so it’s important to be clear about which metric is being referred to when people speak about data on “energy”.

In a previous article, I walked through the four different ways of measuring energy. I’ve included the main visualization below.

Flow diagram of the four energy measurement stages where it shows primary, secondary, final, and useful energy with labelled losses at transformation, transmission, and end-use. Three examples illustrate coal to electricity to light, wood to charcoal to heat, and oil to gasoline to car movement. Source: OurWorldInData.org; icons: Noun Project; Licensed CC-BY by the author Hannah Ritchie.

On Our World in Data, we present data on both primary energy and secondary energy in the form of electricity generation. We would like to present final and useful energy too, but international datasets on these metrics are, unfortunately, not openly available.

But even when it comes to primary energy, there are differences in how this is calculated. Recently, the methodology used by our main data source changed. In this article, I want to explain this change and how it affects our charts on this topic.

The challenge of comparing energy sources using primary energy

The main difference in the calculation of primary energy comes down to how we account for the energy wasted when we burn fossil fuels.

If you put coal into a power plant, around two-thirds of its energy value is wasted as heat, and only one-third is converted into electricity. For gas, roughly half is wasted, and half is converted to electricity. So to get 1 kilowatt-hour (kWh) of electricity out, you need to put in the equivalent of 3 kWh of coal and 2 kWh of gas. I’ve sketched this in the diagram below.

Stacked bar chart of energy flow in coal and gas power plants where coal plants use 3 units of energy to produce 1 unit of electricity and waste 2 units (average efficiency 32%), while gas plants use 2 units to produce 1 unit of electricity and waste 1 unit (average efficiency 45%).

This is not the case with non-combustible sources, such as solar, wind, and hydropower: they just deliver electricity. We just see 1 kWh of electricity output; there’s no upstream fuel input or waste along the way.

That means that 1 kWh of electricity from coal, 1 kWh from gas, and 1 kWh from solar will look very different when measured in primary energy terms. It would be equivalent to 3 kWh of coal, 2 kWh of gas, and 1 kWh of solar. Expressed as a share of primary energy, coal would make up half of our energy mix, gas one-third, and solar one-sixth. Even though the electricity we get out — and can actually use — is split evenly between coal, gas, and solar, each makes up one-third.

The old methodology: substitution method

Our main data source for primary energy is the Energy Institute’s Statistical Review of World Energy.1

It historically presented data on primary energy using the substitution method.

This method attempts to account for the inefficiency of fossil fuels by converting renewable and nuclear energy into their “fossil equivalents”. In other words, it asks: if this electricity had been generated from fossil fuels instead, how much fuel would have been used?

To get this figure, it divides renewable and nuclear electricity generation by a typical thermal power plant efficiency factor, which is around 38% to 41%. So, if a country generates 100 terawatt-hours (TWh) of electricity from solar, that amount is divided by 40% to get a “fossil equivalent” of 250 TWh.

This means renewable energy figures are all inflated by a factor of around 2.5.

The net effect of this is that non-fossil fuel sources are measured as the amount of fossil fuel inputs they would have substituted. This has two impacts:

The new methodology: physical energy content

The Energy Institute no longer publishes primary energy data based on the substitution method.

Instead, it’s based on the physical energy content method, giving a measure of total energy supply. In our charts, we still refer to this as primary energy.

The physical energy content method does not make any adjustments to solar photovoltaic (PV), wind, and hydropower generation. 100 TWh of solar electricity generation is included as 100 TWh of primary energy (rather than 250 TWh in the substitution method approach). It does still make adjustments for other renewables — geothermal, concentrating solar, and biomass — where heat is an input (these have thermal efficiency factors applied to them).

It still measures fossil fuels in terms of their raw, calorific value — how much energy is produced when burned (including wasted energy).

Nuclear power generation is treated slightly differently. It still uses a thermal equivalent conversion. This is because nuclear plants operate like a thermal plant: fission heat is the input for steam, which turns a turbine to generate electricity. To get the total nuclear energy supply, the electricity output is divided by the average thermal efficiency of nuclear, which is around 33%. So, 100 TWh of nuclear power generation would equate to around 300 TWh of physical energy input.

Almost all of our charts on primary energy now use this physical energy content method in line with the data source; if you have previously followed or used these metrics, you might notice a change in the numbers.

Here’s how that change matters for the numbers:

In the chart below, I’ve shown how 100 TWh of coal, solar, and nuclear power compare under the substitution method versus the physical energy content method.

Horizontal bar chart of how 100 terawatt-hours (TWh) of electricity from coal, solar, and nuclear is counted in primary energy using the substitution method and the physical energy content method, where it illustrates differences between those counting approaches. It shows coal counted as 300 TWh by both methods, solar counted as 250 TWh by the substitution method but 100 TWh by physical energy content, and nuclear counted as 250 TWh if converted using fossil‑fuel plant efficiency but about 300 TWh if converted using nuclear plant efficiency.

A few final things to note

This is purely an accounting change; nothing physical in the energy system has changed.

It applies to the entire historical series of primary energy, not just the most recent year. That means the methodology applied to the data is consistent across decades.

Explore our charts on energy

Endnotes

  1. This was previously published as the BP Statistical Review of World Energy.

  2. This is not the case for some other, smaller renewable energy sources, such as geothermal.

Cite this work

Our articles and data visualizations rely on work from many different people and organizations. When citing this article, please also cite the underlying data sources. This article can be cited as:

Hannah Ritchie and Pablo Rosado (2026) - “How primary energy is measured has changed across our charts” Published online at OurWorldinData.org. Retrieved from: 'https://archive.ourworldindata.org/20260807-163119/primary-energy-measurement-change.html' [Online Resource] (archived on August 7, 2026).

BibTeX citation

@article{owid-primary-energy-measurement-change,
    author = {Hannah Ritchie and Pablo Rosado},
    title = {How primary energy is measured has changed across our charts},
    journal = {Our World in Data},
    year = {2026},
    note = {https://archive.ourworldindata.org/20260807-163119/primary-energy-measurement-change.html}
}
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