Energy
Experts are Hilariously Bad at Forecasting Solar Installations
For the latest data on the world’s energy markets, organizations such as the IEA (International Energy Agency) and the EIA (Energy Information Administration) are crucial sources. Every year, investors and entire industries rely on their reporting on energy supply and demand, as well as their forecasts going forward.
However, these organizations tend to be better at some things than others. For example, in terms of summing up past and current data on what is going on in the world, they generally do a pretty good job. We referenced their numbers when we looked at the changing anatomy of U.S. oil imports, or when showing the decline in coal use over recent years.
In other situations, such as trying to extrapolate numbers on current trends or predicting the tipping point of technologies, things get a bit dicier. Forecasting the roll-out of solar, in particular, has proved to be a daunting challenge for these organizations over the years.
Global Solar Installations
Before we dive in, we should make one thing clear: it’s notoriously difficult to make these types of predictions, and we do not envy the position of these researchers in any sense.
That being said, as shown in this chart from Auke Hoekstra, forecasts for annual global solar installations by the IEA have been egregiously bad for over a decade.
Forecasts from the IEA are pulled from their World Energy Outlook (WEO) reports, which are published each year. Meanwhile, the “PV History” line above is the actual data for photovoltaic (PV) installations each year.
Again, it’s extremely difficult to make such forecasts, and these organizations tend to be conservative with their outlooks. However, it’s pretty evident that they’ve missed a pretty significant trend here.
U.S. Solar Installations
Maybe the U.S. government can do better?
Here’s a look at forecasts by the EIA for annual energy production from solar in the U.S. over many decades, courtesy of Steffen Christensen:
This one’s more interesting. Instead of counting out solar each and every year, the EIA has had changing attitudes towards solar over time.
The projection from 1979 seems to actually be the most accurate – but the ones from 1994-2011 skip any premise of a solar boom entirely. As we get closer to present day, forecasts get more accurate, but are still too conservative (2013, 2015).
Hindsight is 20/20
It’s easy for us to be armchair critics, but it is not fair to rag on these organizations too much.
Here’s the trend they missed that made all the difference:
Curious to see how other people have fared in making predictions on technology throughout history?
Here’s a timeline of failed tech predictions that will humble any forecaster.
Environment
Charted: The Safest and Deadliest Energy Sources
What are the safest energy sources? This graphic shows both GHG emissions and accidental deaths caused by different energy sources.

Charted: The Safest and Deadliest Energy Sources
Recent conversations about climate change, emissions, and health have put a spotlight on the world’s energy sources.
As of 2021, nearly 90% of global CO₂ emissions came from fossil fuels. But energy production doesn’t just lead to carbon emissions, it can also cause accidents and air pollution that has a significant toll on human life.
This graphic by Ruben Mathisen uses data from Our World in Data to help visualize exactly how safe or deadly these energy sources are.
Fossil Fuels are the Highest Emitters
All energy sources today produce greenhouse gases either directly or indirectly. However, the top three GHG-emitting energy sources are all fossil fuels.
Energy | GHG Emissions (CO₂e/gigawatt-hour) |
---|---|
Coal | 820 tonnes |
Oil | 720 tonnes |
Natural Gas | 490 tonnes |
Biomass | 78-230 tonnes |
Hydropower | 34 tonnes |
Solar | 5 tonnes |
Wind | 4 tonnes |
Nuclear | 3 tonnes |
Coal produces 820 tonnes of CO₂ equivalent (CO₂e) per gigawatt-hour. Not far behind is oil, which produces 720 tonnes CO₂e per gigawatt-hour. Meanwhile, natural gas produces 490 tonnes of CO₂e per gigawatt-hour.
These three sources contribute to over 60% of the world’s energy production.
Deadly Effects
Generating energy at a massive scale can have other side effects, like air pollution or accidents that take human lives.
Energy Sources | Death rate (deaths/terawatt-hour) |
---|---|
Coal | 24.6 |
Oil | 18.4 |
Natural Gas | 2.8 |
Biomass | 4.6 |
Hydropower | 1.3 |
Wind | 0.04 |
Nuclear energy | 0.03 |
Solar | 0.02 |
According to Our World in Data, air pollution and accidents from mining and burning coal fuels account for around 25 deaths per terawatt-hour of electricity—roughly the amount consumed by about 150,000 EU citizens in one year. The same measurement sees oil responsible for 18 annual deaths, and natural gas causing three annual deaths.
Meanwhile, hydropower, which is the most widely used renewable energy source, causes one annual death per 150,000 people. The safest energy sources by far are wind, solar, and nuclear energy at fewer than 0.1 annual deaths per terawatt-hour.
Nuclear energy, because of the sheer volume of electricity generated and low amount of associated deaths, is one of the world’s safest energy sources, despite common perceptions.
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