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Juicing The Numbers: How Temperature Data Got A Performance Boost

How selective baselines, manipulated data, and urbanization distort the global temperature record.

by James Dukett
March 16, 2026, 2:21 PM
in Media, News and Opinion, Politics, Science
Reading Time: 5 mins read
A A
2

Hot sun hangs over city.
The Washington Post recently ran a Feb. 11, 2026, article titled “Scientists thought they understood global warming. Then the past three years happened.” As I read it, and as we move through this Adirondack winter, my mind couldn’t help drifting to the green grass of the ballpark. [some emphasis, links added]

And with the annual bombardment of “hottest year ever” rhetoric and spring training underway, it also drifted back to the late 1990s and early 2000s, when home runs and performance-enhancing drugs ruled Major League Baseball.

It was a time when players used substances that disrupted the natural rhythm and record book of the great game. Human growth hormone aided recovery. Anabolic steroids boosted power and bat speed. Players got bigger, stronger, and faster.

Records fell. Balls were launched out of ballparks. In 1998, Mark McGwire hit three home runs estimated at more than 500 feet. In the 27 MLB seasons since, only two have been measured that far.

That era of baseball offers a useful analogy for how temperatures are presented to the public today.

First, consider NASA’s use of a baseline reference period, the foundation on which its temperature results are built. It is the same baseline the Washington Post used in its piece.

Reference baselines are subjective — they can amplify or mute the public-facing visual, and they are not anchored to any physical constant in the climate system. They are simply a choice.

NASA’s choice is to plot temperature values against a 1951-1980 baseline, and that choice matters.

Those three decades sit squarely in a period influenced by heavy sulfate aerosol pollution, when industrial emissions reflected sunlight and cooled the planet.

This mid-century cooling is well documented, and it temporarily offset earlier warmth, especially in the United States, where the 1930s remain the warmest decade in the instrumental record.

When you choose a cool, aerosol-suppressed era as “normal,” everything after it looks hotter by comparison. The public sees maps drenched in red and orange, labeled “1.2°C above normal,” without realizing that “normal” itself was shaped by aerosol-driven cooling.

It’s worth remembering that the cooling from the 1950s through the 1970s was once framed as a sign of an impending ice age.

And beginning around 1980, which happens to coincide with the start of the satellite era, clean air policies across North America and Europe triggered a massive reduction in sulfate emissions.

Clean air policies in North America and Europe reduced sulfate emissions starting around 1980. Pixabay.

The climate narrative has since swung decisively toward warming, but the mid-century period remains an era of heavy pollution and intense atmospheric aerosol flux. Choosing it as a baseline reference period is, at the very least, difficult to justify.

Then there is homogenization. I wrote about this in more detail in my Jan. 30 Enterprise column. It is the practice of adjusting and blending data from different weather stations into a composite temperature value. Proponents argue that raw records are messy.

Stations move. Instruments change. Observation times shift. Surroundings get paved over. In principle, that sounds reasonable.

But to correct for these issues, agencies apply statistical adjustments that critics, including myself, find questionable.

And in practice, earlier decades are often adjusted cooler, while recent decades are adjusted warmer or left unchanged. The net effect is a steeper warming trend.

Add a third ingredient: urbanization. Cities are hotter than their rural surroundings. Asphalt, concrete, buildings, and waste heat all contribute to the well-known urban heat island (UHI) effect.

Many long-running stations that were once rural are now surrounded by development. Even small siting changes, closer to buildings, parking lots, or runways, can nudge temperatures upward.

This warming is real, but it is local, not global, and certainly not caused by carbon dioxide. Yet, when these stations are blended into global averages, they add heat to the record in ways the public rarely hears about.

So the final product, a temperature graph built on a cool baseline, adjusted through homogenization and influenced by expanding urban development, lands in front of the public as a single, authoritative curve. The complexity disappears. The choices disappear.

The uncertainty disappears. What remains is a simple story: the planet is warming faster than ever before, and the evidence is beyond question.

Temperature homogenization and selective baselines, like performance-enhancing drugs, have a combined effect that is hard to ignore.

Temperature homogenization and selective baselines function much like a slugger juicing up on HGH and steroids. Each choice has a stated scientific purpose, just as every shot in the arm, or wherever else it landed, had a performance purpose. But the combined effect is hard to miss. Add urbanization, and it’s like putting a juiced-up slugger in a ballpark with a short fence.

The bottom line is simple: if you want warming, we can show that, and if you want it to look juiced up, we can show that too. And that 1951-1980 temperature baseline used by NASA and the Washington Post is a doozy, a real shot in the arm.

If I wanted to present warming in the strongest possible light for the public, that’s the baseline I’d choose as well.

Unfortunately, what the public rarely hears is a more measured framing: the Earth has been warming gradually since the end of the Little Ice Age (1850). Human influences, such as a century of sulfate aerosol flux, can affect temperatures, but natural variability remains the dominant force in shaping year-to-year and decade-to-decade swings.

This variability is led by the sun and is the backdrop against which all other influences play out. In addition, the planet’s energy balance is further shaped by volcanic activity, cloud behavior, powerful ocean-atmosphere oscillations, water vapor dynamics, and the diminishing radiative impact of CO2 beyond its first few hundred parts per million.

Yes, just as many late 1990s ballplayers were boosted by performance-enhancing drugs, today’s temperature products are enhanced by a mix of homogenization, urbanization, and selective baselines. Baseball eventually had to reckon with what those choices did to the record book.

Climate communication faces a similar moment. If we are going to talk honestly about a fascinating area of science, we need to separate the natural rhythm of the climate system from the statistical steroids we keep injecting into the data.

Until then, the annual temperatures will keep clearing the fence, but we should not pretend that the fences have not moved.


Top photo by Daiji Umemoto on Unsplash.

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Comments 2

  1. Davd Lewis says:
    3 weeks ago

    Richard, you continue to assert that carbon dioxide is a major influence in controlling the Earth’s temperature. There is a preponderance of empirical data that says otherwise. This data has not changed since President Trump was elected. I have posted this before. The dust bowl in the United States occurred before carbon dioxide was considered a significant factor. This was part of a world wide phenomenon. There were also impacts in parts of Europe and Asia. Australia had severe drought and heat at that time. They didn’t have severe heat but at this time South America and Africa had severe drought. There is not only the hot period of the 1930’s, the medieval warm period, and the roman warm period. In 1896 was the worst Australian heat wave. In the US it is credited with killing 1,500 in New York City. Arizona also had their record heat wave that year. In England there were numerous deaths. Cooling periods or a stall in warming during times of high and raising carbon dioxide concentration also undermine the carbon dioxide forcing theory. After 1998 the increase in global temperature stalled for 17 years, despite massive amounts of increased CO2 into the atmosphere during this time.

    The “adjustment” in data made to the 1940 to 1975 cooling is very suspicious. NOAA and NASA have made multiple data adjustment to support the climate change narrative and I suspect this is one of them.

    You admit that night time temperatures better support your narrative so that is what you chose to use. You are cheery picking. This is an issue about warming; remember the term “Global Warming?” It makes no more sense to measure the extent of warming by the cooler night time temperature than it would be to use the average flow of water in rivers in the summer to measure flooding. I do believe that the reduction of air pollution has an impact on temperature. This goes along with what climate realists have been saying for a long time in that carbon dioxide isn’t the only thing impacting the Earth’s temperature.

    Reply
  2. Richard Greene says:
    3 weeks ago

    the writer throws down just about every conservative myth about climate change except for actual climate science

    he is one of many CO2 does little or nothing science deniers that have become popular among conservatives right after trump said climate change is a hoax

    one important point he tried to make in the article he got completely backwards from reality

    “And that 1951-1980 temperature baseline used by NASA and the Washington Post is a doozy”

    the global average temperature from 1940 to 1975 is a doozy because a large amount of cooling in that period as reported in 1975 was later almost completely eliminated in the 1990s by a very peculiar adjustment. the cooling period reported in 1975 caused about 10% of scientists to predict a global cooling crisis. but when we look at the revised data for the period 1940 to 1975 now we see a very tiny amount of cooling and wonder why scientists would have made those predictions

    the reduction of air pollution after 1980 is probably the most important cause of daytime warming since 1980. majority of the warming after 1975 is at night and the only good explanation for that is increased CO2 emissions. increased UHI year over year is only a minor cause of global warming after 1975. the main reason for that is 85.5% of earth’s surface is uninhabited and there is no UHI on uninhabited land & oceans

    Reply

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