• Privacy Policy
  • About Us
  • Contact Us
Climate Change Dispatch
  • Home
  • Videos
  • Who We Are
  • Facts Vs. Fearmongering
    • Real science vs Junk Science
      • 1100-plus Peer-Reviewed Studies
      • Michael Crichton: Aliens Cause Global Warming
      • Climate change and its causes
      • Climate Science Primer
      • CO2 is not pollution
      • Deceptive Surface Temperature Records
      • Editorial: Great Global Warming Hoax
      • Rules for Climate Radicals: Part 1
      • Rules for Climate Radicals: Part 2
      • Rules for Climate Radicals: Part 3
      • Why CO2 Is A Minor Player In Global Climate
      • Why Politicized Science Is So Dangerous
    • Facts Not Fear
      • A Simple Question For Climate Alarmists
      • Climate Change – The Facts
      • Climate Change Fears Are Empirically Baseless
      • Global Warming 101
      • Global Warming Q&A
      • Understanding The Medieval Warm Period
      • Ocean Cycles and Climate
      • Overview of Plate Climatology Theory
      • Precautionary Principle
      • Should We Celebrate Carbon Dioxide?
      • The Skeptics Handbook
      • Weather Versus Climate
      • Why I’m a GW skeptic
      • Winning the climate debate with facts
      • Why Aliens Cause Global Warming
    • Greenhouse FAQs
      • CO2, Plants, & Industry
      • How much have temps changed?
      • How much have temps changed?
      • How much have temps changed?
      • Is global warming real?
      • Measuring temperature
      • Swimming in CO2?
      • Scientists urge caution?
      • Today’s warming trend
      • Variations in temperature
    • Gore’s Greatest Goofs
      • Deconstructing the Truth
      • Fact-Checking Al Gore’s Latest Predictions
      • How Gore Created The Global Warming Hoax
    • Inside Real Climate
      • Closer look at the 97% Consensus
      • GW’s Amazing Story
      • IPCC gets failing grade
      • Real Climate Exposed!
      • Truth about Real Climate
      • We’ve Been Conned
      • What is there a 97% consensus about?
    • Behind the IPCC
      • 1,000 Scientists Dissent
      • Climategate: Caught Green-Handed!
      • Climategate Inquiries
      • Climategate Inquiries 2
      • NIPCC Report Now Available
      • Understanding the Climategate Inquiries
  • Submissions
  • Contact Us
No Result
View All Result
  • Home
  • Videos
  • Who We Are
  • Facts Vs. Fearmongering
    • Real science vs Junk Science
      • 1100-plus Peer-Reviewed Studies
      • Michael Crichton: Aliens Cause Global Warming
      • Climate change and its causes
      • Climate Science Primer
      • CO2 is not pollution
      • Deceptive Surface Temperature Records
      • Editorial: Great Global Warming Hoax
      • Rules for Climate Radicals: Part 1
      • Rules for Climate Radicals: Part 2
      • Rules for Climate Radicals: Part 3
      • Why CO2 Is A Minor Player In Global Climate
      • Why Politicized Science Is So Dangerous
    • Facts Not Fear
      • A Simple Question For Climate Alarmists
      • Climate Change – The Facts
      • Climate Change Fears Are Empirically Baseless
      • Global Warming 101
      • Global Warming Q&A
      • Understanding The Medieval Warm Period
      • Ocean Cycles and Climate
      • Overview of Plate Climatology Theory
      • Precautionary Principle
      • Should We Celebrate Carbon Dioxide?
      • The Skeptics Handbook
      • Weather Versus Climate
      • Why I’m a GW skeptic
      • Winning the climate debate with facts
      • Why Aliens Cause Global Warming
    • Greenhouse FAQs
      • CO2, Plants, & Industry
      • How much have temps changed?
      • How much have temps changed?
      • How much have temps changed?
      • Is global warming real?
      • Measuring temperature
      • Swimming in CO2?
      • Scientists urge caution?
      • Today’s warming trend
      • Variations in temperature
    • Gore’s Greatest Goofs
      • Deconstructing the Truth
      • Fact-Checking Al Gore’s Latest Predictions
      • How Gore Created The Global Warming Hoax
    • Inside Real Climate
      • Closer look at the 97% Consensus
      • GW’s Amazing Story
      • IPCC gets failing grade
      • Real Climate Exposed!
      • Truth about Real Climate
      • We’ve Been Conned
      • What is there a 97% consensus about?
    • Behind the IPCC
      • 1,000 Scientists Dissent
      • Climategate: Caught Green-Handed!
      • Climategate Inquiries
      • Climategate Inquiries 2
      • NIPCC Report Now Available
      • Understanding the Climategate Inquiries
  • Submissions
  • Contact Us
No Result
View All Result
Climate Change Dispatch
No Result
View All Result

Attribution Science: When Computer Models Replace Observed Weather

Climate change blamed for heat waves — but is it science or simulation?

by Mark Keenan
July 07, 2026, 1:40 PM
in Extreme Weather, Media, News and Opinion, Science
Reading Time: 4 mins read
A A
0

computer weather modeling
As Europe and much of North America endured record heat in recent days, headlines quickly appeared claiming that the heat wave was “virtually impossible” without human-caused climate change. [some emphasis, links added]

To many readers, that sounds like a conclusion drawn directly from observations. It is not. It is the product of a branch of climate research known as extreme weather attribution, which relies heavily on computer models rather than direct measurements.

This was not an isolated claim.

Whenever a major storm, wildfire, flood, or heat wave occurs, similar headlines soon follow. We are told that climate change made an event “twice as likely,” “35 times more likely,” or even “virtually impossible” without human influence.

These figures are widely repeated by politicians, journalists, and activists as though they were direct scientific observations.

They are not. They are estimates derived from computer models.

This distinction matters because modern climate policy is increasingly built not on observed evidence but on simulated realities generated by mathematical models.

The growing field of “extreme weather attribution” illustrates this transformation perfectly. Rather than simply studying weather events after they occur, attribution studies attempt to [quantify] how much more likely an event is to have become because of human CO2 emissions.

The numbers appear precise and authoritative, yet they rest upon assumptions that deserve far greater scrutiny than they usually receive.

Extreme weather attribution did not emerge in isolation. It represents the next stage of the same modelling paradigm that produced speculative emissions scenarios such as RCP8.5.

Once those scenarios were accepted as plausible descriptions of the future, it became possible to use similar modelling techniques to attribute individual weather events to human emissions with apparently precise numerical confidence.

In other words, attribution science is not a departure from the climate modelling enterprise—it is its logical extension.

Most people assume these studies compare today’s weather with historical observations. In reality, they compare the present world with a hypothetical world that never existed—a computer-generated version of Earth’s climate in which industrial carbon dioxide emissions never occurred. The difference between the two simulations is then presented as the human contribution to the event [i].

They make for compelling headlines, all based on computer modeling.

Attribution studies typically compare today’s climate with a simulated preindustrial climate to estimate how human emissions altered the probability of a particular event.

That sounds scientific until one asks a simple question: how do we know the model accurately represents a climate that no one has ever observed?

Climate models have long struggled to reproduce observed temperature records accurately, with many projections diverging significantly from other observational datasets [ii].

They have difficulty reproducing important regional climate patterns, and one of their most important tests—hindcasting, or reproducing known historical climate changes—remains problematic.

If a model cannot reliably reproduce the past, confidence in its simulation of an imaginary pre-industrial climate should naturally be limited. Yet attribution studies depend precisely upon this capability.

The growing reliance on attribution studies reflects a broader pattern within modern climate science. For years, speculative emissions scenarios such as RCP 8.5 and its successor SSP5-8.5 shaped thousands of climate-impact studies, policy reports, and media narratives, despite repeated criticism that they did not represent realistic future pathways.

More recently, the scientists responsible for designing the next generation of climate scenarios acknowledged that these highest-emissions pathways had become implausible. Yet projections derived from them have already influenced climate litigation, net-zero policies, and public perceptions worldwide.

Attribution science extends this same modelling paradigm by using simulated climates to assign numerical probabilities to individual weather events.

The issue is not whether computer models have scientific value, but whether increasingly speculative model outputs are being treated as empirical evidence rather than as hypotheses open to testing and revision.

A more fundamental question is whether carbon dioxide is the dominant driver of climate, as the IPCC claims, and whether current climate models can isolate its influence with the extraordinary precision implied by modern attribution studies. If the models themselves remain highly uncertain, then the confidence attached to attribution claims becomes equally questionable.

Many highly qualified scientists argue that CO2 is not the dominant driver of climate and that natural variability plays a far greater role than is commonly acknowledged.

Another problem is that the weather itself is extraordinarily variable. Floods, droughts, hurricanes, heatwaves, and wildfires have always occurred. Long historical records often reveal cycles, clusters, and natural fluctuations extending over centuries. In many cases, the evidence does not show the simple upward trends portrayed in media coverage.

Historical datasets from recent attribution science research show little or no long-term increase in many categories of extreme weather, and some records even show declining trends over the periods examined.

This does not mean that the climate never changes. Of course it does. Earth’s climate has always changed. The question is whether modern attribution studies can confidently separate natural variability from human influence to the extraordinary degree claimed.

Consider how attribution studies are reported. A study may conclude that an event became “twice as likely” because of climate change.

The media rarely explain that this conclusion depends upon dozens of climate models, numerous assumptions about historical temperatures, statistical methods, and confidence intervals that may span a wide range of possible outcomes. Instead, the public receives a single dramatic number stripped of its uncertainty.

This creates the illusion of certainty where considerable uncertainty still exists.

Read rest at American Thinker

  • Truth
  • Twitter
  • Facebook
  • LinkedIn
  • Gettr
  • Threads
  • gab-logo Gab
  • Mastodon
  • Buffer
  • Telegram
  • Email
  • Copy Link
  • Share Using More Networks…

Popular Posts

Bipolar

New Study: Ice Core Data Shows Modern Warming Is Statistically Unremarkable

Mar 05, 2026
Energy

Climate Science’s Biggest Shift In Decades: IPCC’s RCP8.5 Is Officially Dead

Apr 29, 2026
News

Scientific Bombshell Undermines The Climate Doom Narrative

Oct 23, 2024

Comments are welcome! Those that add no discussion value may be removed.Cancel reply

Stay Connected!

gab-logo

Donate Today

Beating back the alarmist narrative takes time and money. Please donate today to help!

Subscribe To CCD Via Email!

Subscribe to receive a digest of daily stories, or get instant notifications. Check your Junk/Spam folder for a verification email.

Recent Posts

  • cait conleyNY Dem Wants To Keep Energy Bills High To Push Green Energy Hoax
    Aug 18, 2026
    Democrat Cait Conley, who is running to unseat NY Republican Rep. Mike Lawler, has provided no real solutions for New York's soaring energy costs. […]
  • ExxonMobil HQBoulder’s Climate Lawsuit Runs Into A First Amendment Problem
    Aug 18, 2026
    Energy companies and free speech rights are at the center of concerns over a Colorado climate lawsuit coming before the Supreme Court. […]
  • rare earth minerals conveyor beltTrump DOE Invests Millions Into Breaking China’s Grip On Rare Earth Elements
    Aug 18, 2026
    Trump’s DOE awarded $162 million for critical minerals recovery projects aimed at strengthening domestic supply chains and reducing reliance on China. […]
  • clown fish GBR coral coverGreat Barrier Reef Coral Cover Defies 40 Years Of Climate Doom
    Aug 18, 2026
    New research finds no net decline in Great Barrier Reef coral cover over 40 years, with overall coral cover showing a slight increase in recent years. […]
  • power plant cropsClimate Alarmists Go Silent: Turns Out Fossil Fuels Are Earth’s ‘Miracle-Gro’
    Aug 17, 2026
    Fossil fuels are contributing to global greening as rising CO2 and nitrogen deposition boost plant growth across forests, grasslands and croplands. […]
  • city dusk nighttime sceneClimate Central’s Warmer Summer Nights Claim Ignores A Major Factor: Urban Heat
    Aug 17, 2026
    Attribution group Climate Central blames warmer summer nights on man-made climate change, overlooking the UHI effect and poorly sited weather stations. […]
  • court money donors boulderInside The Left’s Climate ‘Lawfare’ Gambit In Colorado
    Aug 17, 2026
    The Boulder climate lawsuit could revive efforts to use state tort law to hold fossil fuel companies liable for global greenhouse gas emissions. […]
  • right whale wind farmESA Changes Restore Property Rights Without Gutting Wildlife Protections
    Aug 17, 2026
    Interior's Endangered Species Act changes restore property rights while retaining key protections for threatened wildlife and critical habitat. […]
  • NYC congestion pricing camNYC Congestion Pricing Was Supposed To Clean The Air—Instead, It Cleaned Out Your Wallet
    Aug 17, 2026
    NYC’s first year of congestion pricing failed to improve air quality, undercutting a key justification for charging drivers to enter Manhattan. […]
  • solar panel storm aftermathWind And Solar’s Dirty Secret: Mountains Of Waste With Nowhere To Go
    Aug 17, 2026
    Wind and solar waste is piling up as aging turbine blades and solar panels face costly recycling, disposal challenges, and growing landfill problems. […]

Books You May Like

Cold Facts About the Great Global Warming Scam

Climate prn book

Sunset on Net Zero

Canary in a Climate World

Have a suggestion? Let us know! We swap out books based on your input. We participate in the Amazon Services LLC Associates Program. See here.

  • Privacy Policy
  • DMCA Policy
  • About Us
  • Contact Us

© Portions copyright Climate Change Dispatch

No Result
View All Result
  • Home
  • Videos
  • Who We Are
  • Facts Vs. Fearmongering
    • Real science vs Junk Science
      • 1100-plus Peer-Reviewed Studies
      • Michael Crichton: Aliens Cause Global Warming
      • Climate change and its causes
      • Climate Science Primer
      • CO2 is not pollution
      • Deceptive Surface Temperature Records
      • Editorial: Great Global Warming Hoax
      • Rules for Climate Radicals: Part 1
      • Rules for Climate Radicals: Part 2
      • Rules for Climate Radicals: Part 3
      • Why CO2 Is A Minor Player In Global Climate
      • Why Politicized Science Is So Dangerous
    • Facts Not Fear
      • A Simple Question For Climate Alarmists
      • Climate Change – The Facts
      • Climate Change Fears Are Empirically Baseless
      • Global Warming 101
      • Global Warming Q&A
      • Understanding The Medieval Warm Period
      • Ocean Cycles and Climate
      • Overview of Plate Climatology Theory
      • Precautionary Principle
      • Should We Celebrate Carbon Dioxide?
      • The Skeptics Handbook
      • Weather Versus Climate
      • Why I’m a GW skeptic
      • Winning the climate debate with facts
      • Why Aliens Cause Global Warming
    • Greenhouse FAQs
      • CO2, Plants, & Industry
      • How much have temps changed?
      • How much have temps changed?
      • How much have temps changed?
      • Is global warming real?
      • Measuring temperature
      • Swimming in CO2?
      • Scientists urge caution?
      • Today’s warming trend
      • Variations in temperature
    • Gore’s Greatest Goofs
      • Deconstructing the Truth
      • Fact-Checking Al Gore’s Latest Predictions
      • How Gore Created The Global Warming Hoax
    • Inside Real Climate
      • Closer look at the 97% Consensus
      • GW’s Amazing Story
      • IPCC gets failing grade
      • Real Climate Exposed!
      • Truth about Real Climate
      • We’ve Been Conned
      • What is there a 97% consensus about?
    • Behind the IPCC
      • 1,000 Scientists Dissent
      • Climategate: Caught Green-Handed!
      • Climategate Inquiries
      • Climategate Inquiries 2
      • NIPCC Report Now Available
      • Understanding the Climategate Inquiries
  • Submissions
  • Contact Us

© 2026 Climate Change Dispatch

 
Share via
  • Facebook
  • Twitter
  • Pinterest
  • LinkedIn
  • Digg
  • Tumblr
  • VKontakte
  • Print
  • Email
  • Reddit
  • Buffer
  • Love This
  • Weibo
  • Pocket
  • Xing
  • Odnoklassniki
  • WhatsApp
  • Meneame
  • Blogger
  • Amazon
  • Yahoo Mail
  • Gmail
  • AOL
  • Newsvine
  • HackerNews
  • Evernote
  • MySpace
  • Mail.ru
  • Viadeo
  • Line
  • Flipboard
  • Comments
  • SMS
  • Viber
  • Telegram
  • Subscribe
  • Facebook Messenger
  • Kakao
  • LiveJournal
  • Yammer
  • Edgar
  • Fintel
  • Mix
  • Instapaper
  • Copy Link
  • Truth
  • gab-logo Gab
  • Gettr
  • Baidu
  • Mastodon
  • Threads
  • Bluesky
Share via
  • Tumblr
  • VKontakte
  • Print
  • Email
  • Reddit
  • Buffer
  • Love This
  • Weibo
  • Pocket
  • Xing
  • Odnoklassniki
  • WhatsApp
  • Meneame
  • Blogger
  • Amazon
  • Yahoo Mail
  • Gmail
  • AOL
  • Newsvine
  • HackerNews
  • Evernote
  • MySpace
  • Mail.ru
  • Viadeo
  • Line
  • Flipboard
  • Comments
  • SMS
  • Viber
  • Telegram
  • Subscribe
  • Facebook Messenger
  • Kakao
  • LiveJournal
  • Yammer
  • Edgar
  • Fintel
  • Mix
  • Instapaper
  • Copy Link
  • Truth
  • gab-logo Gab
  • Gettr
  • Baidu
  • Mastodon
  • Threads
  • Bluesky