Occam's Razor and Climate Change

The simplest explanation is usually the correct explanation

Guest essay by Eric Worrall

Professor Keven Trenberth once campaigned for the scientific world to accept the alarmist view of climate change as the “null hypothesis”, the baseline theory against which all other theories must be measured.

http://wattsupwiththat.com/2011/11/03/trenberth-null-and-void/

The reason Trenberth faced an uphill battle to have his view accepted, and ultimately failed, is that the simplest explanation of contemporary climate change does not involve Anthropogenic CO2.

As Professor Phil Jones of the CRU once admitted in an interview with the BBC, the instrumental record contains periods of warming which are statistically indistinguishable from the 1990s warming – periods of warming which cannot have been driven by anthropogenic CO2, because they occurred before humans had made a significant changes to global CO2 levels.

Between 1860 and 1880, the world warmed for 21 years, at a similar rate to the 24 year period of warming which occurred between 1975 and 1998. There was simply not enough anthropogenic CO2 in the atmosphere to have driven the 1860s warming, so it must have been driven by natural variation.

warming_periods

So how does Occam’s Razor apply to this observation? 

According to the definition in Wikipedia, the principle of Occam’s Razor states “that among competing hypotheses, the one with the fewest assumptions should be selected. Other, more complicated solutions may ultimately prove correct, but—in the absence of certainty—the fewer assumptions that are made, the better.”

From Wikipedia, the reason why Occam’s razor is important:

“To understand why, consider that, for each accepted explanation of a phenomenon, there is always an infinite number of possible, more complex, and ultimately incorrect alternatives. This is so because one can always burden failing explanations with ad hoc hypothesis. Ad hoc hypotheses are justifications that prevent theories from being falsified. Even other empirical criteria like consilience can never truly eliminate such explanations as competition. Each true explanation, then, may have had many alternatives that were simpler and false, but also an infinite number of alternatives that were more complex and false. However, if an alternate ad hoc hypothesis were indeed justifiable, its implicit conclusions would be empirically verifiable. On a commonly accepted repeatability principle, these alternate theories have never been observed and continue to not be observed. In addition, we do not say an explanation is true if it has not withstood this principle.

Put another way, any new, and even more complex theory can still possibly be true. For example: If an individual makes supernatural claims that Leprechauns were responsible for breaking a vase, the simpler explanation would be that he is mistaken, but ongoing ad hoc justifications (e.g. “And, that’s not me on film, they tampered with that too”) successfully prevent outright falsification. This endless supply of elaborate competing explanations, called saving hypotheses, cannot be ruled out—but by using Occam’s Razor.”

Source: http://en.wikipedia.org/wiki/Occam’s_razor

In other words, if we reject the principle of Occam’s Razor, we open the door to accepting theories of arbitrary, ultimately infinite complexity. A theory created by researchers who do not accept the principle of Occam’s Razor cannot be falsified, because the theory can always be tweaked in arbitrary ways to avoid falsification.

So why does applying the principle of Occam’s Razor force us to reject the theory that anthropogenic CO2 is the main driver of contemporary climate change? The reason is that nature has produced periods of warming similar to the recent warming, without any significant contribution from Anthropogenic CO2.

So we have two competing hypothesis for what is driving contemporary climate change:-

1. Observed natural variation, which has produced periods of warming statistically indistinguishable from the warming which ended in 1998.

2. Observed natural variation + an unproven assumption that Anthropogenic CO2 is now the main driver of Climate Change.

Clearly the second hypothesis fails the test of Occam’s Razor. In the absence of compelling evidence that anthropogenic CO2 has overridden natural variation, we have to accept hypothesis 1 – that observed climate change is the result of natural variation.

The climate is not hotter than it was in the past, periods such as the Holocene Optimum, or looking further back, the Eemian Interglacial. The warming which ended in 1998 was not faster, or of significantly longer duration, than similar natural warmings which occurred in the recent past.

Nothing about the current climate is outside the bounds of climatic conditions which could reasonably be produced by natural variation – therefore, according to the rules of science, we have to reject hypothesis which unnecessarily embrace additional unproven assumptions, unless or until such assumptions can be tested and verified, in a way which falsifies the theory that natural variation is still in the driver’s seat.

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John West
March 22, 2014 8:08 am

Leprechauns tampered with that too
Conspiracy theorists commonly disregard Occam’s razor in order to keep the “theory” alive by adding more and more complexity to the theory. Consider the original “CO2 contributed warming theory” compared to the “CO2 control knob to CO2 induced feedbacks and net confounding processes and “forcings” that have conspired to produce the observed GAST and undoubtedly dangerous future warming theory” of today. CAGW is a conspiracy theory.

lgl
March 22, 2014 8:13 am

Jeff Patterson
I agree the integrative effect is important but I don’t quite see how that will supply the necessary energy without some amplifier. NPI/NAO or other could perhaps do the trick through changing the cloud cover.

hunter
March 22, 2014 8:15 am

Skeptics don’t have to explain how.
Skeptics only have to point out it isn’t what is claimed in the theory.
It isn’t a CO2 control knob, if we are to believe the data.

Arno Arrak
March 22, 2014 8:15 am

I certainly agree that Occam’s razor is most likely the best choice if available. But something you said about temperature bothers me: “Between 1860 and 1880, the world warmed for 21 years, at a similar rate to the 24 year period of warming which occurred between 1975 and 1998.” There was no global warming between 1975 and 1998 and there is no similarity. There was an eighteen year stretch of of ENSO oscillation between 1979 and 1997, followed by the super El Nino of 1998. The super El Nino does not count as part of global warming since it is a once a century occurrence. The mean temperature between 1979 and 1997 stayed the same despite the fact that there were five El Ninos in this time slot. In this respect that eighteen year stretch is similar to the twenty-first century hiatus-pause. But the warming shown in the eighties and nineties by land-based temperature curves is phony. I found that out doing research for my book “What Warming?” and even put a warming about it in the preface. Two years later the big three of temperature – GISTEMP, HadCRUT, and NCDC – decided they did not want to show this warming any more. Retroactively they changed their data to parallel that from satellites which do not show this warming. It was done secretly and no explanation was offered. As to the original cause of this fake I suspect the dirty hand of Hansen in there. He had the opportunity at GISS and the motive because he had told the Senate that 1988 was peak greenhouse warming year. It happens to be just an ordinary El Nino, not any warming peak that proves the existence of greenhouse warming as he claimed.

Richard Ilfeld
March 22, 2014 8:21 am

Occam’s Razor tell me that the is no difference between “Climate Science” and a religious cult. Thou believeist, or thou does not. If thou believeist, thou shalt find evidence everywhere, else not. I just wish the warmists wouldn’t measure temperatures the way my grandfather keeps his golf score.

Jeff Patterson
March 22, 2014 8:22 am

rgbatduke says:
March 22, 2014 at 7:42 am
A well reasoned and well written response.
You say “The correct (mathematical) way to approach this is from the point of view of Bayesian statistics”. I’m not so sure. The underlying dynamics are chaotic. The current notion that the resulting variance averages out over time is itself a belief who probability is no better than 50-50. If thta assumption falls, the whole edifice crumbles.

richard
March 22, 2014 8:26 am

my usual off topic comment!
noticing this a lot, the comments on climate topics are becoming very cynical.
just read http://www.rtcc.org/2014/03/20/climate-adaptation-facing-funding-crisis-warn-un-officials/
the comments are a treat,

Ian
March 22, 2014 8:30 am

rgbatduke
So nice to see you back again.
Thank you for such a clear analysis.

Jeff Patterson
March 22, 2014 8:34 am

lgl says:
March 22, 2014 at 8:13 am
Jeff Patterson
I agree the integrative effect is important but I don’t quite see how that will supply the necessary energy without some amplifier. NPI/NAO or other could perhaps do the trick through changing the cloud cover.
No is amplification required as long as the net effect is zero over time. Think of it in terms of an interference pattern, where a lagged, passive response is added to a cyclical forcing. Sometimes they will add constructively and sometimes destructively because both the forcing and the lag are themselves changing over time.

March 22, 2014 8:53 am

Do not allow the argument to become one in which the issue becomes one of none versus some AGW, which is what a test of the null hypothesis would be. To my knowledge, not a single skeptic of any stature believes that humans aren’t having some effect on global temperatures. The only
issue should be “How much effect,” both till now, and into the future. Remember, studies that demonstrate “statistically significant effects” (and thereby reject the null hypothesis) simply have shown a non-zero effect, which may or may not be of a significant size or anything to worry about. The phrase “statistically significant” has led to more misunderstanding of results than anything else. To my mind, the issue of whether a given study is able to reject the null hypothesis is relatively unimportant, athough the inability to reject obviously still means a lot. Instead, the issue should be whether positive results can reject a hypothesis of effects of a specified and agreed-to benign magnitude.
Another mistake is to assume that carbon emissions have a bright future, which many studies accept without thinking. It’s obvious to me that several technological trends make that assumption a false one – electric cars, which will arrive just as soon as a practical battery shows up, and
advanced nuclear power technologies, which are already being constructed, to include Gen3+, fast reactors, and possibly Thorium reactors down the road, as well as SMR (small nuclear reactors). Once again, as has happened so often in the past, activists are getting way ahead
of technology and making things worse by their hysterical and brainless behavior. At this point, climate science has become totally corrupted because of their rush to save humanity.

Editor
March 22, 2014 8:53 am

“Between 1860 and 1880, the world warmed for 21 years, at a similar rate to the 24 year period of warming which occurred between 1975 and 1998. There was simply not enough anthropogenic CO2 in the atmosphere to have driven the 1860s warming, so it must have been driven by natural variation.”
To be clear here, there “was simply not enough anthropogenic CO2 in the atmosphere to have driven” the “1910 – 1940” warming either, this is why the IPCC only claims to be;

“95% certain that humans are the “dominant cause” of global warming since the 1950sBBC

If you look at Global CO2 Emissions from Fossil-Fuels and;
[caption id="" align="alignnone" width="542"] EPA – Carbon Dioxide Information Analysis Center, Oak Ridge National Laboratory, U.S. Department of Energy – Click the pic to view at source[/caption]
Anthropogenic CO2 Emissions from Fossil-Fuels
[caption id="" align="alignnone" width="542"] Carbon Dioxide Information Analysis Center – Click the pic to view at source[/caption]
and Cumulative Anthropogenic CO2 Emissions from Fossil-Fuels,
[caption id="" align="alignnone" width="542"] Carbon Dioxide Information Analysis Center – Click the pic to view at source[/caption]
you can see that Anthropogenic CO2 Emissions did not become potentially consequential until approximately 1950.

Ghandi
March 22, 2014 8:56 am

Call me a pig, but after the brutal winter we’ve experienced here in Ohio, I was hoping global warming was real and not just a convenient ruse to redistribute global wealth. Silly me…

March 22, 2014 8:58 am

to me it is akin to someone telling me that the last deposit into my back account on the 3rd of this month came from someplace other than SS, see the direct deposit has been in effect since i started getting it and has been there every month so i see nothing different now than any other month, but some try to say NO it wasnt SS this time it was co2 that caused that deposit!
we have seen NOTHING unusual in the temperature record so no need to hunt for anything unusual since the climate is doing what it has always done.

Bruce Cobb
March 22, 2014 9:10 am

Since the ever-morphing, goalpost-moving conjecture of manmade warming/climate change has never made it past the conjecture stage, there isn’t even any contest between it and the null hypothesis, which is that climate change is natural. The idea that we are somehow warming the planet with our CO2 simply isn’t borne out by reality. It is a nonsense, Occam’s or not.

richard
March 22, 2014 9:18 am

Harvard University-
http://acmg.seas.harvard.edu/people/faculty/djj/book/bookchap7.html
Examination of the long-term temperature record in Figure 7-2 may instill some skepticism, however. Direct measurements of temperature in Europe date back about 300 years, and a combination of various proxies can provide a reliable thermometer extending back 150,000 years. From Figure 7-2 (second panel from top), we see that the warming observed over the past century is actually the continuation of a longer-term trend which began in about 1700 AD, before anthropogenic inputs of greenhouse gases became appreciable. This longer-term trend is thought to be caused by natural fluctuations in solar activity. Going back further in time we find that the surface temperature of the Earth has gone through large natural swings over the past 10,000 years, with temperatures occasionally higher than present ( Figure 7-2 , second panel from bottom). Again, fluctuations in solar activity may be responsible. Extending the record back to 150,000 years ( Figure 7-2 , bottom panel) reveals the succession of glacial and interglacial climates driven by periodic fluctuations in the orbit and inclination of the Earth relative to the Sun. From consideration of Figure 7-2 alone, it would be hard to view the warming over the past 100 years as anything more than a natural fluctuation!

Mark T
March 22, 2014 9:24 am

Magma says:
March 22, 2014 at 7:34 am

Thousands of independent scientific researchers,

a) your understanding of the term “independent” may need some revisitation.
b) “consensus” arguments don’t really mean much to legitimate scientists anyway.

multiple lines of physical evidence past and present,

a) Again, revisit the independence argument above.
b) Just as much evidence offering a contrary view.
c) Most of the evidence, in either direction, can be interpreted rather broadly to mean just about anything.

simple physics understood for a century and a half

a) The “simple” physics is by no means simple. Generally speaking, people that make this claim have very little background in physics. Indeed, part of the atmospheric problem is on the list of Millenium Problems, and it is unknown whether a solution can exist.
b) Much of the early work, a century and a half ago, has already been proven bogus, so stating that it has been “understood for a century and a half” is quite a stretch.

vs. a relative handful of cranks egged on by ideologues and funded by a few companies with strong vested financial interests.

a) So there are no ideologues researching, promoting, or otherwise supporting the anthropogenic viewpoint? Surely you jest…
b) Which companies, oil? Newsflash: oil companies are the ones that fund AGW research.
c) You don’t think governments have a strong vested financial interest?
d) Given your previous fallacies, the argumentum ad hominem here is not surprising. You couldn’t resist, could you?

Watch that blade, lads. It’s sharp.

Unlike your wit.
Mark

Mark T
March 22, 2014 9:27 am

I should add, GE, at one point the world’s largest company (may still be), supplies many (if not a majority) of the wind turbines in use in the US, probably world-wide. If that isn’t a vested financial interest, then there is no such thing.
Indeed, Magma, your ignorance is the only thing astounding in your post.
Mark

March 22, 2014 9:28 am

Re: Occam’s razor
In the context of Dr. Ball’s article, the topic of Occam’s razor is apt for a GCM is a generator of non-falsifiable, ad hoc hypotheses regarding the numerical value of the global temperature thus being a example of an Occam’s razor violator.

March 22, 2014 9:33 am

Henry Clark says:
March 22, 2014 at 1:58 am
1998-now trend = -0.050 K/decade (cooling)**
Contrast to the article’s table!

The article said nothing about 1998 to now. It said:
1975-2009 35 years and 0.161 which was significant.
This was from the interview with Phil Jones so it would have been based on Hadcrut3 at that time.

bubbagyro
March 22, 2014 9:44 am

Occam’s Razor is, in this context, futile to apply.
The reason: the system is too complex to analyze. More variables than equations to relate the variables. By definition, insoluble.
Nevertheless, the burden of proof remains clearly on the shoulders of the expositors of the hypothesis, namely the warm-earthers. Just as the flat-earthers posited that the earth was flat, and most (the consensus) believed it, the “hypothesis” remained until it was falsified. That did not prevent hundreds of years of lost exploration and advances. I think we are in a similar position today.
The warm-earther must provide the proof, not the other way around. We are still waiting…

Ronaldo
March 22, 2014 9:44 am

richard says:
March 22, 2014 at 9:18 am
Well said. The post below gives a rather nice summary of Global temperature variations over a range of geological periods. CO2 does not get a look in.
http://wattsupwiththat.com/2014/01/25/when-did-global-warming-begin/#more-102114

Admin
March 22, 2014 9:47 am

Tom in Florida
Occam’s Razor does NOT say “The simplest explanation is usually the correct explanation”.
The principle states that “Entities should not be multiplied unnecessarily.”

Occam’s Razor is often used incorrectly by those who do not understand it or by those who know better and are trying to justify something that isn’t true. Incorrect usage of the principle immediately sets off my sceptic alarm.

Why shouldn’t entities be multiplied unnecessarily? Perhaps because as you add more and more unnecessary, untested assumptions, the probability that your assumption laden explanation is the correct explanation drops dramatically?

RichardLH
March 22, 2014 9:53 am

lgl says:
March 22, 2014 at 7:42 am
“Richard: Or can you explain the 2, 3, 4, 12 and 60 years ones?
The ~3 and ~60 is ENSO, more or less trade winds, upwelling of cold water and more or less clouds in the tropics. I haven’t heard about a 12 years cycle, where do you have that from”
Depends on what natural cycles you can pick out of these. Given that they ALL could be as they are all well below the required greater than 75 years ‘slope’ that CO2 generates.
http://climatedatablog.files.wordpress.com/2014/02/uah-tropics.png
http://climatedatablog.files.wordpress.com/2014/02/hadcrut-giss-rss-and-uah-global-annual-anomalies-aligned-1979-2013-with-gaussian-low-pass-and-savitzky-golay-15-year-filters1.png

Admin
March 22, 2014 10:10 am

rgbatduke
Occam’s Razor isn’t an absolute rule of reason, because sometimes the actual explanation is, in fact, the more complex of two hypotheses. That is, nature itself is not obligated to be “simple”.

That’s what the data above pertain to. They suggest that the explanation for the 1983-1998 temperature increase is not CO_2 not because it isn’t a simple explanation, but because as the data clearly indicate that the problem has more complexity, that the climate is a function of more than one thing, and that the other things are capable of producing effects as large as the one attributed to CO_2 in the particular set of years indicated in circumstances where CO_2 is not a possible explanatory factor.
That is, we need a more complex theory, not a simpler one!

Ultimately yes, if your goal is to be able to predict future climate. My purpose was much simpler – to demonstrate that the alarmist view of AGW doesn’t pass the bullsh*t test – there is nothing about current climatic variation which is sufficiently different to observed past variation such that it is necessary to add a new assumption to explain it.
…We actually know the physics here, and it is not at all simple! It is arguably the most complex problem we’ve ever tried to solve. Occam’s Razor is the exact opposite of the thing needed, but our attempts to date to solve the physics problem in GCMs have met with empirical failure at almost every level it is possible to fail at. The best that can be said of them is that they produce something that looks like climate evolution, while having almost zero predictive value. It isn’t even clear that the existing models aren’t divergent where the climate is empirically enormously stable (or rather, broadly bistable or multistable with two primary attractors, a warm phase interglacial and cold phase glacial in the current orbital-geological configuration). …
Occam’s Razor does not preclude adopting a better theory if the evidence supports it – quite the opposite! Einstein’s theory is more complex than Newton’s clockwork universe, but the justification for the more complex Einstein theory is that it does a better job of predicting and explaining complex phenomena, such as the orbit of Mercury, and the fact that the measured speed of light never varies, regardless of your motion relative to the source.
My argument is that natural variation + CO2 does not do a better job of explaining global climate than natural variation alone, therefore at this point in time the addition of the CO2 assumption is unjustified.
I am *not* suggesting that work should cease on theories which include an assumption that CO2 is an important influence, I am suggesting that the balance of evidence does not currently support the addition of a CO2 term as being necessary to explain observations.
So sorry, I appreciate what you are trying to say and agree that the data call into question the assertion that CO_2 is solely or even mostly responsible for the single 15 year long stretch of warming visible in the latter half of the 20th century, but rejecting the CO_2 hypothesis isn’t a matter of Occam’s Razor, it is a matter of the data suggesting that the solution is a lot more complex than CO_2 alone can explain.
A general model which can predict climate, even if such a thing is possible, will certainly be a lot more complex than a black box theory called “natural variation”. However, my question was not about whether a successful climate theory of everything would include CO2 (IMO it almost certainly would). My question was, does any climate observation currently justify the addition of an untested assumption that CO2 is having a significant influence? The answer, for now, has to be no.

John Day
March 22, 2014 10:12 am

But remember that Occam’s Razor is a model selection tool for deciding between two equally feasible theories, not a model validation tool for proving correctness.
The converse of Occam is:
“For every complex problem there is an answer that is clear, simple, and wrong.” – H. L. Mencken
Simply apply Einstein’s Dictum to mediate between these two:
“Man soll die Dinge so einfach machen wie möglich – aber nicht einfacher.” (Make everything as simple as possible, but not too simple!)
😐