Tuesday, August 11, 2015

On Settled Science and Denial

Of course we're talking about climate change! Is the science really settled? Is there really a scientific consensus? Well, the answer is an unequivocal it DEPENDS! Let me explain further.

In reality, climate change is a huge field. To say that it's settled or that climate change is a fact is almost like saying Astronomy is settled. It's a completely meaningless statement. In Astronomy there are some things that are known (e.g., the universe is very old, some 13.7 billion years); but there are many things that are unknown or up for debate (e.g., the nature of dark energy or whether Pluto is really a planet, LOL). To make a blanket statement that the science of Astronomy is settled fact would, of course, be entirely meaningless.

In a similar vein, suggesting that the debate is over and the science is settled regarding climate change is likewise misguided. If the entire field of climate change is settled science then there would be no need to provide further funding for climate research and there would only be one climate model instead of over 100 different models. To the contrary, while there are specific aspects of climate change that are conclusive, there are also many areas which are clearly not settled and don't have a scientific consensus. So below is a short list of what is and isn't settled regarding climate change. NOTE: this is just a very tiny sampling just to make my point and is not meant to be comprehensive by any means.

Settled:
1) The average temperature of the earth has increased in the last century. Yes, global warming is real.
https://www.ncdc.noaa.gov/monitoring-content/sotc/global/2014/ann/timeseries/land-ocean-combined.png
2) Carbon dioxide concentration has increased over the past century.
http://www.behindenergy.com/wp-content/uploads/2016/01/Atmospheric_carbon_dioxide_concentrations_and_global_annual_average_temperatures_over_the_years_1880_to_2009.png
3) It is likely that a portion of the warming in the last 50 years can be attributed to human activity and the burning of fossil fuels. This is because of the known relationship between CO2 and the absorption of long-wave radiation that would normally escape the earth's atmosphere.
https://images.nature.com/full/nature-assets/nmat/journal/v10/n11/images/nmat3123-f1.jpg
4) Sea ice extent measured on a global scale has been slowly decreasing as a result of warming.
http://arctic.atmos.uiuc.edu/cryosphere/IMAGES/global.daily.ice.area.withtrend.jpg
5) Sea levels the last 30 years have been rising at a rate that is slightly greater than the background rate because of such warming.
https://www.ncdc.noaa.gov/monitoring-references/faq/images/sea-level-rise.gif

Not Settled:
1) Whether there will be stronger and/or more frequent hurricanes & tornadoes. Contrary to popular belief, right now there is no observational evidence that warmer temperatures will lead to an increase in extreme storms. Here are the relevant graphs:
http://www1.ncdc.noaa.gov/pub/data/cmb/images/tornado/clim/EF3-EF5.png
http://policlimate.com/tropical/frequency_12months.png
 2) Whether there will be greater incidences of severe drought. So far the observational evidence shows no change over time despite a huge increase in CO2:
http://c3headlines.typepad.com/.a/6a010536b58035970c01b7c73ad9d6970b-pi
http://www.loudounhistory.org/graphics/history-photos/palmer-drought-index-md.gif
3) Whether there will be more extreme precipitation events. So far, the observational data shows no such trend in precipitation extremes (though in fairness it does look like average yearly precipitation has increased by a very tiny amount):
http://c3headlines.typepad.com/.a/6a010536b58035970c01a3fd3875a6970b-pi
4) Whether there will be food shortages & global hunger. So far, crop yields have increased substantially despite the increase of CO2 & temperature:
http://c3headlines.typepad.com/.a/6a010536b58035970c01a511933417970c-pi
5) How much future warming to expect. Based on real-time forecasts on independent data (not hindcasts), climate models have over-predicted the actual amount of warming by a factor of three:
http://postimg.org/image/lo20ytvg9/
6) Whether there will be mass extinctions.
7) Whether we are currently at the optimal temperature for the Earth.
8) Exactly how to reduce CO2 emissions without causing other environmental issues.

Hopefully, the point is clear. There are numerous aspects of climate change that are not settled and require further research. Some of these issues are highly debatable & controversial. Those who refuse to recognize that fact and are eager to kill any further discussion regarding climate change are actually the ones squashing the scientific process.

Furthermore, while there are those on the fringe who erroneously reject the observation that the earth has gotten warmer, on the other side of the spectrum there are some who wish to extinguish any discussion of the unsettled topics listed above, issue their own apocalyptic projections, and quickly label those who object as "deniers". Please keep in mind that the 97% consensus of climate scientists is very specific and only pertains to the earth getting warmer and humans being at a minimum partly responsible. It is not applicable to the unsettled topics within climate science. There are not 97% of climate scientists who agree that there will be more tornadoes, or that the warming will be catastrophic. Unfortunately, some politicians run with that 97% figure and erroneously apply it to other facets of climate change implying those aspects are settled. This is known as a misrepresentation logical fallacy.

In a similar vein, the phrase "climate change denier" is a completely meaningless phrase as well, unless "climate" and "change" are predefined. For example, which aspect of climate is being denied? Temperature, precipitation, drought, hurricane frequency? What change is being denied? Past observed change, model predicted future change, forecast changes issued by extreme activists? What magnitude of change is being denied? Is it the change in the average or the standard deviation? What cause of the change is being denied? Human, natural? The need for specifics is important, and blanket statements like "climate change denier" are hollow.

Lastly, while there are some radio talk show hosts who mistakenly treat global warming as a hoax invented by the Chinese, there are also fringe climate change activists whose views and/or predictions are also equally extreme. For example, one famous NASA scientist back in 1989 predicted New York would be partly under water by 2020 and today is predicting only a few more decades of habitability for some coastal cities. One Nobel Prize winner who made a popular movie predicted a 20-foot sea level rises in the "near future". Another publication warned that 25% of all species could be extinct before 2050 because of global warming. The media loves the hype too as these extreme views seem to get plenty of press coverage, especially when there's a significant weather event. However, to think that such outlandish & irresponsible predictions represent some scientific consensus view and can not be challenged without the risk of being labelled as a "denier of science" is absurd. Should those extreme views be given a free pass without contest or equal press coverage? Of course not, and in these cases the challengers are not science deniers, but rather junk science deniers which is a good thing as it preserves the scientific process.

Sunday, January 4, 2015

How Often are Weather Forecasters Right?

Too often I hear the question, "how often are weather forecasters right"? I also hear responses like "weathermen are always wrong", LOL. However, the original question deserves a response, but fair warning ... be careful of what you ask for!

Believe it or not, the question regarding the accuracy of weather forecasts is actually not a pertinent question to ask. The reason is because it's not the accuracy that matters!!

Let me explain further with an example. Suppose two weather forecasters are trying to predict the occurrence of tornadoes in the city of Norman, OK. Forecaster #1 always predicts there will be no tornadoes. Forecaster #2 predicts no tornadoes on 86 of the 90 days in summer but does predict tornadoes on 4 of the days. Suppose tornadoes happen on 1 of the days that Forecaster #2 predicts but there are no more tornadoes the rest of summer.

In this scenario, Forecaster #1 had an error rate of 1.11% (1 wrong forecast out of 90) and Forecaster #2 had an error rate of 3.33% (3 wrong out of 90). So the error rate for Forecaster #2 was three times higher than that of #1. But was Forecaster #1 really better despite a lower error rate?

Let's examine more closely. Forecaster #2 was correct on all 86 of his no-tornado predictions. On 3 of his 4 tornado forecasts he was wrong, causing people to take cover when none was necessary. However 1 of his tornado forecasts was correct, saving countless lives.

In contrast, Forecaster #1 was correct on 89 of 90 no-tornado forecasts, but missed the one day when tornadoes did occur, causing the deaths of hundreds of people.

So wouldn't you rather have Forecaster #2 as your meteorologist over #1? I think the answer is obvious since you might be dead with #1 but still alive with 2 despite the higher error rate. That is the reason why percent correct scores are misleading. They assume the value of a correct positive forecast is the same as the value of a correct negative forecast. That is the reason why the question "how accurate are weather forecasters" is not pertinent.

The real question is do weather forecasters add economic value and save lives? I believe the answer is an unequivocal yes. Rather than show endless charts and graphs to support that, I'll just leave you with the following forecast from the National Weather Service issued prior to the arrival of Hurricane Katrina. I wonder how many lives were saved.

URGENT — WEATHER MESSAGE
NATIONAL WEATHER SERVICE NEW ORLEANS LA

...DEVASTATING DAMAGE EXPECTED...

HURRICANE KATRINA...A MOST POWERFUL HURRICANE WITH UNPRECEDENTED
STRENGTH... RIVALING THE INTENSITY OF HURRICANE CAMILLE OF 1969.

MOST OF THE AREA WILL BE UNINHABITABLE FOR WEEKS...PERHAPS LONGER. AT
LEAST ONE HALF OF WELL CONSTRUCTED HOMES WILL HAVE ROOF AND WALL
FAILURE. ALL GABLED ROOFS WILL FAIL...LEAVING THOSE HOMES SEVERELY
DAMAGED OR DESTROYED.

THE MAJORITY OF INDUSTRIAL BUILDINGS WILL BECOME NON FUNCTIONAL.
PARTIAL TO COMPLETE WALL AND ROOF FAILURE IS EXPECTED. ALL WOOD
FRAMED LOW RISING APARTMENT BUILDINGS WILL BE DESTROYED. CONCRETE
BLOCK LOW RISE APARTMENTS WILL SUSTAIN MAJOR DAMAGE...INCLUDING SOME
WALL AND ROOF FAILURE.

HIGH RISE OFFICE AND APARTMENT BUILDINGS WILL SWAY DANGEROUSLY...A
FEW TO THE POINT OF TOTAL COLLAPSE. ALL WINDOWS WILL BLOW OUT.

AIRBORNE DEBRIS WILL BE WIDESPREAD...AND MAY INCLUDE HEAVY ITEMS SUCH
AS HOUSEHOLD APPLIANCES AND EVEN LIGHT VEHICLES. SPORT UTILITY VEHICLES
AND LIGHT TRUCKS WILL BE MOVED. THE BLOWN DEBRIS WILL CREATE
ADDITIONAL DESTRUCTION. PERSONS...PETS...AND LIVESTOCK EXPOSED TO THE
WINDS WILL FACE CERTAIN DEATH IF STRUCK.

POWER OUTAGES WILL LAST FOR WEEKS...AS MOST POWER POLES WILL BE DOWN
AND TRANSFORMERS DESTROYED. WATER SHORTAGES WILL MAKE HUMAN SUFFERING
INCREDIBLE BY MODERN STANDARDS.

THE VAST MAJORITY OF NATIVE TREES WILL BE SNAPPED OR UPROOTED. ONLY
THE HEARTIEST WILL REMAIN STANDING...BUT BE TOTALLY DEFOLIATED. FEW
CROPS WILL REMAIN. LIVESTOCK LEFT EXPOSED TO THE WINDS WILL BE
KILLED.