CARBON DIOXIDEThe good news

Indur M. GoklanyWith a foreword by Freeman Dyson

The Global Warming Policy Foundation
GWPF Report 18

GWPF REPORTS
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the Global Warming Policy Foundation
are those of the authors, not those of
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THE GLOBAL WARMING POLICY FOUNDATION
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Dr Indur Goklany
Professor William Happer
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Cover image CSIRO under CC licence
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CARBON DIOXIDEThe good news

Indur M. Goklanyc Copyright 2015 The Global Warming Policy Foundation⃝

Contents
Forewordvii

About the authorx

Summaryxi

I The benefits of carbon dioxide

11Introduction

32

Impacts of carbon dioxide on biological productivity
Evidence for enhanced plant growthPresent-day contribution of carbon dioxide to increases in crop yields
Impact of carbon dioxide enrichment on pests and weeds
Contribution of carbon dioxide to increases in biological productivity
in unmanaged ecosystems

4
4
6
8

3

Ancillary benefits of increased biospheric productivity
Improved human wellbeing
Reduced habitat loss and pressure on biodiversity

11
11
11

4

Impacts of higher carbon dioxide on water availability and irrigation requirements

125Impacts of higher carbon dioxide levels on marine life

15

6Conclusion to Part I

18

II Human and environmental wellbeing
7

Empirical trends in climate-sensitive indicators of human wellbeing
Crop yields
Sea levels
Precipitation
v

8

19
21
21
21
22

Extreme weather
DiseaseAccess to clean water and sanitation
Living standards

22
22
23
23

8

Why are claims of damage failing to materialise?
Reliance on chains of unvalidated models
Climate models overstate global warming
Climate models don’t do local well
Climate models don’t do precipitation well
Adaptation methodology is flawed
In summary

23
23
24
27
28
28
32

9

Conclusions to Part II

33

10

Acknowledgements

33

Notes

35

Foreword
By Freeman Dyson
Indur Goklany has done a careful job, collecting and documenting the evidence thatcarbon dioxide in the atmosphere does far more good than harm. To any unprejudiced person reading this account, the facts should be obvious: that the non-climaticeffects of carbon dioxide as a sustainer of wildlife and crop plants are enormously
beneficial, that the possibly harmful climatic effects of carbon dioxide have been
greatly exaggerated, and that the benefits clearly outweigh the possible damage.
I consider myself an unprejudiced person and to me these facts are obvious. But
the same facts are not obvious to the majority of scientists and politicians who consider carbon dioxide to be evil and dangerous. The people who are supposed to beexperts and who claim to understand the science are precisely the people who areblind to the evidence. Those of my scientific colleagues who believe the prevailingdogma about carbon dioxide will not find Goklany’s evidence convincing. I hope thata few of them will make the effort to examine the evidence in detail and see how
it contradicts the prevailing dogma, but I know that the majority will remain blind.
That is to me the central mystery of climate science. It is not a scientific mystery but ahuman mystery. How does it happen that a whole generation of scientific experts isblind to obvious facts? In this foreword I offer a tentative solution of the mystery.
There are many examples in the history of science of irrational beliefs promoted byfamous thinkers and adopted by loyal disciples. Sometimes, as in the use of bleeding
as a treatment for various diseases, irrational belief did harm to a large number ofhuman victims. George Washington was one of the victims. Other irrational beliefs,
such as the phlogiston theory of burning or the Aristotelian cosmology of circularcelestial motions, only did harm by delaying the careful examination of nature. In
all these cases, we see a community of people happily united in a false belief thatbrought leaders and followers together. Anyone who questioned the prevailing belief
would upset the peace of the community.
Real advances in science require a different cultural tradition, with individuals whoinvent new tools to explore nature and are not afraid to question authority. Sciencedriven by rebels and heretics searching for truth has made great progress in the last
three centuries. But the new culture of scientific scepticism is a recent growth andhas not yet penetrated deeply into our thinking. The old culture of group loyalty anddogmatic belief is still alive under the surface, guiding the thoughts of scientists aswell as the opinions of ordinary citizens.
To understand human behavior, I look at human evolution. About a hundred
thousand years ago, our species invented a new kind of evolution. In addition to biological evolution based on genetic changes, we began a cultural evolution based onsocial and intellectual changes. Biological evolution did not stop, but cultural evovii

lution was much faster and quickly became dominant. Social customs and beliefs
change and spread much more rapidly than genes.
Cultural evolution was enabled by spoken languages and tribal loyalties. Tribe
competed with tribe and culture with culture. The cultures that prevailed were thosethat promoted tribal cohesion. Humans were always social animals, and culture madeus even more social. We evolved to feel at home in a group that thinks alike. It wasmore important for a group of humans to be united than to be right. It was always
dangerous and usually undesirable to question authority. When authority was seriously threatened, heretics were burned at the stake.
I am suggesting that the thinking of politicians and scientists about controversial issues today is still tribal. Science and politics are not essentially different fromother aspects of human culture. Science and politics are products of cultural evolution. Thinking about scientific questions is still presented to the public as a competitive sport with winners and losers. For players of the sport with public reputations
to defend, it is more important to belong to a winning team than to examine the evidence. Cultural evolution was centered for a hundred thousand years on tales told byelders to children sitting around the cave fire. That cave-fire evolution gave us brainsthat are wonderfully sensitive to fable and fantasy, but insensitive to facts and figures.
To enable a tribe to prevail in the harsh world of predators and prey, it was helpful tohave brains with strong emotional bonding to shared songs and stories. It was not
helpful to have brains questioning whether the stories were true. Our scientists andpoliticians of the modern age evolved recently from the cave-children. They still, asCharles Darwin remarked about human beings in general, bear the indelible stampof their lowly origin.
In the year 1978, the United States Department of Energy drew up a ‘Comprehensive Plan for Carbon Dioxide Effects Research and Assessment’, which fixed theagenda of official discussions of carbon dioxide for the next 37 years. I wrote in amemorandum protesting against the plan:
The direct effects of carbon dioxide increase on plant growth and interspecificcompetition receive little attention. The plan is drawn up as if climatic change
were the only serious effect of carbon dioxide on human activities. . . In a comparison of the non-climatic with the climatic effects of carbon dioxide, the nonclimatic effects may be:
1. more certain,
2. more immediate,
3. easier to observe,
4. potentially at least as serious.
. . . Our research plan should address these issues directly, not as a mere side-line
to climatic studies.

viiiMy protest received no attention and the Comprehensive Plan prevailed. As a result, the public perception of carbon dioxide has been dominated by the computer
climate-model experts who designed the plan. The tribal group-thinking of that groupof experts was amplified and reinforced by a supportive political bureaucracy.
Indur Goklany has assembled a massive collection of evidence to demonstrate
two facts. First, the non-climatic effects of carbon dioxide are dominant over the
climatic effects and are overwhelmingly beneficial. Second, the climatic effects observed in the real world are much less damaging than the effects predicted by theclimate models, and have also been frequently beneficial. I am hoping that the scientists and politicians who have been blindly demonizing carbon dioxide for 37 years
will one day open their eyes and look at the evidence. Goklany and I do not claim
to be infallible. Like the climate-model experts, we have also evolved recently fromthe culture of the cave-children. Like them, we have inherited our own set of prejudices and blindnesses. Truth emerges when different groups of explorers listen toeach other’s stories and correct each other’s mistakes.
Princeton
September 2015
Freeman Dyson FRS, a world-renowned theoretical physicist, is Professor Emeritus of Mathematical Physics and Astrophysics at the Institute of Advanced Study in Princeton where
he held a chair for many years. Dyson is the author of numerous widely read sciencebooks. He is a member of the GWPFŚs Academic Advisory Council.

ix

About the author
Indur Goklany is an independent scholar and author. He was a member of the US
delegation that established the IPCC and helped develop its First Assessment Report.
He subsequently served as a US delegate to the IPCC, and an IPCC reviewer. He is amember of the GWPF’s Academic Advisory Council.

xSummary
1. This paper addresses the question of whether, and how much, increased carbon
dioxide concentrations have benefited the biosphere and humanity by stimulating
plant growth, warming the planet and increasing rainfall.
2. Empirical data confirms that the biosphere’s productivity has increased by about
14% since 1982, in large part as a result of rising carbon dioxide levels.
3. Thousands of scientific experiments indicate that increasing carbon dioxide concentrations in the air have contributed to increases in crop yields.
4. These increases in yield are very likely to have reduced the appropriation of land
for farming by 11–17% compared with what it would otherwise be, resulting in
more land being left wild.
5. Satellite evidence confirms that increasing carbon dioxide concentrations havealso resulted in greater productivity of wild terrestrial ecosystems in all vegetation
types.
6. Increasing carbon dioxide concentrations have also increased the productivity ofmany marine ecosystems.
7. In recent decades, trends in climate-sensitive indicators of human and environmental wellbeing have improved and continue to do so despite claims that theywould deteriorate because of global warming.
8. Compared with the benefits from carbon dioxide on crop and biosphere productivity, the adverse impacts of carbon dioxide – on the frequency and intensity of
extreme weather, on sea level, vector-borne disease prevalence and human health– have been too small to measure or have been swamped by other factors.
9. Models used to influence policy on climate change have overestimated the rateof warming, underestimated direct benefits of carbon dioxide, overestimated theharms from climate change and underestimated human capacity to adapt so as tocapture the benefits while reducing the harms.
10. It is very likely that the impact of rising carbon dioxide concentrations is currently
net beneficial for both humanity and the biosphere generally. These benefits are
real, whereas the costs of warming are uncertain. Halting the increase in carbon
dioxide concentrations abruptly would deprive people and the planet of the benefits of carbon dioxide much sooner than they would reduce any costs of warming.

xi

Part I
The benefits of carbon dioxide

11 Introduction
Another process which withdraws carbonic acid [carbon dioxide] from the air isthe assimilation of plants. . . . [If ] the percentage of carbon dioxide be doubled,
the absorption by the plants would also be doubled. If, at the same time, thetemperature rises by 4◦ , the vitality will increase in the ratio of 1:1.5, so that the
doubling of the carbon dioxide percentage will lead to an increase in the absorption of carbonic acid by the plant approximately in the ratio of 1:3. An increase of
the carbon dioxide percentage to double its amount may hence be able to raise
the intensity of vegetable life. . . threefold.
Svante Arrhenius, Worlds in the Making
By the influence of the increasing percentage of carbonic acid in the atmosphere,
we may hope to enjoy ages with more equable and better climates, especiallyas regards the colder regions of the earth, ages when the earth will bring forthmuch more abundant crops than at present, for the benefit of rapidly propagating mankind.
Svante Arrhenius, Worlds in the Making 1

The Swedish chemist Svante Arrhenius, winner of the 1905 Nobel Prize for Chemistry,
was the first scientist to develop a quantitative relationship between the increase inatmospheric carbon dioxide and global surface temperature. In 1895 he gave a paper
to the Stockholm Physical Society on ‘The influence of carbonic acid in the air upon
the temperature of the ground’. But this father of anthropogenic global warming
theory (AGW) also understood, as should anybody who has ever taken high school
biology, that carbon dioxide is plant food and essential to life on earth. From thisinsight, he deduced that an increase in atmospheric carbon dioxide concentration
would benefit mankind by enhancing the growth of plants.
Anyone repeating Arrhenius’s conclusion today risks being branded as a ‘sciencedenier’ by some of the more committed proponents of the dangers of AGW. This
group, which tends to see the spectre of global warming in almost every adverse
weather event, has arguably had a disproportionate influence on the climate debate
because influential elements of the media often conflate, or otherwise fail to sufficiently emphasize the distinction between, their views on global warming and themore nuanced opinions of careful scientists. 2,3,4,5This paper will further explore Arrhenius’s notion that, apart from its effects on climate, the direct effects of higher carbon dioxide levels may benefit mankind and thenatural world. This is a departure from the vast majority of papers on global warming
impacts, which focus instead on the potential damage from higher carbon dioxidelevels. Based on the sheer volume of such papers, many believe that anthropogenic
3greenhouse gas (GHG) emissions will result in rapid warming, that we are already witnessing its impacts, that these impacts are overwhelmingly negative, and that they
will only worsen over time.6,7,8,9,10,11 The alleged impacts include escalating hunger,
increases in malaria and other vector-borne diseases, accelerating sea-level rise, more
frequent and intense heat waves, storms, droughts, floods and other extreme events,
diminished access to water, and species extinctions. These impacts will, it is claimed,
reinforce each other, impoverishing populations and leading to a downward spiral in
human and environmental wellbeing, which would be further exacerbated as people
try to escape their fate through migration or by resorting to force to obtain food andwater, the basic necessities of life.
But, as will be shown in Part II of this study, there is little or no empirical evidence
that the warming that has occurred – or any changes it may have caused – since theend of the last ice age or since the putative start of manmade warming around 1950
is actually causing net harm or diminishing human or environmental wellbeing. Yes,
there have been changes, but a change is not necessarily detrimental. In fact, thechanges have frequently been beneficial, as will be discussed in Section 7, which deals
with trends in various climate-sensitive indicators of human and environmental wellbeing. Yet these are routinely ignored in discussions of manmade global warming.
This paper argues that the benefits of increasing carbon dioxide have been underestimated, that the risks from increasing carbon dioxide have been overestimated,
and that carbon dioxide emission reduction policies will start to reduce the benefits of higher carbon dioxide concentrations immediately, without reducing climatechange and its associated costs until much later, if at all.

2 Impacts of carbon dioxide on biologicalproductivity
Evidence for enhanced plant growth
That carbon dioxide is plant food has been known since the publication in 1804 of
Nicolas-Théodore de Saussure’s Recherches Chimiques sur la Végétation.12 Thousandsof experiments since then have shown that the majority of plants grow faster andlarger, both above and below ground, if they are exposed to higher carbon dioxide
concentrations. The owners of commercial greenhouses routinely pump in carbon
dioxide so as to enhance the growth rates of plants, and the optimal level for plant
growth is considered to be between 700 and 900 parts per million (ppm), 13 roughly
twice today’s ambient concentration of 400 ppm. However, plants may continue torespond positively at even higher carbon dioxide levels. For some species such as
loblolly pine14 and cuphea,15 growth tops out at around 20,000 ppm or more. Indeed,
it has been shown that the addition of supplemental carbon dioxide to a greenhouse4enhances the growth of lettuces even if the temperature of the greenhouse is lowered, thus causing a net decrease in the carbon footprint of the operation. 16
A database of peer-reviewed papers assembled from studies of the effect of carbon dioxide on plant growth by the Center for the Study of Carbon Dioxide and Global
Change (CSCDGC) shows that for the 45 crops that account for 95% of global crop production, an increase of 300 ppm of carbon dioxide would increase yields by between
5% and 78%.17 The median increase for these crops was 41% and the productionweighted yield increase was 34.6%.
Experiments also show that the benefits of carbon dioxide for plants are not restricted to faster and greater growth; the efficiency with which they consume water isalso increased. Consequently, all else being equal, under higher carbon dioxide conditions, less water is needed to increase a plant’s biomass by any given amount. In
other words, higher carbon dioxide levels increase plants’ ability to adapt to waterlimited (or drought) conditions, precisely the conditions that some environmentalists
claim are already occurring – notwithstanding the finding of the Intergovernmental
Panel on Climate Change (IPCC) to the contrary – or will occur in the future.
A recent experimental study on grasslands found that elevated levels of carbon
dioxide further lengthened the growing season under warming conditions. 18 The reason for the increased adaptability is that the size and density of stomata – tiny poreson the underside of leaves, which allow air, water vapour, and other gases to enterand leave the plant – are typically reduced as carbon dioxide levels increase. Thus
higher carbon dioxide levels reduce water loss from the leaves. For the same reason,
higher carbon dioxide levels reduce the rate at which ozone and other gases toxic toplants enter the plant, reducing the damage they inflict. In fact, Taub, in a summary
article notes, ‘Across experiments with all plant species, the enhancement of growthby elevated carbon dioxide is much greater under conditions of ozone stress thanotherwise’.19
The IPCC AR5 WGI report acknowledges that ‘[f ]ield experiments provide a [sic]direct evidence of increased photosynthesis rates and water use efficiency...in plants
growing under elevated carbon dioxide’. 20 It also notes that this effect occurs in morethan two thirds of the experiments and that net primary productivity (NPP) increases
by about 20–25% if carbon dioxide is doubled relative to the pre-industrial level. 21
Previously it had been argued that these increases might not be sustainable over thelong term, but AR5 reports that new experimental evidence from long-term free-aircarbon dioxide enrichment (FACE) experiments in temperate ecosystems show thatthese higher rates of carbon accumulation can be sustained for ‘multiple years’. 22
In AR5, the IPCC says that the reduced carbon dioxide fertilisation effect seen insome experiments and the complete absence in others is ‘very likely’ due to nitrogen limitation in temperate and boreal ecosystems, and phosphorus limitation in thetropics, with a possible effect due to interaction with deficiencies of other micronu5

trients such as molybdenum.23 The report concludes, ‘. . . with high confidence, thecarbon dioxide fertilisation effect will lead to enhanced NPP, but significant uncertainties remain on the magnitude of this effect, given the lack of experiments outsideof temperate climates’.
But the IPCC protests too much. It overstates the uncertainty regarding the magnitude of the effect under real world conditions. Consider managed ecosystems, particularly agriculture and forestry. Nutrient and micronutrient deficiencies are among
the many routine challenges faced by farmers and foresters. Managing them is notterra incognita. Moreover, adaptations to cope with such deficiencies become more
likely as technology inexorably advances and societies become wealthier, as indeed
they are projected to become under all IPCC emission scenarios. 24,25 Therefore, farmers and foresters should be able to adapt successfully, unless some technologies are
foreclosed under a perverse application of the precautionary principle. 26 Such perversity, however, cannot be ruled out given the antipathy of many environmentalists
towards biotechnology. Foreclosing options such as genetically modified (GM) cropsthat would be more resistant to drought, water logging, or other adverse conditions
will increase the likelihood that environmentalists’ warnings – that AGW will lower
food production and increase hunger – become self-fulfilling prophecies.
It has also been suggested that carbon dioxide enrichment inhibits the assimilation of nitrate into organic nitrogen compounds, which then may be largely responsible for carbon dioxide acclimation, and a decline in photosynthesis and growthof C3∗ plants, as well as a reduction in protein content because of the resulting increase in the carbon/nitrogen ratio. 27,28,29 While the precise cause(s) and biochemical pathway(s) responsible for such acclimation are still being investigated, several
approaches have been proposed to limit, if not overcome, such acclimation. These
include making more nitrogen available to the plant to match the increase in carbon, for example through increased nitrogen fertilisation, greater reliance on ammonium rather than nitrate fertilizers, or improving nitrogen uptake and nitrogen-use
efficiency through the development of new crop varieties via conventional breedingor bioengineering.30,31

Present-day contribution of carbon dioxide to increases in crop
yieldsIf more carbon dioxide increases the productivity of plants, how much have crop
yields increased so far because of carbon dioxide increases since pre-industrial times?
∗

6

The plant kingdom can be divided categorised according to how a species fixes carbon during
photosynthesis. C3 is the most common category, including trees, and important crops such as
rice, wheat, barley, potatoes and soy. Maize and sugarcane are C4.

Currently, the carbon dioxide level is at 400 ppm (0.04%). By comparison, the preindustrial level is estimated to have been 277 ppm (0.028%). 32 If one assumes thatthe carbon dioxide fertilisation effect on productivity increases linearly, then the AR5
estimate of a 20–25% yield increase for a doubling of carbon dioxide levels since preindustrial times translates into a 9–11% yield increase so far. Alternatively, a 34.6%
increase in yield from a 300-ppm increase in carbon dioxide concentration, as calculated by the CSCDGC,† translates into a 15% yield increase due to anthropogenic
emissions to date. These are underestimates if the growth response to increasing carbon dioxide levels bends downwards at higher concentrations.
These estimates suggest that a portion of the crop yield increases seen in recent
decades, which most observers credit to technological change, should actually becredited to carbon dioxide fertilisation. A recent econometric analysis, which pooled
sixty years of historical data on US crop yields with output from FACE trials and recordsof temperature, precipitation, and carbon dioxide levels, estimated that significant
proportions of observed yield increases could be attributed to carbon dioxide rather
than technological change (see Table 1). 33 These estimates suggest that the beneficial effect of carbon dioxide could be even greater than the 9–15% yield increase
estimated by CSCDGC.
Table 1: Proportion of yield increases attributable to carbon dioxide
Crop
CottonSoybeans
Wheat
Corn
Sorghum

Proportion %
51
15
17
9
1

The same study also found that higher carbon dioxide levels are associated withlower variation in yields for each crop. This is consistent with the notion that increased
carbon dioxide levels reduce the sensitivity of yield to other factors (e.g. water shortages and air pollution). All else being equal, lower variation translates into a morestable supply of food, as well as more stable food prices, which benefits all consumers
everywhere.
Idso (2013) has attempted to translate these yield increases into a monetary value.
He finds that over 50 years the extra produce grown by farmers has been $274 billion
for wheat, $182 billion for maize and $579 billion for rice, and that the current value ofthe carbon dioxide fertilisation effect on all crops is currently about $140 billion a year.
Of course, these numbers cannot be precise, but note that they are based on actual†

See p. 5

7

experimental data and existing yields, so they are far less speculative than monetarymeasures of the harm due to future climate change and its impacts on food security
using models that have not been externally validated (see Section 8). 34

Impact of carbon dioxide enrichment on pests and weeds
All crops are engaged in a battle of attrition with fungal parasites, insect predatorsand plant competitors, among other pests. Human intervention to help the crops prevail, using pesticides, genetic modification or by changing agronomic practices, is themain determinant of how much of the crop is lost. However, it is possible that carbon
dioxide enrichment can improve the capacity of plants to resist pests. 35 Insects do not
grow faster in higher concentrations of carbon dioxide, and while some experiments
show that carbon dioxide enrichment reduces crop resistance to pathogens, 36 others show that it can help crops resist such enemies. For example, in one experiment
doubling carbon dioxide levels in the air fully compensated for any growth reduction caused by a fungal pathogen in tomatoes. 37 In another study, the parasitic weed
Striga hermonthica, which devastates many crops in sub-Saharan Africa, was shownto do only half as much damage to rice yields when carbon dioxide concentrations
are doubled.38
In another study, higher carbon dioxide levels were found to enhance the production of phenolic compounds in rice and, since these are known to inhibit the growthof the most noxious weeds in rice fields, the authors conclude that the rise in the air’s
carbon dioxide concentration may well ‘increase plant resistance to specific weeds,
pests and pathogens’.39
Moreover, many crops are C3 plants and many weeds are C4 plants, which respondless to carbon dioxide enrichment. Thus as carbon dioxide levels rise, C3 crops may
enhance their growth rates more than C4 weeds do. A Chinese experiment tested thisidea by enriching carbon dioxide levels over plots of rice to almost twice the ambientlevel. This enhanced the ear weight of the rice by 37.6% while reducing the growth of
a common weed, barnyard grass, by 47.9%, because the faster-growing rice shaded
the weeds.40 Figure 1 illustrates the differing responses to elevated carbon dioxide
concentrations of rice, a C3 plant, and the green foxtail Setaria viridis, a grass sometimes proposed as a genetic model system to study C4 photosynthesis. 41,42 It is worth
noting that the vast majority of plants are C3, perhaps because higher carbon dioxidelevels are more the norm in Earth’s history.

Contribution of carbon dioxide to increases in biologicalproductivity in unmanaged ecosystems
As early as 1985, Bacastow and colleagues detected a steady increase in the amplitude of seasonal variation in the carbon dioxide levels in the northern hemisphere, 438Rice (C3)

30 cm

30

40

50

60

100

200

300

400

800

390

200

300

400

800

390

Setaria viridis (C4)

30 cm

30

70

40

50

60

70

100

Figure 1: Carbon dioxide fertilisation of C3 crop and C4 weed
Source: von Caemmerer et al. (2012).

and deduced that it implied an increase in summer vegetation. This was the first hintof global greening, a phenomenon now established by satellite observations. Morerecent aircraft-based observations of carbon dioxide above the north Pacific and theArctic Ocean indicate that between 1958–61 and 2009–11 the seasonal amplitude
at altitudes of 3–6 km increased by 25% for the northern hemisphere from 10 ◦ N to45◦ N, and 50% from 45◦ N to 90◦ N.44 Satellite observations confirm that the increasein greenness of the globe is not confined to managed ecosystems (such as croplands),
but is happening in unmanaged and lightly managed ecosystems too. Trend analysisof global greenness using satellite data indicates that from 1982 to 2011 – a period
during which atmospheric carbon dioxide concentration increased by 15% – 31% of
the global vegetated area became greener while 3% became less green (see Figure2).45
The productivity of global ecosystems has increased by 14% in aggregate. Notably, all vegetation types have greened, 46 including tropical rain forests, deciduousand evergreen boreal forests, scrubland, semi-deserts, grasslands and all other wild
ecosystems, including those that do not even have indirect input of man-made nitrogen fertilizer. Some ecosystems show a relatively poorer response in NPP at higher
9< -10

-3.2

-1.1

0

1.5

2.9

4.6

7.8

>20

Figure 2: Greening of the Earth, 1982–2011
Trends in gross annual productivity per decade in percentage terms.
Source: Zhu & Myneni 2014

carbon dioxide levels. The progressive nitrogen limitation (PNL) hypothesis 47 argues
that this is due to nitrogen deficiency. However, the human activities that are major emitters of greenhouse gases – fossil fuel consumption and the use of nitrogen
fertilizers for agriculture – also emit so-called ‘reactive’ nitrogen, which can be useddirectly or indirectly by biological organisms to grow. The concentration of N 2 O hasrisen by 7% over those 30 years. However, the evidence regarding the PNL hypothesis
is mixed.48,49,50,51,52,53,54
The increased greening detected via satellite and aircraft measurements is consistent with the increases in crop yields seen over the past 50 years or more, 55,56 but
also with a bottom-up estimate of changes in the amount of carbon sequestered inforests.57 These forest stock-and-flux estimates are derived from on-the-ground forest inventory data and long-term ecosystem carbon studies, and represent 3.9 billion
hectares of global forests, or 95% of the total. They indicate that from 1990 to 2007
forests served as a net carbon sink, to the tune of 1.1 Pg C per year. ‡Other long-term on-the-ground observational records also find increased forest
growth. For example, an analysis of data from unmanaged or lightly managed stands
in central European forests, going back in some instances to 1870, § indicates that thevolume of 75-year-old stands of the dominant tree species grew 10–30% faster in2000 than in 1960.58 The standing stock volumes were also greater in 2000 than in‡§10

One petagram (1 Pg) is equal to one trillion kilograms.
Norway spruce and European beech.

1960, by 6–7%. Similarly, data ranging over 5–18 years indicate that carbon uptake
increased in six out of seven forests across the northeast and midwest United States. 59
However, the 14% increase in global vegetation cannot be attributed entirely tohigher carbon dioxide levels and nitrogen deposition: part of it could also be due toa more equable climate for plant growth, possibly because of AGW.
Donohoe et al. analyzed satellite observations after first processing them to remove the effect of variations in rainfall. 60 Their results showed that the vegetation
cover across arid environments, where water is the dominant constraint to growth,
increased by 11% during the period 1982–2010, largely because of increased wateruse efficiency by plants at higher carbon dioxide concentrations. Unfortunately, estimates of productivity increases solely from carbon dioxide increases are not available
for other ecosystems or the globe as a whole.
Of course, increases in plant production are likely to result in increases in aggregate animal biomass too.
In summary, higher carbon dioxide levels increase both crop yields and biosphere
productivity more generally.

3 Ancillary benefits of increased biosphericproductivity
Improved human wellbeing
Higher agricultural yields reduce food prices in general. This provides a double dividend for humanity. Firstly, it reduces chronic hunger, but secondly a reduction inchronic hunger is the first step toward improvements in public health. 61,62

Reduced habitat loss and pressure on biodiversity
No less important, higher yields also provide a double dividend for the rest of nature. Firstly, they free up habitat for the rest of nature, which reduces the pressureon ecosystems. Had it not been for the increase in yields of 9–15%, global cropland
would have had to be increased by a similar amount to produce the same amount offood, all else being equal. That figure means that an area equivalent to the combined
area of Myanmar, Thailand and Malaysia has been saved from the plough. Secondly,
land that has not been appropriated by humans also produces more food for otherspecies. Consequently, this increases the aggregate biomass – that is, the product ofnumber of species and representatives of each species – that the planet can sustain.
How much would the food available for other species have decreased in the absence of anthropogenic increases in atmospheric carbon dioxide? To calculate thisfigure, assume that:11• the productivity of unmanaged ecosystems also increased by 9–15% becauseof higher carbon dioxide concentrations (as estimated for crops)• human beings currently ‘appropriate’ 25% of the earth’s NPP. 63

Therefore, had there been no anthropogenic increase in carbon dioxide, satisfying current human demand for food, timber, feed for domesticated animals andother plant-derived product would have required the share of NPP available for the
rest of nature to decline by 11–17%. Alternatively, if one assumes that human beings
currently use 40% of global NPP 64 and retain the other assumptions intact then thepresent share of NPP available for the rest of nature would have had to decline by
14–22%. In either case, in the absence of any carbon dioxide fertilisation there would
have been a significant increase in the number of species at risk of extinction.
Notably, one of the factors invoked to explain the latitudinal gradient in biodiversity –the greater abundance of species as one moves from the poles to the tropics –is greater ecological productivity. 65 It has also been suggested that an even more important factor might be that metabolic and other processes speed up as temperatures
increase, consistent with the Arrhenius rate equation. 66,67 Whatever the explanation,
it reminds us that in a world with higher temperatures, at the very least the higher
latitudes would support more biomass, other things being equal. The increasing amplitude of the seasonal variation in atmospheric carbon dioxide in these areas is one
manifestation of this.68

4 Impacts of higher carbon dioxide on water
availability and irrigation requirements
It is generally expected that, if the globe warms, evaporation will increase, whichshould increase the amount of moisture in the atmosphere if relative humidity stays
constant, as is generally assumed in climate models. Note, however, that long-term
trends in pan evaporation from many areas around the world contradict this assumption.69 More moisture in the atmosphere ought to increase total precipitation overthe Earth’s surface. However, the increased precipitation would be distributed unevenly, so some areas could become wetter, others drier. To exacerbate matters in
the latter areas, the increased evaporation should reduce soil moisture, which could
reduce the growth of vegetation and crop yields in rain-fed areas, and increase irrigation demand elsewhere. Increased evaporation should also reduce runoff, which
would mean a reduction in water available for other human uses. However, each ofthese negative impacts may be partly, if not wholly, counteracted by the fact thathigher carbon dioxide levels, by reducing the size of stomata, generally increase thewater-use efficiency of plants. This should enable them to better cope with reduced
soil moisture, reduce irrigation demand and, unless increased plant growth compen12

sates for the increased water-use efficiency, increase runoff. Further complicating theoverall picture are factors such as the variation of water-use efficiency with nutrient
availability, the amount of sunlight exposure, and precipitation, and also the fact thatstomatal density usually declines as atmospheric carbon dioxide increases. 70,71
Analyses of changes in the ratio of carbon isotopes in woody species over timesuggest that intrinsic water-use efficiency has increased in many species in recent
decades but has plateaued in others and even declined in some instances. 72 A recent study of unmanaged forest sites in the USA and elsewhere around the Northern
Hemisphere found that carbon uptake and water-use efficiency had increased at the
majority of sites.73 Increases in the water-use efficiency exceeded projections by arange of biosphere models. Other studies have produced similar results for wateruse efficiency:• increases of 34–52% for two tropical forest species in Brazil from 1850–2000; 74• an increase of 29% for rainforest trees in Sabah, Malaysia; 75• an increase of 5–20% from 1974–2003 in a pine forest in the dry Mediterranean(Israel);76• an increase of 12% from pre-industrial to post-industrial times in a pine species
in Finland.
However, a study of dwarf birch in Sweden and Finland found a plateauing rather
than an increase.77
In many cases, growth increases along with water-use efficiency, but there are
exceptions.78 An analysis of data from 47 study sites around the world found thatfrom the 1960s to the 2000s, a period during which carbon dioxide concentrations
increased by 50 ppm, intrinsic water-use efficiency in boreal, wet temperate, Mediterranean, semi-arid and tropical biomes increased by 20.5%. 79 However, for the 35 sites
for which growth data were estimated, half showed a positive trend in growth, a third
showed negative growth and the remainder showed no growth. According to theauthors, this could have been due to drought, nutrient limitation or photosynthetic
acclimation to carbon dioxide.
Regardless of whether, how and under what conditions carbon uptake and wateruse efficiency are related, global ecosystem productivity increased by 14% from 1982–
2011 (Figure 1),80 while vegetation cover increased by 11% in arid areas from 1982–
2010.81 And with regard to agricultural productivity, global crop yields have increased.
For instance, from 1961 to 2013, cereal yields per hectare increased by 85% in the least
developed countries and 185% worldwide. These yield increases show no sustained
sign of decelerating (Figure 3).
It is unclear whether the increases in water-use efficiency have helped increase
runoff and water availability for human uses. 82 This is because changes in runoff canresult from changes in a host of factors in addition to the physiological and morphological responses of stomata due to increased carbon dioxide. 83,84 These include:13• changes in meteorological and climatic factors, such as precipitation, temperature, humidity, solar radiation and wind speed• changes in land use and land cover• other human modifications to adapt to or cope with water-related problems,
or take advantage of any opportunities.
Thus attributing runoff changes, if any, to carbon dioxide relies on computer modelling,85,86,87 but the results are fraught with uncertainty. Nevertheless, some studies
indicate that, all else being equal, higher water-use efficiency could in the future reduce global irrigation demand and increase global runoff, which should reduce water stress.88,89,90,91 However, none of these studies included any allowance for humanadaptation, so they exaggerate the net negative impact (and understate the positive).
Konzmann et al. estimate that by the 2080s global irrigation demand will decline by‘~17% in the ensemble median, due to a combination of beneficial carbon dioxide
effects on plants, shorter growing periods and regional precipitation increases’. With
respect to water availability, Wiltshire et al. estimate that the net global population
at risk of high water stress will increase from 2.6 billion in 2000 to 4.1 billion in the
2080s because of population growth alone. However, under the IPCC’s A1FI scenario(the one with the fastest warming) , they expect this number to be reduced to 3.2 billion because of climate change (but ignoring the direct effects of carbon dioxide; see
4.5
Least developed countries

4.0
3.5

World

3.0
2.5
2.0
1.5
1.0
0.5
0.0
1960

1970

1980

1990

2000

2010

2020

Figure 3: Cereal yields, 1961–2013
Tonnes per hectare. Source: FAOSTAT, October 6, 2014.

14

Figure 4).92 Direct carbon dioxide effects should further reduce the net population atrisk of high water stress, to 2.9 billion. Notably, as indicated by Figure 4, the warmer
the scenario, the greater the reduction in the population at risk of water stress fromclimate change alone. Similarly, the higher the carbon dioxide levels, the greater that
reduction.
4.5

2000

2080s

4.0
3.5

Population only

3.0

B1

2.5

A1B
A1F1

2.0
1.5
1.0
0.5
0.0
(a)

(b)

(c)

(d)

Figure 4: Population at risk of high water stress in the 2080s
Billions at risk. (a) Baseline per 2000, (b) For 2080 – no climate change but withincreased population. (c) For 2080 – increased population and increased temperature.
(d) Population, climate and carbon dioxide levels are different from 2000 levels. The B1,A1B and A1FI scenarios correspond to global temperature increases in the 2080s of theorder of 1◦ C, 2◦ C, and 3◦ C above the 2000 levels, respectively. Source: Wiltshire et al.
(2013).

5 Impacts of higher carbon dioxide levels on marine
life
Increasing carbon dioxide levels in the atmosphere clearly increase the growth rate ofland plants, other things being equal. Is the same true for marine photosynthesiserssuch as algae, phytoplankton and symbiotic zooxanthellae in corals? Carbon dioxide
dissolves in seawater and there is good evidence that this causes enhanced growth
rates in many taxa. This is despite the fact that dissolved carbon dioxide forms bicarbonate ions, which slightly decrease the pH of the water, leading to what is often
15

inaccurately called ‘ocean acidification’. There is no likelihood of the ocean’s average
pH getting anywhere near as low as 7 (neutral) because of elevated carbon dioxide
concentrations during the next three centuries. Ocean pH currently averages about 8
and is forecast to fall by 0.2 pH units or so during the present century. This change isconsiderably smaller than the difference in pH between different parts of the ocean,different days in the same part of the ocean, and even different times of day in coral
reef lagoons. An examination of upper-ocean pH for a wide variety of ecosystems
ranging from polar to tropical, open-ocean to coastal, kelp forest to coral reefs, indicates that variations in month-long pH spanned a range of 0.024 –1.430 pH units,
and found that many organisms ‘are already experiencing pH regimes that are notpredicted until 2100.’93 In other words, the projected change in pH is much smaller
than the noise in its natural variation. So it is highly speculative that this small longterm trend will bring problems for marine life that are greater than the benefits ofextra carbon dioxide for photosynthetic marine organisms and hence the whole marine biosphere.
Here follow some examples of studies finding positive or neutral impacts of lower
pH on different groups of marine photosynthesisers:
Coccolithophores Iglesias-Rodriguez et al. found evidence that ‘calcification andnet primary production in the coccolithophore species Emiliania huxleyi are significantly increased by high carbon dioxide partial pressures’ in the laboratory while ‘field
evidence from the deep ocean is consistent with these laboratory conclusions, indicating that over the past 220 years there has been a 40% increase in average coccolith mass’.94 Coccolithophores are among the most abundant phytoplankton in theoceans. Notably, Duarte et al. classify the evidence for a decline of calcifiers due toocean acidification for this century as weak. 95
Diatoms In diatoms, ‘no significant change in the yield was found between the low
and high carbon dioxide levels’ and ‘increased dissolved carbon dioxide concentration did not affect the mean cell size and cell volume of Phaeodactylum tricornutum ’.96
Foraminifera Vogel and Uthicke found that ‘the species investigated were still able
to build up their calcite skeletons in carbon dioxide conditions predicted for the year
2100 and beyond’, and ‘contrary to expectations, M. vertebralis showed significantly
increased growth rates in elevated carbon dioxide’. 97
Marine algae and other marine plants In marine algae, many studies find thatenhanced carbon dioxide results in faster growth. In other marine plants such as eelgrasses, Palacios and Zimmermann concluded that ‘ocean acidification will stimulate
seagrass biomass and productivity, leading to more favorable habitat and conditions
for associated invertebrate and fish species’. 98 Indeed, according to Hendriks et al, thecarbon dioxide fertilisation effect might reverse acidification: ‘sea-grass photosynthetic rates may increase by 50% with increased carbon dioxide, which may deplete
16the carbon dioxide pool, maintaining an elevated pH that may protect associated calcifying organisms from the impacts of ocean acidification’, 99 at least in their vicinity.
Thus for many primary producers in the ocean, increased levels of dissolved carbon dioxide will stimulate ecosystem productivity with positive implications for the
food chain. Studies suggest that this effect will probably outweigh any drawbacks
from slightly lower pH.
Could the same be true for corals? Corals build reefs by calcification, depositing
calcium carbonate in their skeletons. This process is energetically costly and the energy cost increases at lower pH. However, the energy is supplied by symbiotic zooxanthellae in the corals, which photosynthesise. 100 Thus the limiting factor on coral
growth may be biological rather than chemical. Muscatine et al. conclude that ‘symbiotic algae may control calcification by. . . modification of physico-chemical parameters within the coral polyps’.101 This could explain why the growth rate of coral reefs
shows no signs of declining as predicted. As Kleypas et al. argue with respect to benthic corals, ‘[t]he drawdown of total dissolved inorganic carbon due to photosynthesis and calcification of reef communities can exceed the drawdown of total alkalinity
due to calcification of corals and calcifying algae, leading to a net increase in aragonite saturation state’.102
The general finding that calcifier organisms do not deposit less calcium when carbon dioxide concentrations increase is borne out by an experimental study by Findlay
et al. using three molluscs, one barnacle and a brittle star. They write that ‘contrary
to popular predictions, the deposition of calcium carbonate can be maintained oreven increased in acidified seawater’. 103 Similarly, a ‘field growth experiment revealed
seven times higher growth and calcification rates of [blue mussel Mytilus edulis ] at ahigh carbon dioxide inner fjord field station . . . in comparison to a low pCO 2 outer fjord
station. . . ’104
Recent laboratory experiments to investigate the variation in the coral calcification rate of the scleractinian coral Siderastrea siderea – an abundant reef-builder in
the Caribbean Sea – with warming and changes in pH found that under a more-orless constant temperature of 28◦ C, calcification rates increased as atmospheric carbon dioxide was increased from near-pre-industrial levels of 324 ppm to 447 ppm, remained relatively unchanged at the predicted end-of-century value of 604 ppm andthen returned to near-pre-industrial rates at 2500 ppm. 105 It also found that while
holding the carbon dioxide level at 488 ppm, calcification rates increased as the temperature increased from 25◦ C to 28◦ C, but it declined by 80% when temperature wasincreased to 32◦ C. These results suggest that rapid ocean warming will pose a threat
to S. siderea in the longer term but that ocean acidification will be little or no threat forseveral centuries. Moreover, the experimentally determined calcification rates might
have been adversely affected by the disruption to the coral due to the need to cut,17

transplant and prepare it for analysis. No less important is the fact that the changes
in pH and temperature were imposed over a period of just a few months. In the realworld such changes would occur over a century or more, which means some adaptation cannot be precluded, for example via symbiont shuffling. 106
By far the largest peer-reviewed meta-analysis of the effect of ocean acidification
upon marine life came to a strikingly unfashionable conclusion. Hendriks et al. studied the results of 372 experiments involving raised carbon dioxide levels on 44 species
and found ‘limited experimental support’ for the theoretical predictions of negative
impacts of ocean acidification. Marine organisms, they conclude, are ‘more resistantto ocean acidification than suggested by pessimistic predictions. . . ’, and thus this phenomenon ‘may not be the widespread problem conjured into the 21st century’. 107
Although some corals are growing more rapidly because of increases in calcification rates perhaps due to, rather than despite, higher sea surface temperatures 108 and,possibly, higher carbon dioxide levels, in other areas they are being lost or degraded.
The primary causes for the loss, however, are overfishing, pollution, coastal development, and dredging and blasting rather than manmade global warming. 109,110

6 Conclusion to Part I
Both satellite and in situ data show that biological productivity has increased globallyfor a broad range of managed, lightly managed and also unmanaged ecosystems.
Although this increase is not universal, in aggregate increased biological productivity
has increased food resources per acre over what they would be otherwise for bothhuman beings and the rest of nature. Consequently, the earth is greener, farms are
more productive, and the planet can support both a larger biomass and more humanbeings, precisely as surmised by Arrhenius over a century ago.

18

Part II
Human and environmental wellbeing19

7 Empirical trends in climate-sensitive indicators ofhuman wellbeing
Do the benefits of higher carbon dioxide concentrations identified in Part I translate
into net benefits for humanity and the environment, or are they overwhelmed by
the harmful effects of carbon dioxide? The benefits for the environment have been
discussed in Sections 2 and 5. What follows is a brief discussion that compares somemajor claims111 about the adverse impacts of global warming on human beings with
empirical reality.

Crop yields
Crop yields have increased (see Figure 3) and global food production, far from declining, has actually increased in recent decades. Between 1990–92 and 2011–13,
although global population increased by 31% to 7.1 billion, available food supplies
increased by 44%. Consequently, the population suffering from chronic hunger declined by 173 million despite a population increase of 1.7 billion. 112 This occurred
despite the diversion of land and crops from production of food to the productionof biofuels. According to one estimate, in 2008 such activities helped push 130–155
million people into absolute poverty, exacerbating hunger in this most marginal of
populations. This may in turn have led to 190,000 premature deaths worldwide in2010 alone.113 Thus, ironically, a policy purporting to reduce AGW in order to reduce
future poverty and hunger only magnified these problems in the present day.

Sea levels
Sea level has risen about 400 feet in the past 20,000 years, and continues to rise, albeit
much more slowly than in many times past. That it continues to rise today is unremarkable. Its rise indeed signals a global warming, but not necessarily anthropogenic
global warming. Anthropogenic global warming should cause an acceleration in sealevel rise but several observational studies have failed to detect one. 114,115,116 IPCC
AR5 notes that, ‘it is likely that [global mean sea level] rose between 1920 and 1950
at a rate comparable to that observed since 1993’. 117 Some studies actually indicatea recent deceleration. For example, Chen et al. find that the global sea level rose at
a rate of 3.2±0.4 mm/yr during 1993–2003, but that rate has decelerated since 2004.
By 2012, the rate of rise had slowed significantly to 1.8±0.9 mm/yr.118 Another study,
however, suggests that, correcting for interannual variability, there has been no significant change in the rate of SLR.119 Consonant with this, yet another study indicatesthat ‘it could be several decades before. . . [there is]. . . a discernable acceleration in individual tide gauge records’.120,12121

Precipitation
According to many climate change activists, wet areas will get wetter while dry areas will get drier.122,123 Therefore, both floods and droughts should become longer
and more intense globally. The IPCC AR5 report confirms that CMIP5 models indicatethat this will occur with high confidence although it hastens to add that empirical dataare ‘discordant’ and, moreover, ‘the models tend to underestimate observed trends
in precipitation (Noake et al., 2012) and its observed sensitivity to temperature (Liuet al., 2012)’.124 (Citations in the original.) The ‘discordant’ study, a recent analysis ofmonthly precipitation data over the global land surface from 1940 to 2009, indicatesthat the dry areas get wetter, while wet areas become drier. 125 Another study, using
data from 1940–2005, found that in general there is no relationship one way or another; that is, for the most part dry gets neither drier nor wetter, and neither does
wet.126 Clearly, it is premature to say that ‘the science is settled.’ Regardless, it is not
surprising that, globally, floods and droughts have not followed the climate change
script.

Extreme weather
Although there has been an increase in warm days, accompanied by a decline in colddays, there have been no general increases in the intensity or frequency of other
weather extremes, such as hurricanes, tornadoes, floods, or droughts. 127,128,129 Other
recent studies confirm this for droughts 130 and floods.131 Tropical cyclones, a categorythat includes hurricanes and typhoons, are neither more frequent nor more powerful.
Data from 1970 onward indicate that global and Northern Hemisphere accumulated
cyclone energy is currently below its long-term average. 132 There has not been a major hurricane landfall in the US since 2005 (as of this writing). Moreover, the average
number of strong-to-violent tornadoes over the past few years is lower today than it
was in the 1950s, 1960s or early-to-mid-1970s. 133
More importantly, despite a four-fold rise in population and much more complete
reporting of such events, since the 1920s deaths from all extreme weather events,
including those caused by extreme heat, have declined by 93%, while death rates
have declined by 98%.134
There has been no increase in economic losses from extreme weather once one
accounts for the growth in aggregate wealth, a factor which automatically increases
the economic assets at risk.135

DiseaseClaims that vector-borne diseases such as malaria will increase are also not borne outby the facts. The global mortality rate for malaria has declined: from 194 per 100,000
22

in 1900 to 9 per 100,000 in 2012, a reduction of 95.4%. 136,137 Equally important, it isless prevalent and substantially less endemic in its reduced range. 138

Access to clean water and sanitation
Despite population increases, the numbers of people with access to cleaner water andimproved sanitation have actually increased worldwide. 139 Between 1990 and 2012an additional 2.3 billion people gained access to safer water, increasing the global
population with such access from 75.9% to 89.3%, despite increases in population
and any global warming. Over the same period, an additional 2.0 billion people got
access to improved sanitation. The benefits of safer water and improved sanitation
filter down to improvements in health and life expectancy.

Living standards
Despite claims that human wellbeing will suffer, living standards, measured by GDP
per capita, have never been higher globally. Consequently, the absolute poverty rate
– the share of population living on less than $1.25 per day in 2005 dollars – was morethan halved between 1981 and 2010. As a result, there were more than 723 million
fewer people living in absolute poverty in 2010 than in 1981 although the developing world’s population increased by 2,174 million. 140 In low-income countries, life
expectancy, probably the single best indicator of human wellbeing, increased from
25–30 years in 1900 to 42 years in 1960 and 62 years today. 141

8 Why are claims of damage failing to materialise?
Why have the imagined damages from global warming failed to materialize, and why
do climate-sensitive indicators of human and environmental wellbeing continue toimprove?

Reliance on chains of unvalidated models
Chains of models, cascades of uncertainty
The impacts of global warming are generally estimated using chains of linked computer models. Each chain begins with a climate model, which itself is driven by a setof socioeconomic scenarios based on assumptions for population, economic development and technological change over the entire period of the analysis (often 50–
100 years or more). The climate model is followed by various biophysical, economic
and other downstream models to estimate changes in different aspects of human23

activity or welfare, for example agriculture, forestry, health or biodiversity. The uncertain outputs of each upstream model serve as the inputs of the subsequent downstream model, with the uncertainties cascading down the chain so that the individual
streams of uncertainty combine into a regular torrent.
For example, to estimate the impacts on agriculture and food security, the outputs of the climate model are fed into various crop models to estimate yields, whichthen are linked to economic models to estimate supply and demand for the various
crops. Supply and demand are then reconciled via national, regional and global scaletrade models.142 Notably, despite the cascade of uncertainties, to date no climatechange impact assessment has provided an objective estimate of the cumulative uncertainty, starting with the socioeconomic scenarios through to the impact estimate.
The ranges of uncertainty presented in the IPCC impact reports are generally basedon the uncertainties only from using different climate scenarios. But these are muchnarrower than the true uncertainties that would have been estimated had the fullcascade of uncertainties been considered.
Models have not been validated
One reason that doom-laden predictions about human wellbeing have failed is thatorthodox climate scientists have neglected to apply the scientific method: specificallythey have not checked their hypotheses and biases embodied in their models against
empirical reality. As we have seen, simple reality checks show that environmental
and human wellbeing is not currently deteriorating. Validation of these models using
such reality checks would have limited their divergence from reality, and also reduce
the uncertainties that are inevitably compounded as one progresses down the chainof models.

Climate models overstate global warmingFirstly, the global climate has not been warming as rapidly as projected in the IPCC assessment reports. Figure 5 compares observed global surface temperature data from1986 through 2012 versus modelled results. It confirms that models have been running hotter than reality. But these are the projections that governments have relied
on to justify global warming policies, including subsidies for biofuels and renewableenergy while increasing the overall cost of energy to the general consumer – costs
that disproportionately burden those that are poorer.
A comparison of performance of 117 simulations using 37 models versus empirical data from the HadCRUT4 surface temperature data set indicates that the vast majority of the simulations/models have overestimated warming. 143 The models indicated that the average global temperature would increase by 0.30±0.02◦ C per decadeduring the period from 1993 to 2012 but empirical data show an increase of only
24

2.5

Observations (4 datasets)
Historical (42 models)
RCP 2.6 (32 models)
RCP 4.5 (42 models)
RCP 6.0 (25 models)
RCP 8.5 (39 models)

2.0
1.5
1.0
1.5
0.0
-0.5
1990

Historical

RCPs

2000

2010

2020

2030

2040

2050

Figure 5: Models versus reality: global surface temperature anomaly
Figures in degrees centigrade. The observations are land-based measurements,
1986–2012. Source: IPCC, AR5 WG1 (2013), p. 1011.

0.14±0.06◦ C per decade.144 Model performance was even worse for the more recent
15-year period of 1998–2012. Here the average modelled trend was 0.21±0.03◦ C per
decade, quadruple the observed trend of 0.05±0.08◦ C. Considering the confidence
interval, the observed trend is indistinguishable from no trend at all; that is, warming has, for practical purposes, halted. Even the IPCC acknowledges the existenceof this ‘hiatus’.145 Moreover, the HadCRUT4 temperature database indicates that the
global warming rate declined from 0.11 ◦ C per decade from 1951–2012 to 0.04 ◦ C per
decade from 1998–2012.146 This is despite the fact that, per the IPCC, the anthropogenic greenhouse gas forcing for 2010 (2.25 W/m 2 ) exceeded what was used in
the models for 2010 (1.78–1.84 W/m 2 ) by around 25%.147
Some have argued that satellite temperature data should be preferred over surface datasets. In fact, satellite coverage is more comprehensive and more representative of the Earth’s surface than is achievable using surface stations, even if the latter
were to number in the thousands. A recent review paper notes that satellites canprovide ‘unparalleled global- and fine-scale spatial coverage’ presumably becauseof ‘more frequent and repetitive coverage over a larger area than other observationmeans’.148 In addition, surface measurements are influenced by the measuring stations’ microenvironments, which will vary not only from station to station at any given
time, but also over time at the very same station, as vegetation and man-made structures in their vicinity spring up, evolve and change. 149
Satellite temperature data indicates that the globe has been warming at the rateof 0.12–0.14◦ C per decade since 1979;150 by contrast, the IPCC assessments over thelast 25 years have been projecting a warming trend of 0.2–0.4 ◦ C per decade.151,152 The
25

differences between modelled trends and those from satellites and weather balloons
are shown in Figures 6 and 7.153
1.2
Average of 102 model runs
Average of 4 balloon datasets

0.9

Average of 2 satellite datasets
0.6

0.3

0.0

-0.3

1980

1990

2000

2010

2020

Figure 6: Models versus reality
5-year temperature averages (◦ C) from models versus satellite and balloon data.
Source: Redrawn from McNider, Richard, and Christy, John, ‘Why Kerry is flat wrong on
climate change’, Wall Street Journal, February 19, 2014.

Nevertheless, based on these chains of unvalidated computer models, orthodox
thinkers on climate change claim that global warming will, among other things, lower
food production, increase hunger, cause more extreme weather, increase disease, andthreaten water supplies. The cumulative impact will, they claim, diminish living standards and threaten species, and if carbon dioxide and other greenhouse gases are
not curbed soon, pose an existential threat to humanity and the rest of nature. Some
claim it may already be too late. 154 The group 350.org, for instance, agitates for reducing atmospheric carbon dioxide levels, currently at 400 ppm, to 350 ppm, a level
the earth last experienced in 1988. 155 But since then, global GDP per capita has increased 60%, infant mortality has declined 48%, life expectancy has increased by 5.5
years, and the poverty headcount has dropped from 43% to 17% despite a population increase of 40%. Nostalgia for a 350 ppm world seems somewhat misplaced, if
not downright perverse.156,157
26

2.0
1.5
1.0
0.5
0.0
-0.5
-1.0

1980

1985

1990

1995

2000

2005

2010

Figure 7: Models versus reality
Global (80S–80N) departure (◦ C) from 1979–84 mean temperature of the lower
troposphere. Black line: satellite observations (RSS V3.3 MSU/AMSU); grey band: 5-95%
range of output from CMIP5 climate models. Source: RSS.

Climate models don’t do local well
It is not clear what logical process was used to arrive at these allegations. It may stemfrom the fact that orthodox thinkers on climate, in the grip of confirmation bias, areunable or unwilling to acknowledge that, unless a climate or weather event is truly
unprecedented then the default assumption – the ‘null hypothesis’ in scientific parlance – should be that it is part of normal climate variability rather than manmade
global warming. Some have used the results of modelling exercises that purport toassess the future impacts, usually in the latter part of this century, and then ‘interpolated’ these results back to the present day. 158,159,160 The first step in such an exercise
relies on climate models to project the future climate. But we have seen that thesemodels have failed the reality test with respect to globally averaged surface temperature over the past two decades or more. To compound matters, the performance ofclimate models relative to reality worsens as one attempts to project surface temperatures at smaller geographical scales.
27

Climate models don’t do precipitation wellMore importantly, the wellbeing of human beings and the rest of nature is probably
more sensitive to changes in precipitation than to temperature, and precipitation ishighly variable from spot to spot. But climate models perform even worse for precipitation than they do for temperature, regardless of the geographic scale. In fact,
for several areas many models are unable to reliably hindcast past precipitation, letalone forecast the future.161,162 Not surprisingly, precipitation projections using different models often contradict each other. For example, a recent study of annual precipitation changes in California using 25 model projections indicates that ‘12 projections
show drier annual conditions by the 2060s and 13 show wetter.’ 163 Thus impact assessments that use as their starting point the outputs of these climate models cannot
and should not be relied upon to develop policies, although they may have scientificdiagnostic value for improving our understanding of climate mechanisms and processes.

Adaptation methodology is flawed
Failure to properly account for adaptation Even if climate models represented reality perfectly and were able to foretell the future climate, impact assessments would
still be suspect. This is because most global warming impact assessments assume
little or no endogenous (or autonomous) adaptation. For example, the vast majorityof studies of global warming impacts on water resources do not incorporate any allowance for adaptive measures that might be taken to reduce those impacts, despite
the fact that steps of this nature have been taken since time immemorial. 164,165 For instance, the world’s oldest functioning dam, at Lake Homs in Syria, dates back to 1319
BC,166 and qanats, underground canals to convey water for human settlements andirrigation, were built in Persia as long ago as the first millennium BC. 167 Similarly, ofthe many studies used by the IPCC to estimate future impacts on crop yields, 63% did
not consider improvements in the agricultural sector’s adaptive capacity. 168
Moreover, specific adaptive measures used in many global warming impact studies are based on surveys of available technologies from the 1990s. However, today
suitable adaptation measures are both more numerous and cheaper. 169 And because
we are wealthier, these options are even more affordable. 170 Consequently, our ability to adapt has improved markedly just in the past few decades or so. 171 As proof,
consider the previously noted global increases in, for example, crop yields, access tosafer water, and life expectancy on one hand, and reductions in poverty and mortality
from vector-borne diseases and extreme weather events on the other. These examples suggest that neglecting adaptive capacity and technological change can, overthe course of several decades, lead to estimates of impacts that are too pessimistic byan order of magnitude or more.172
28

Another factor that is ignored in impacts assessments is the tremendous increasein our interconnectedness due to the internet, e-mail, text messages, and cell phones.
As a result, the dissemination of knowledge is today far faster and wider than what
was possible two or three decades ago. This increase in connectivity alone has considerably enhanced humanity’s adaptive capacity. 173
Also ignored is the array of technologies that are collectively called ‘precision farming’: the growing ability to monitor plant growth, nutrient deficiencies and the environmental conditions at finer scales, combined with techniques that use GPS anddrones to more precisely deliver nutrients and water to crops. Today these technologies can be afforded by wealthy farmers in rich countries. Over time, they should,
like all other technologies, also diffuse around the world as their costs drop and as
rising incomes make them more affordable. Such techniques should reduce agriculture’s demand for water. Because agriculture is responsible for about 70% of global
water consumption, this ought to free up water for other human uses and substantially reduce water stress.174 A 20% increase in global agricultural water-use efficiency
should, for example, translate into a global increase of 39% in water available for nonagricultural use.
Failure to fully account for benefits of carbon dioxide Although some studies of
the impacts of global warming on agricultural production and food security include
limited technological change, most do not include the beneficial impacts of carbon
dioxide on photosynthetic rates or water-use efficiency. The IPCC AR5 synthesis ofmodelled estimates of the impact of recent climate trends on yields for major staple
crops notes, in a remarkable understatement, that ‘[s]ome included effects of positive
carbon dioxide trends. . . but most did not’. 175 In fact, only 2 of 56 studies consideredcarbon dioxide increases.176 For this reason alone the IPCC’s claim that the impacts ofglobal warming to date on agricultural productivity and food security are likely negative is suspect. In fact, Lobell et al. (2011), which is one of the few studies that has
attempted to estimate the ‘historical’ (i.e. present-day) impact of warming on agricultural productivity, notes that had their study incorporated the direct effects of carbon
dioxide from 1980 to 2008 their results would have shown ‘the net effects of higher
carbon dioxide and climate change since 1980 have likely been slightly positive forrice and soybean, and negative for wheat and maize’. 177
Failure to account for benefits of warming Finally, assessments of climate change
impacts usually give short shrift to the potential positive impacts of anthropogenic
global warming. The first part of this paper attempted to provide a partial corrective
by focusing on the benefits that increases in atmospheric carbon dioxide concentrations might bring. Note that the analysis and discussion here is focused on the global
scale, and only on carbon dioxide increases rather than on warming itself. The benefits of warming, in terms of human health – notably reductions in winter deaths –longer growing seasons and other benefits could be substantial, particularly given
29that warming is predicted to occur disproportionately in winter, and at night.
Mortality data from several countries, regions and cities with cold, temperate, subtropical and even tropical climates show that average daily mortality is substantiallyhigher in cold months than in warm months. 178,179,180,181,182,183 Figure 8 displays theresults of a systematic evaluation of the risk of mortality from non-accidental causes
as a function of daily mean temperature for 306 communities in 12 countries. 184 Since
additional deaths from exposure to hot or cold temperatures are known to accumulate for several days subsequent to actual exposure, the mortality rate was basedon cumulative deaths over 21 days following (and including) exposure. The period
over which these deaths accumulate is longer for cold temperatures than for hot
ones.185 The methodology also apparently accounted for ‘mortality displacement’ or‘harvesting’, which is the phenomenon that temperature-related deaths immediately
following the temperature exposure are partially offset by fewer deaths in following
weeks.186 The graphs in Figure 8 show that for each country:• The relative mortality risk is at a minimum between the 66th and 80th percentile
of mean temperature. Nine of the twelve countries have an ‘optimum’ temperature between the 72nd and 76th percentiles.
• Relative mortality risk is substantially higher at the 1st percentile temperature(cold end) than at the 99th percentile (hot end).
Because (a) there are more days during the year that are cooler than the optimum,and (b) relative risk is higher at the cold end than the warm end, more deaths should
be associated with temperatures that are colder than optimum than those that arewarmer. Hence, if global warming merely slides each curve to the right wholesale,
total mortality during the year should drop. This drop should be further magnified
by the fact that global warming is supposed to warm winters more than summers,
and nights more than days; in both cases the latter are nearly always warmer to begin
with.
Remarkably, Figure 8 indicates that the risk of death is higher in the winter not
only in countries in cold climates, but also in Thailand and Brazil. It also confirms
human beings’ general preference for warmer temperatures, something that is also
manifested in the migration of retirees to warmer areas (e.g. the US ‘Sun Belt’ forNorth Americans or the South of France for the British). In these areas, the seasonal
phenomenon of ‘excess winter mortality’(EWM) – calculated as the increase in deaths
during the four coldest months above what would have occurred had the daily death
rate stayed at the average level for the remainder of the year – is substantially higher
than either deaths from extreme cold or extreme heat. For example, excess wintermortality claimed 89,300 people annually in the US from 2003–12, whereas extreme
heat and cold annually on average killed 550 and 1100 people respectively in 2006–
2010.187,188
30

Australia

1.5
1.4
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0%

Brazil

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25% 50% 75% 100%0%

25% 50% 75% 100%25% 50% 75% 100%
Japan

0%

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25% 50% 75% 100%

0%

0%

0%

25% 50% 75% 100%25% 50% 75%

100%

Spain

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25% 50% 75% 100%
USA

1.5
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25% 50% 75% 100%

100%South Korea

25% 50% 75% 100%
Italy

1.5
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UK

1.5
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1.0

25% 50% 75%

1.5
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1.1
1.0

1.5
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1.0

1.5
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1.1
1.0

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1.1
1.0

0%

TaiwanChina

0%Thailand

1.5
1.4
1.3
1.2
1.1
1.0

0%

25% 50% 75%

100%Canada

1.5
1.4
1.3
1.2
1.1
1.0
0%

25% 50% 75% 100%

Figure 8: The risk of higher temperatures
Relative risk of mortality (y-axis) as a function of mean daily temperature plotted as thepercentile of the entire temperature data. Data for each country was pooled. Source:
Guo et al. (2014).

Notably, the US EWM alone exceeds the total average annual deaths over thesame 2003–12 period attributed worldwide, not only to extreme temperatures (bothcold and hot) – 14,400 – but to all extreme weather events – 35,200.189 It is almost
certainly also true for the European Union and Japan. 190 Consequently, because of
global warming, a small decrease in global EWM could overwhelm any net increase inmortality from changes in the frequency and magnitude of extreme weather events.
The pattern of a higher death rate in the colder months also holds for all-cause
mortality in tropical and subtropical areas in China, 191,192 Bangladesh,193 Kuwait,194
31

and Tunisia.195 Mortality rates apparently also peak in winter in Sao Paulo, Brazil;
Mexico City and Monterrey, Mexico; Santiago, Chile, Cape Town, South Africa; andNairobi, Kenya (see Figure 9).196,197 It is also the case for the southern US states ofFlorida, Texas, California and even Hawaii. 198 In addition, in Cuba, deaths from heartdiseases and cerebrovascular diseases, which account for 37% of all deaths, peak inthe colder (winter) months.199
25

20

15

10

5

0
2003wk1

2004wk27

2006wk1

2007wk26

2009wk1

Figure 9: Cold risk in a warm country
Time series for all-cause (weekly) mortality and temperature ( ◦ C) in Nairobi, Kenya. The
highest rates of death occur during periods of relative cold, which coincides with highamounts of rainfall. Source: Egondi et al. (2012).

In summary
The approach used in impacts assessments therefore suffers from three fundamental
flaws. Firstly, they rely on climate models that have failed the reality test. Secondly,
they do not fully account for the benefits of carbon dioxide. Thirdly, they implicitly
assume that the world of 2100 will not be much different from that of the present –except that we will be emitting more greenhouse gases and the climate will be much
warmer.200 In effect, they assume that for the most part our adaptive capacity will not
be any greater than today. But the world of 2015 is already quite different from that32

of 1990, and the notion that the world of 2100 will be like that of the baseline year
verges on the ludicrous. Moreover, this assumption directly contradicts:(a) the basic assumption of positive economic growth built into each of the underlying IPCC scenarios(b) the experience over the past quarter millennium, of relatively rapid technological change and increasing adaptive capacity.
It is also refuted by any review of the changes that have taken place in the humancondition and the ordinary person’s life from generation to generation, at least as far
back as the start of the Industrial Revolution. 201,202

9 Conclusions to Part II
Carbon dioxide levels have risen inexorably since the 1700s. Yet despite this, climatesensitive indicators of human and environmental wellbeing that carbon dioxide affects directly, such as crop yields, food production, prevalence of hunger, access tocleaner water and biological productivity, and those that it affects indirectly, such asliving standards and life expectancies, have improved virtually everywhere. In mostareas they have never been higher, nor do they show any sustained signs of reversing.203,204

10 Acknowledgements
I am grateful to Matt Ridley for his encouragement in undertaking this work, and for
acting as a sounding board. This work is immeasurably improved because of his reviews and comments on previous drafts. I am also grateful to Craig Idso, Will Happer,
and other reviewers, for their insightful and constructive comments, and to Andrew
Montford for his careful editing of the manuscript. Any shortcomings in this paper,
however, are my responsibility.

33

Notes
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47

GWPF REPORTS
1Montford
The Climategate Inquiries
2
RidleyThe Shale Gas Shock3
HughesThe Myth of Green Jobs
4
McKitrick
What Is Wrong With the IPCC?
5
BookerThe BBC and Climate Change
6
Montford
Nullius in Verba: The Royal Society and Climate Change
7
Goklany
Global Warming Policies Might Be Bad for Your Health8
HughesWhy Is Wind Power So Expensive?
9
LilleyWhat Is Wrong With Stern?
10 Whitehouse
The Global Warming Standstill
11 Khandekar
The Global Warming-Extreme Weather Link
12 Lewis and Crok
Oversensitive
13 Lewis and Crok
A Sensitive Matter
14 Montford and Shade Climate Control: Brainwashing in Schools
15 De Lange and Carter Sea-level Change: Living with Uncertainty
16 Montford
Unintended Consequences of Climate Change Policy
17 Lewin
Hubert Lamb and the Transformation of Climate Science
18 Indur Goklany
Carbon Dioxide: The Good NewsThe Global Warming Policy Foundation is an all-party and non-party thinktank and a registered educational charity which, while openminded on
the contested science of global warming, is deeply concerned about thecosts and other implications of many of the policies currently being advocated.
Our main focus is to analyse global warming policies and their economic
and other implications. Our aim is to provide the most robust and reliableeconomic analysis and advice. Above all we seek to inform the media,
politicians and the public, in a newsworthy way, on the subject in generaland on the misinformation to which they are all too frequently being subjected at the present time.
The key to the success of the GWPF is the trust and credibility that we haveearned in the eyes of a growing number of policy makers, journalists andthe interested public. The GWPF is funded overwhelmingly by voluntary
donations from a number of private individuals and charitable trusts. In
order to make clear its complete independence, it does not accept gifts
from either energy companies or anyone with a significant interest in anenergy company.
Views expressed in the publications of the Global Warming Policy Foundation are those of the authors, not those of the GWPF, its trustees, its
Academic Advisory Council members or its directors.

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