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Integrated 
foresight 
methods 
that 
avoid 
models 
locking 
into 
the 
present 
Learning 
With 
Futures 
Using 
Narra1ves 
And 
Numbers 
NAEC 
Seminar 
Series, 
OECD 
Paris, 
1st 
December 
2014 
Prof. 
Diana 
Mangalagiu 
Oxford 
University 
& 
Sciences 
Po 
diana.mangalagiu@ouce.ox.ac.uk 
& 
diana.mangalagiu@sciencespo.fr
Narra1ves 
and 
numbers 
in 
climate 
change 
science 
and 
policy 
• Uncertainty 
in 
climate 
change 
• Climate 
science 
and 
climate 
policy: 
numbers 
and 
narra1ves 
• The 
2°C 
narra1ve 
as 
a 
focal 
point 
in 
the 
climate 
debate 
• Integra1ng 
foresight 
methods 
that 
avoid 
models 
locking 
into 
the 
present 
2
Uncertainty 
in 
climate 
change 
• Uncertainty 
is 
intrinsic 
to 
climate 
change: 
we 
have 
evidence 
that 
the 
climate 
is 
changing, 
but 
not 
precisely 
about 
how 
fast 
or 
in 
what 
ways; 
• We 
don’t 
understand 
fully 
the 
social 
and 
economic 
consequences 
of 
climate 
change; 
• “It 
is 
extremely 
likely 
that 
we 
[humans] 
are 
the 
dominant 
cause 
of 
warming 
since 
the 
mid-­‐20th 
century” 
(IPCC 
AR5, 
2014); 
• What 
can 
we 
meaningfully 
characterize 
with 
probabili1es 
derived 
from 
data 
and 
what 
remains 
unquan1fiable? 
3
Climate 
science 
uncertainty 
language 
(IPCC) 
Calibrated 
uncertainty 
language: 
• Amount 
of 
evidence: 
limited, 
medium, 
robust 
• Degree 
of 
agreement: 
low, 
medium, 
high 
• Confidence 
(qualitaCve): 
very 
low, 
low, 
medium, 
high, 
very 
high 
• Likelihood 
(quanCtaCve): 
Virtually 
certain 
(99-­‐100% 
probability), 
Extremely 
likely 
(95-­‐100%), 
Very 
likely 
(90-­‐100% 
probability), 
Likely 
(66-­‐100% 
probability), 
… 
IPCC 
main 
purpose: 
• To 
produce 
assessment 
reports 
that 
"provide 
rigorous 
and 
balanced 
scien1fic 
informa1on 
to 
decision-­‐makers” 
4
Sources 
of 
evidence: 
climate 
science 
Climate 
Variability 
& 
Change 
Atmosphere 
Carbon 
Cycle 
& 
Water 
Cycle 
Land 
Use 
& 
Cover 
Change 
Ecosystems 
Topical 
Elements 
Cross-­‐Cu3ng 
Elements 
ObservaDons 
Models 
& 
Scenarios 
Decision 
Support 
Basic 
Understanding 
Forcing 
Impacts 
Responses 
5
Numbers: 
climate 
scenarios 
& 
models 
Scenarios: 
– Responses 
of 
the 
climate 
system 
to 
different 
greenhouse 
gas 
levels 
based 
upon 
simula1ons 
by 
climate 
models; 
– Climate 
scenarios 
produced 
in 
sets 
to 
reflect 
the 
range 
of 
uncertainty 
in 
projec1ons; 
– Recently, 
climate 
projec1ons 
(Representa1ve 
Concentra1on 
Pathways) 
combined 
with 
Shared 
Socio-­‐Economic 
Pathways 
(qualita1ve 
narra1ves 
and 
quan1ta1ve 
elements) 
to 
assess 
climate 
change 
impacts 
and 
vulnerabili1es 
across 
different 
sectors; 
• Models: 
– Difficult 
to 
account 
for 
natural 
variability 
and 
regional 
climate 
variability; 
– Make 
trade-­‐offs 
between 
increasing 
spa1al/temporal 
resolu1on 
and 
represen1ng 
addi1onal 
physical/biological 
processes. 
6
Science 
and 
policy 
on 
climate 
change 
• „there 
are 
experimental 
methods 
and 
conceptual 
confusion 
[...] 
• the 
existence 
of 
the 
experimental 
method 
makes 
us 
think 
we 
have 
the 
means 
of 
solving 
the 
problems 
which 
trouble 
us; 
though 
problem 
and 
method 
pass 
one 
another 
by”. 
The 
Art 
of 
Inquiry, 
WiKgenstein 
(1953, 
p. 
232) 
7
Narra1ves: 
the 
2°C 
narra1ve 
as 
a 
focal 
point 
• The 
2° 
limit 
has 
emerged 
nearly 
by 
chance, 
and 
it 
has 
evolved 
in 
a 
somewhat 
contradictory 
fashion: 
– policy 
makers 
have 
treated 
it 
as 
a 
scien1fic 
result, 
– scien1sts 
have 
treated 
it 
as 
a 
poli1cal 
issue; 
• Presented 
as: 
– a 
threshold 
separa1ng 
a 
domain 
of 
safety 
from 
one 
of 
danger/ 
catastrophe, 
and 
– an 
op1mal 
strategy 
balancing 
costs 
and 
benefits. 
• Provides 
a 
focus 
that 
can 
mo1vate 
and 
structure 
prac1cal 
steps. 
8
Narra1ves 
and 
numbers: 
the 
cost-­‐benefit 
dimension 
in 
the 
2°C 
narra1ve 
• 1996 
and 
2005: 
EU 
Council: 
– “There 
is 
increasing 
scien1fic 
evidence 
that 
the 
benefits 
of 
limi1ng 
the 
global 
average 
temperature 
increase 
to 
2°C 
outweigh 
the 
costs 
of 
abatement 
policies”; 
• 2006: 
Stern 
Review 
on 
the 
Economics 
of 
Climate 
Change: 
– “The 
benefits 
of 
strong, 
early 
ac1on 
considerably 
outweigh 
the 
costs”; 
• 2014: 
IPCC 
AR5: 
– “Delaying 
mi1ga1on 
will 
substan1ally 
increase 
the 
challenges 
associated 
with 
limi1ng 
warming 
to 
2°C”; 
• Related 
narra1ves, 
‘green 
growth’, 
‘low 
carbon 
economy’, 
offer 
policy-­‐ 
makers 
a 
more 
op1mis1c 
view 
of 
short-­‐term 
prospects. 
9
Economics 
of 
climate 
change 
• Some 
of 
the 
most 
important 
uncertain1es 
in 
climate 
economics 
cannot 
be 
characterized 
with 
objec1ve 
probabili1es; 
• The 
intergenera1onal 
aspect 
of 
climate 
change 
challenges 
conven1onal 
economic 
frameworks 
and 
tools 
(expected 
u1lity, 
efficient 
alloca1on, 
marginal 
analysis 
etc.); 
• Efficient 
policies 
are 
not 
necessarily 
sustainable 
policies; 
• We 
witness 
baqles 
of 
narra1ves 
(and 
numbers): 
– E.g. 
we 
must 
choose 
between 
going 
green 
or 
going 
for 
growth. 
10
How 
helpful 
are 
climate 
scenarios 
and 
models 
to 
policy-­‐makers? 
Source: 
Berkhout 
et 
al, 
2013 
• There 
is 
a 
need 
to 
match 
uncertain1es 
in 
scenarios 
and 
models 
to 
the 
actor 
framing 
of 
uncertain1es 
11
What 
can 
we 
learn 
from 
use 
of 
numbers 
and 
narra1ves 
in 
climate 
science 
and 
policy? 
• There 
is 
a 
mismatch 
between 
the 
current 
capacity 
to 
make 
precise 
climate 
predic1ons 
at 
most 
policy-­‐makers’ 
level 
of 
interven1on; 
• Use 
of 
narra1ves 
goes 
beyond 
transla1ng 
quan1ta1ve 
outcomes 
as 
a 
way 
to 
inform 
decision-­‐makers 
about 
the 
complexity 
of 
systems; 
• To 
enable 
forward-­‐looking 
policy-­‐making, 
numbers 
and 
narra1ve 
approaches 
need 
to 
feed 
each 
other 
rather 
than 
compete 
in 
the 
evidence-­‐based 
policy 
arena; 
• Forward-­‐looking 
approaches 
must 
help 
reflec1ng 
appropriate 
trade-­‐offs 
between 
transparency 
and 
complexity; 
• Scenarios 
based 
on 
analy1cal 
models 
need 
to 
be 
beqer 
integrated 
with 
socio-­‐economic 
narra1ves 
to 
envisage 
impacts 
and 
vulnerabili1es 
across 
different 
scales 
and 
sectors. 
12
Integra1ng 
narra1ves 
and 
numbers 
to 
avoid 
models 
locking 
into 
the 
present 
• Explore 
futures 
of 
global, 
long-­‐run, 
and 
uncertain 
issues 
such 
as 
climate 
change 
provides 
is 
an 
opportunity 
for 
an 
inclusive, 
crea1ve 
approach 
to 
policy 
analysis; 
• Scenarios 
can 
be 
used 
as 
frames 
enabling 
projec1ons 
of 
future 
climate 
and 
impacts 
to 
be 
shared 
and 
debated; 
• Scenario 
approaches 
need 
to 
be 
matched 
to 
the 
frames 
of 
stakeholders 
who 
are 
situated 
in 
specific 
decision 
contexts 
and 
at 
various 
scales 
in 
the 
system; 
• A 
variety 
of 
approaches 
and 
methods 
need 
to 
be 
considered: 
top-­‐down, 
boqom-­‐up, 
interac1ve 
foresight 
approaches 
can 
be 
combined. 
13

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2014.12.01 - NAEC-Strategic Foresight Workshop_Session 6_Diana Mangalagiu

  • 1. Integrated foresight methods that avoid models locking into the present Learning With Futures Using Narra1ves And Numbers NAEC Seminar Series, OECD Paris, 1st December 2014 Prof. Diana Mangalagiu Oxford University & Sciences Po diana.mangalagiu@ouce.ox.ac.uk & diana.mangalagiu@sciencespo.fr
  • 2. Narra1ves and numbers in climate change science and policy • Uncertainty in climate change • Climate science and climate policy: numbers and narra1ves • The 2°C narra1ve as a focal point in the climate debate • Integra1ng foresight methods that avoid models locking into the present 2
  • 3. Uncertainty in climate change • Uncertainty is intrinsic to climate change: we have evidence that the climate is changing, but not precisely about how fast or in what ways; • We don’t understand fully the social and economic consequences of climate change; • “It is extremely likely that we [humans] are the dominant cause of warming since the mid-­‐20th century” (IPCC AR5, 2014); • What can we meaningfully characterize with probabili1es derived from data and what remains unquan1fiable? 3
  • 4. Climate science uncertainty language (IPCC) Calibrated uncertainty language: • Amount of evidence: limited, medium, robust • Degree of agreement: low, medium, high • Confidence (qualitaCve): very low, low, medium, high, very high • Likelihood (quanCtaCve): Virtually certain (99-­‐100% probability), Extremely likely (95-­‐100%), Very likely (90-­‐100% probability), Likely (66-­‐100% probability), … IPCC main purpose: • To produce assessment reports that "provide rigorous and balanced scien1fic informa1on to decision-­‐makers” 4
  • 5. Sources of evidence: climate science Climate Variability & Change Atmosphere Carbon Cycle & Water Cycle Land Use & Cover Change Ecosystems Topical Elements Cross-­‐Cu3ng Elements ObservaDons Models & Scenarios Decision Support Basic Understanding Forcing Impacts Responses 5
  • 6. Numbers: climate scenarios & models Scenarios: – Responses of the climate system to different greenhouse gas levels based upon simula1ons by climate models; – Climate scenarios produced in sets to reflect the range of uncertainty in projec1ons; – Recently, climate projec1ons (Representa1ve Concentra1on Pathways) combined with Shared Socio-­‐Economic Pathways (qualita1ve narra1ves and quan1ta1ve elements) to assess climate change impacts and vulnerabili1es across different sectors; • Models: – Difficult to account for natural variability and regional climate variability; – Make trade-­‐offs between increasing spa1al/temporal resolu1on and represen1ng addi1onal physical/biological processes. 6
  • 7. Science and policy on climate change • „there are experimental methods and conceptual confusion [...] • the existence of the experimental method makes us think we have the means of solving the problems which trouble us; though problem and method pass one another by”. The Art of Inquiry, WiKgenstein (1953, p. 232) 7
  • 8. Narra1ves: the 2°C narra1ve as a focal point • The 2° limit has emerged nearly by chance, and it has evolved in a somewhat contradictory fashion: – policy makers have treated it as a scien1fic result, – scien1sts have treated it as a poli1cal issue; • Presented as: – a threshold separa1ng a domain of safety from one of danger/ catastrophe, and – an op1mal strategy balancing costs and benefits. • Provides a focus that can mo1vate and structure prac1cal steps. 8
  • 9. Narra1ves and numbers: the cost-­‐benefit dimension in the 2°C narra1ve • 1996 and 2005: EU Council: – “There is increasing scien1fic evidence that the benefits of limi1ng the global average temperature increase to 2°C outweigh the costs of abatement policies”; • 2006: Stern Review on the Economics of Climate Change: – “The benefits of strong, early ac1on considerably outweigh the costs”; • 2014: IPCC AR5: – “Delaying mi1ga1on will substan1ally increase the challenges associated with limi1ng warming to 2°C”; • Related narra1ves, ‘green growth’, ‘low carbon economy’, offer policy-­‐ makers a more op1mis1c view of short-­‐term prospects. 9
  • 10. Economics of climate change • Some of the most important uncertain1es in climate economics cannot be characterized with objec1ve probabili1es; • The intergenera1onal aspect of climate change challenges conven1onal economic frameworks and tools (expected u1lity, efficient alloca1on, marginal analysis etc.); • Efficient policies are not necessarily sustainable policies; • We witness baqles of narra1ves (and numbers): – E.g. we must choose between going green or going for growth. 10
  • 11. How helpful are climate scenarios and models to policy-­‐makers? Source: Berkhout et al, 2013 • There is a need to match uncertain1es in scenarios and models to the actor framing of uncertain1es 11
  • 12. What can we learn from use of numbers and narra1ves in climate science and policy? • There is a mismatch between the current capacity to make precise climate predic1ons at most policy-­‐makers’ level of interven1on; • Use of narra1ves goes beyond transla1ng quan1ta1ve outcomes as a way to inform decision-­‐makers about the complexity of systems; • To enable forward-­‐looking policy-­‐making, numbers and narra1ve approaches need to feed each other rather than compete in the evidence-­‐based policy arena; • Forward-­‐looking approaches must help reflec1ng appropriate trade-­‐offs between transparency and complexity; • Scenarios based on analy1cal models need to be beqer integrated with socio-­‐economic narra1ves to envisage impacts and vulnerabili1es across different scales and sectors. 12
  • 13. Integra1ng narra1ves and numbers to avoid models locking into the present • Explore futures of global, long-­‐run, and uncertain issues such as climate change provides is an opportunity for an inclusive, crea1ve approach to policy analysis; • Scenarios can be used as frames enabling projec1ons of future climate and impacts to be shared and debated; • Scenario approaches need to be matched to the frames of stakeholders who are situated in specific decision contexts and at various scales in the system; • A variety of approaches and methods need to be considered: top-­‐down, boqom-­‐up, interac1ve foresight approaches can be combined. 13