Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological...

28
MΩD∑L C∆L∑ND∆R 2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these models. It is a result of monthly dinners and model discussions over a year by a group of researchers at the Beijer Institute of Ecological Economics and the Stockholm Resilience Centre.

Transcript of Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological...

Page 1: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

D∑L

C∆

L∑N

D∆

R20

15O

ur t

hink

ing

in s

ocial

-eco

logi

cal s

yste

ms

rese

arch

is in

fluen

ced

by m

any

mod

els. T

his

calen

dar

high

light

s so

me

of t

hese

mod

els. I

t is

a re

sult

of m

onth

ly d

inne

rs a

nd m

odel

disc

ussio

ns o

ver a

yea

r by

a gr

oup

of re

sear

cher

s at t

he B

eijer

Inst

itute

of E

colo

gica

l Eco

nom

ics a

nd

the S

tock

holm

Res

ilien

ce C

entre

.

Page 2: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: So

cial-e

colog

ical s

yste

m, o

r cak

e mod

el (F

olke 1

990;

Per

rings

et al

. 199

2)

PURP

OSE

: The

cake

mod

el de

mon

strat

es th

at th

e eco

nom

y is a

par

t of t

he so

cial

syste

m, w

hich

is in

its t

urn

part

of th

e bios

pher

e. Th

is m

akes

the e

cono

my a

n in

tertw

ined

pa

rt of

syste

m ea

rth.

IMPA

CT:

The m

odel

evok

ed a

persp

ectiv

e shi

ft of

the t

radit

ional

econ

omic

view

of la

nd, la

bour

, ca

pital

as fa

ctor

s of p

rodu

ction

for t

he ec

onom

y to

the e

cono

my a

s an

embe

dded

par

t of t

he b

iosph

ere.

The s

ocial

-eco

logica

l sys

tem

mod

el re

pres

ents

the c

ore o

f the

Sto

ckho

lm R

esilie

nce C

entre

and

the B

eijer

In

stitu

te o

f Eco

logica

l Eco

nom

ics as

well

as th

e key

view

in co

inin

g thi

s era

as th

e Ant

roph

ocen

e. Th

e mod

el ha

s bee

n cr

iticiz

ed fo

r plac

ing t

he ec

onom

y in

the c

entre

, how

ever

, bein

g rep

rese

nted

in th

e inn

er ci

rcle

refe

rs to

ec

onom

ies as

a su

bsys

tem

, exp

licitl

y plac

ed in

to a

socia

l-eco

logica

l/bios

pher

e per

spec

tive.

RELA

TED

MO

DEL

S: O

ppos

ing,

but s

trong

ly re

lated

earli

er m

odel:

com

pone

nt p

arts

of p

rice:

land

-labo

ur-c

apita

l (Sm

ith 17

76).

Insp

iratio

n fo

r thi

s mod

el: Th

e Eco

nom

ics o

f the

Com

ing S

pace

ship

Earth

(Bou

lding

1966

); Ec

ology

: A B

ridge

Bet

ween

Scie

nce a

nd

Socie

ty (O

dum

1975

); Ec

ology

and

Our

End

ange

red

Life

-Sup

port

Syste

ms (

Odu

m 19

89);

For T

he C

omm

on G

ood:

Red

irect

ing t

he E

cono

my

towa

rd C

omm

unity

, the

Env

ironm

ent,

and

a Sus

tain

able

Futu

re (D

aly &

Cob

b 19

89).

No m

an is

an is

land,

Entir

e of i

tself;

Eve

ry m

an is

a pie

ce of

the

cont

inent

, A pa

rt of

the m

ain. –

John

Don

ne

We a

ll ar

e pa

rt of

the

bios

pher

e

NAT

URE

SOC

IETY

ECO

NO

MY

Illustration: J Lokrantz/Azote. Funded by Beijer and SRC.

Page 3: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

JAN

UAR

Y 20

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WED

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DAY

THU

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AYFR

IDAY

SATU

RDAY

SUN

DAY

2930

311

23

4

56

78

910

11

1213

1415

1617

18

1920

2122

2324

25

2627

2829

3031

1

Page 4: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Lot

ka-V

olter

ra

PURP

OSE

: The

mod

el wa

s ind

epen

dent

ly de

velop

ed b

y A.J.

Lot

ka (1

925)

and

V. V

olter

ra (1

926)

to

analy

se th

e int

erac

tion

of a

pred

ator

and

a pre

y spe

cies o

ver t

ime.

IMPA

CT:

The e

arly

mod

el hi

ghlig

hted

that

chan

ges i

n on

e pop

ulatio

n or

syste

m m

ight a

ffect

a de

pend

ent s

yste

m an

d vic

e ver

sa, in

wha

t we n

ow ca

ll a lin

k or f

eedb

ack.

It als

o fo

stere

d th

e use

of

diff

eren

tial e

quat

ions i

n de

scrib

ing t

he d

ynam

ics o

f eco

logica

l sys

tem

s. Th

is m

etho

d wa

s lat

er

trans

ferre

d to

econ

omic

syste

ms t

o an

alyse

the i

nter

actio

ns b

etwe

en tw

o in

dustr

ial se

ctor

s.

RELA

TED

MO

DEL

S: Th

e 198

9 Ar

diti-G

inzb

urg m

odel

prov

ides a

sim

pler a

ltern

ative

des

cript

ion o

f ob

serv

ed p

reda

tor-

prey

dyn

amics

. Ana

logou

s mod

els w

ere d

evelo

ped

inde

pend

ently

in ec

onom

ics to

de

mon

strat

e the

relat

ionsh

ip be

twee

n wa

ges a

nd em

ploym

ent (

Goo

dwin

1967

).

The w

orld

is

dyna

mic

The s

nake

whic

h can

not c

ast i

ts sk

in ha

s to d

ie. A

s well

the

mind

s whic

h are

prev

ente

d fro

m ch

angin

g the

ir op

inion

s; th

ey

ceas

e to b

e mind

. –Fr

iedric

h N

ietzs

che

If no

thing

ever

chan

ged,

ther

e’d be

no bu

tterfl

ies.

–Unk

nown

Illustration: E Wikander/Azote. Funded by Beijer and SRC.

Page 5: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

FEBR

UAR

Y 20

15M

ON

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TUES

DAY

WED

NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

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1

23

45

67

8

910

1112

1314

15

1617

1819

2021

22

2324

2526

2728

1

Page 6: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Sm

all w

orld

netw

ork m

odel

PURP

OSE

: The

mod

el sh

ows h

ow ev

eryb

ody i

s con

nect

ed to

ever

ybod

y else

in th

e wor

ld. W

e ar

e not

conn

ecte

d dir

ectly

, but

rath

er b

y the

conn

ectio

ns o

f the

conn

ectio

ns w

e hav

e with

peo

ple

in o

ur n

etwo

rk. T

his l

eads

to th

e com

mon

sayin

g, “It

’s a s

mall

wor

ld!” w

hen

stran

gers

reali

ze th

ey

shar

e a co

mm

on fr

iend.

IMPA

CT:

The i

nter

actio

n be

twee

n pe

ople

can

be d

escr

ibed

usin

g a n

etwo

rk, w

hich

high

light

s th

e crit

ical r

ole th

at th

e stru

ctur

e of n

eighb

orho

od in

tera

ction

s has

on

our s

ociet

y’s fu

nctio

n. In

ge

nera

l net

work

stru

ctur

e is i

mpo

rtant

in ap

prec

iatin

g how

com

plex s

yste

ms f

unct

ion.

RELA

TED

MO

DEL

S: S

cale

free n

etwo

rks,

rand

om n

etwo

rks a

nd p

lanar

net

work

s. Al

so re

lates

to

Erd

ős n

umbe

r, Ke

vin B

acon

gam

e and

small

wor

ld ph

enom

enon

(Wat

ts &

Stro

gatz

1998

).

The w

orld

is sm

all

El m

undo

es un

pañu

elo. –

Refrá

n ib

eroa

mer

icano

It’s a

small

wor

ld af

ter a

ll.

–She

rman

Bro

ther

s 196

5

It’s a

small

wor

ld, so

be ca

refu

l wh

at yo

u say

. –Je

ssica

Klem

ann,

Fo

rbes

Illustration: Calendar creators

Page 7: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MAR

CH 2

015

MO

ND

AYTU

ESD

AYW

EDN

ESD

AYTH

URS

DAY

FRID

AYSA

TURD

AYSU

ND

AY23

2425

2627

281

23

45

67

8

910

1112

1314

15

1617

1819

2021

22

2324

2526

2728

29

3031

12

34

5

Page 8: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Fold

bifu

rcat

ion

PURP

OSE

: It i

s eas

y to

thin

k tha

t the

stat

e of a

syste

m ch

ange

s sm

ooth

ly wi

th a

chan

ge in

its d

river

. Fold

bifu

rcat

ions s

how

that

the s

tate

of a

syste

m ca

n, h

owev

er,

chan

ge ab

rupt

ly ev

en af

ter a

very

small

chan

ge in

its d

river

. Hen

ri Po

inca

ré, a

Fre

nch

mat

hem

atici

an, w

as th

e first

to in

trodu

ce an

d stu

dy b

ifurc

ation

s bac

k in

1885

, sho

wing

th

at in

dyn

amic

syste

ms e

ven

a sm

all sm

ooth

chan

ge in

a pa

ram

eter

can

caus

e a su

dden

qu

alita

tive c

hang

e in

the s

yste

m’s

beha

viour

.

IMPA

CT:

Fold

bifu

rcat

ions a

re a

com

mon

mod

el of

regim

e shi

fts, s

ince

they

can

prod

uce

large

, abr

upt c

hang

es th

at ar

e diffi

cult

to re

verse

: in o

ther

wor

ds, h

yste

resis

(Sch

effer

et

al. 2

001;

Sche

ffer &

Car

pent

er 2

003)

. For

exam

ple, d

efor

esta

tion

could

trigg

er

an ir

reve

rsible

shift

to sa

vann

a. Be

caus

e of h

yste

resis

, it is

a ru

le of

thum

b fro

m th

e m

anag

emen

t per

spec

tive t

hat i

t is e

asier

and

chea

per t

o pr

even

t reg

ime s

hifts

than

to

resto

re sh

ifted

socia

l-eco

logica

l sys

tem

s, as

embo

died

in th

e folk

sayin

g ‘A

stitc

h in

tim

e sa

ves n

ine’.

Reg

ime s

hifts

and

their

impli

cit th

inkin

g of n

on-li

near

surp

rises

are a

majo

r fo

unda

tion

of re

silien

ce th

inkin

g.

RELA

TED

MO

DEL

S: B

ifurc

ation

theo

ry, C

atas

troph

e the

ory,

Cha

os th

eory

The w

orld

chan

ges

abru

ptly

A sti

ch in

tim

e sav

es ni

ne. –

Anon

ymou

s

Illustr

ation

: E W

ikand

er/A

zote

. Fun

ded

by B

eijer

and

SRC

.

Page 9: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

APRI

L 20

15M

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DAY

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NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

3031

12

34

5

67

89

1011

12

1314

1516

1718

19

2021

2223

2425

26

2728

2930

12

3

Page 10: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

Shar

e you

r wor

ld!

Sket

ch yo

ur o

wn m

odel

that

refle

cts h

ow th

e wor

ld is

seen

diff

eren

tly (i

f you

like i

n th

e field

belo

w). T

ake a

pict

ure o

f it

and

shar

e it w

ith th

e oth

er m

odel

calen

dar o

wner

s at o

ur

mod

eling

calen

dar w

ebsit

e: m

odelc

alend

ar.b

logsp

ot.se

.

How

? Sen

d an

email

to: m

ymay

mod

el.20

15@

blogg

er.co

m

with

the t

itle o

f you

r mod

el as

subje

ct o

f the

email

. Atta

ch

your

mod

el, i.e

. pict

ure o

r dra

wing

. You

can

inclu

de a

desc

riptio

n in

the b

ody o

f the

email

if yo

u lik

e. H

ave a

look

he

re fo

r ins

pirin

g exa

mple

s: m

odelc

alend

ar.b

logsp

ot.se

.

The w

orld

is

seen

di

ffere

ntly

Ther

e are

no fa

cts,

only

inter

pret

ation

s. –F

riedr

ich

Niet

zsch

e

We c

an co

mpla

in be

caus

e ro

se bu

shes

have

thor

ns, o

r re

joice

beca

use t

horn

bush

es

have

rose

s. –A

brah

am

Linc

oln

Illustration: Calendar creators

mode

lcalen

dar.b

logspo

t.se

Shar

e you

r worl

d !

Page 11: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MAY

201

5M

ON

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TUES

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NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

2728

2930

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3

45

67

89

10

1112

1314

1516

17

1819

2021

2223

24

2526

2728

2930

31

Page 12: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

Reso

urce

s

Birth

sPopulation

Food

per c

apita

Pollu

tion

Services per capita

Indu

strial

out

put

per

capit

a

Deaths

MO

DEL

: Wor

ld3 (T

he L

imits

to G

rowt

h)

PURP

OSE

: Wor

ld3 (M

eado

ws et

al. 1

972)

is a

syste

m d

ynam

ics m

odel

which

sim

ulate

s the

inte

ract

ions

betw

een

popu

lation

and

indu

strial

grow

th, f

ood

prod

uctio

n an

d bio

phys

ical li

mits

of t

he E

arth

. The

pu

rpos

e of t

he m

odel

was t

o ex

plore

how

expo

nent

ial ec

onom

ic an

d po

pulat

ion gr

owth

inte

ract

s with

fini

te

reso

urce

s, an

d to

obs

erve

how

certa

in ke

y var

iables

(wor

ld po

pulat

ion, in

dustr

ialisa

tion,

poll

ution

, foo

d pr

oduc

tion

and

reso

urce

dep

letion

) cha

nge o

nce t

hey r

each

the l

imits

to gr

owth

. The

mod

el as

sum

es th

at

the w

orld

has b

iophy

sical

limits

that

are fi

nite

, and

that

ther

e are

ther

efor

e lim

its to

grow

th.

IMPA

CT:

The W

orld3

mod

el ch

allen

ged

the s

tatu

s quo

of t

he gr

owth

par

adigm

and

had

a sign

ifica

nt

impa

ct o

n th

e ser

ious u

ptak

e of e

nviro

nmen

tal is

sues

. The

boo

k ‘Li

mits

to G

rowt

h’, in

whi

ch th

e mod

el an

d its

impli

catio

ns w

as p

rese

nted

, was

a m

ilesto

ne fo

r foc

usin

g rigo

rous

deb

ate o

n lin

kage

s bet

ween

nat

ural,

ec

onom

ic, an

d en

viron

men

tal f

acto

rs. Th

e mod

el, w

hich

in so

me c

ircles

was

cont

rove

rsial

(Cole

et al

. 197

3),

coun

tere

d th

e bas

ic as

sum

ption

that

grow

th is

alwa

ys go

od.

RELA

TED

MO

DEL

S: P

lanet

ary b

ound

aries

, Mes

arov

ic/Pe

stel m

odel,

Bar

iloch

e mod

el, M

OIR

A m

odel,

SA

RU m

odel,

FU

GI m

odel,

UN

wor

ld m

odel

The o

rigin

al pr

oject

ions o

f the

Lim

its to

Gro

wth

mod

el ex

tend

ed to

the

year

210

0 (ti

me s

cale

1900

-210

0), m

odifi

ed fr

om H

all an

d D

ay (2

009)

.

Ther

e are

no lim

its to

grow

th an

d hum

an pr

ogre

ss wh

en m

en an

d wom

en ar

e fre

e to

follo

w th

eir dr

eam

s. –

Rona

ld R

eaga

n

You m

ay be

able

to fo

ol th

e vot

ers b

ut no

t the

atm

osph

ere.

–Don

ella M

eado

ws

http

://yo

utu.

be/b

qz3R

1NpX

zM

Ther

e are

lim

itsIllustration: Calendar creators

Page 13: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

JUN

E 20

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AYFR

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DAY

12

34

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7

89

1011

1213

14

1516

1718

1920

21

2223

2425

2627

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2930

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34

5

Page 14: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Con

way’s

gam

e of l

ife (G

ardn

er 19

70)

PURP

OSE

: The

mod

el is

a suc

cess

ful r

epre

sent

ation

of a

hyp

othe

tical

mac

hine

that

can

build

copie

s of i

tself

(a p

roble

m p

osed

by t

he

mat

hem

atici

an Jo

hn vo

n N

eum

ann

in th

e 194

0’s).

Fou

r rule

s app

lied

itera

tively

to ea

ch ce

ll on

a grid

can

prod

uce r

ecur

rent

stru

ctur

es.

IMPA

CT:

The ‘

Gam

e of l

ife’ is

fam

ous a

s it s

hows

how

com

plex p

atte

rns c

an em

erge

from

sim

ple ru

les. I

t is o

ne ex

ample

of ‘

cellu

lar au

tom

ata’

(CA:

grid

cells

follo

w ru

les th

at d

epen

d on

th

e sta

tes o

f the

ir ne

ighbo

rs). C

A ar

e app

lied

to a

rang

e of r

eal li

fe p

heno

men

a, su

ch as

the

rise a

nd fa

ll of s

ociet

ies an

d pa

ttern

s on

seas

hells

, and

serv

e as a

n ex

ample

of e

mer

genc

e and

se

lf-or

gani

satio

n. Th

e fac

t tha

t sim

ple ru

les ca

n re

sult

in co

mple

x pat

tern

s rela

tes t

o ‘m

ore i

s diff

eren

t’ by

indic

atin

g tha

t int

erac

tions

bet

ween

one

kind

of u

nit (

micr

o-lev

el/in

dividu

als)

may

resu

lt in

unf

ores

een

patte

rns a

t ano

ther

leve

l (m

acro

/gro

up) w

ithou

t any

obv

ious c

ausa

l ex

plana

tion.

RELA

TED

MO

DEL

S: S

chell

ing’s

mod

el of

spat

ial se

greg

ation

(Sch

ellin

g 196

9), M

ayaS

im (H

eckb

ert 2

013)

, Floc

king,

herd

s and

sc

hools

- m

ovem

ent m

odels

(Rey

nolds

1987

)

*And

erso

n (19

72)

Mor

e is d

iffer

ent*

The w

hole

is m

ore t

han t

he su

m of

its p

arts.

–Ar

istot

le

Illustr

ation

: Cale

ndar

crea

tors

Page 15: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

JULY

201

5M

ON

DAY

TUES

DAY

WED

NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

2930

12

34

5

67

89

1011

12

1314

1516

1718

19

2021

2223

2425

26

2728

2930

311

2

Page 16: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Lor

enz A

ttrac

tor

PURP

OSE

: In

1963

, Edw

ard

Lore

nz d

evelo

ped

a sim

ple m

athe

mat

ical

mod

el fo

r atm

osph

eric

conv

ectio

n. Th

e out

put o

f his

mod

el tu

rned

ou

t to

be ex

trem

ely se

nsiti

ve to

initi

al co

nditi

ons.

A tin

y cha

nge i

n th

e fou

rth d

ecim

al pla

ce le

d to

a hu

ge ch

ange

in p

redic

tions

abou

t the

fu

ture

stat

e of t

he at

mos

pher

e in

the m

odel.

The L

oren

z attr

acto

r is a

plo

t of t

he sy

stem

’s lon

g-te

rm d

ynam

ics.

IMPA

CT:

The L

oren

z attr

acto

r was

a m

ajor t

rigge

r for

the

deve

lopm

ent o

f cha

os th

eory

and

the c

ollap

se in

the N

ewto

nian

be

lief o

f a p

redic

table

cloc

kwor

k uni

verse

. Eve

n if

the r

ules o

f a

syste

m ar

e com

plete

ly kn

own,

the s

yste

m’s

futu

re ca

n be

effec

tively

un

pred

ictab

le, b

ecau

se ac

cura

te p

redic

tion

would

requ

ire in

put

info

rmat

ion o

f infi

nite

accu

racy

.

RELA

TED

MO

DEL

S: Th

e but

terfl

y effe

ct, C

haos

theo

ry

The w

orld

can

be

unpr

edict

able

Pred

iction

is ve

ry di

fficu

lt, es

pecia

lly ab

out t

he fu

ture

. –At

tribu

ted

to va

rious

, inclu

ding

Niel

s Boh

r and

Mar

k Twa

in

Illustr

ation

: E W

ikand

er/A

zote

. Fun

ded

by B

eijer

and

SRC

.

Page 17: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

AUG

UST

201

5M

ON

DAY

TUES

DAY

WED

NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

2728

2930

311

2

34

56

78

9

1011

1213

1415

16

1718

1920

2122

23

2425

2627

2829

30

311

23

45

6

Page 18: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Pan

arch

y (in

spire

d by

the a

dapt

ive cy

cle).

The a

dapt

ive cy

cle is

a m

odel

of ad

aptiv

e cha

nge.

Pana

rchy

capt

ures

the a

dapt

ive an

d ev

olutio

nary

nat

ure o

f nes

ted

adap

tive c

ycles

.

PURP

OSE

: Pan

arch

y (G

unde

rson

& H

ollin

g 200

1) he

lps u

s und

ersta

nd in

tera

ction

s acr

oss s

cales

of s

pace

and

time i

n co

mple

x ada

ptive

sy

stem

s. Th

e mod

el is

used

to d

escr

ibe tr

ansit

ions i

n sy

stem

beh

aviou

r and

capt

ures

how

the s

yste

m is

susta

ined

as w

ell as

how

the s

yste

m

evolv

es. T

he ad

aptiv

e cyc

le is

com

pose

d of

four

dist

inct

pha

ses:

the r

-pha

se (e

xploi

tatio

n) sl

owly

accu

mula

tes c

apita

l and

conn

ecte

dnes

s to

the K

-pha

se (c

onse

rvat

ion),

which

even

tuall

y lea

ds to

the Ω

pha

se (c

reat

ive d

estru

ction

) and

quic

kly re

orga

nize

s in

the α

-pha

se (e

ngin

e of

varie

ty).

It is

also

poss

ible t

o th

ink o

f int

erco

nnec

ted

adap

tive c

ycles

acro

ss sp

ace a

nd ti

me (

as se

en in

the fi

gure

).

IMPA

CT:

Pan

arch

y cha

lleng

es tr

aditi

onal

hier

arch

y the

ory i

n ec

ology

and

has b

een

used

as a

heur

istic

aid in

socia

l-eco

logica

l sys

tem

s an

alysis

. The

cycli

cal b

ehav

ior ex

empli

fied

in p

anar

chy p

rovid

es an

alte

rnat

ive to

linea

r con

cept

ions o

f sys

tem

beh

avior

.

RELA

TED

MO

DEL

S: A

dapt

ive m

anag

emen

t (H

ollin

g 197

8; W

alter

s 198

6), T

he ad

aptiv

e cyc

le (G

unde

rson

& H

ollin

g 200

1)

The w

orld

is ad

aptin

gIt

is no

t the

stro

nges

t or t

he m

ost i

ntell

igent

who

will

survi

ve

but t

hose

who

can b

est m

anag

e cha

nge.

– Ch

arles

Dar

win

Illustr

ation

: E W

ikand

er/A

zote

. Fun

ded

by B

eijer

and

SRC

.

Page 19: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

SEPT

EMBE

R 20

15M

ON

DAY

TUES

DAY

WED

NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

311

23

45

6

78

910

1112

13

1415

1617

1819

20

2122

2324

2526

27

2829

301

23

4

Page 20: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Pris

oner

’s dil

emm

a

PURP

OSE

: The

Pris

oner

’s D

ilem

ma (

PD) i

s a ga

me t

hat i

s de

signe

d to

show

that

indiv

iduals

may

not

coop

erat

e eve

n if

it is

in th

eir b

est i

nter

ests

to d

o so

. Bot

h pa

rticip

atin

g ind

ividu

als

choo

se th

e stra

tegy

that

help

s the

m to

avoid

their

leas

t pr

efer

red

outc

ome.

This

strat

egy c

anno

t, ho

weve

r, lea

d to

an

optim

al ou

tcom

e for

bot

h in

dividu

als si

mult

aneo

usly.

IMPA

CT:

PD

was

use

d to

expla

in h

ow co

oper

ation

evolv

es

in h

uman

socie

ty. C

ompe

tition

and

coop

erat

ion ar

ise

from

the c

ombin

ation

of s

trate

gies c

hose

n by

indiv

iduals

. Re

peat

ing t

he P

D ga

me c

an le

ad to

out

com

es in

whi

ch

indiv

iduals

achi

eve c

oope

ratio

n. F

urth

erm

ore,

it he

lps to

ide

ntify

mec

hani

sms (

agre

emen

ts/in

stitu

tions

or t

rust)

that

ar

e cru

cial f

or h

avin

g ind

ividu

als ch

oose

stra

tegie

s tha

t lea

d to

a gr

oup

optim

um. T

hese

mec

hani

sms w

ere e

xplor

ed in

the

trage

dy o

f the

com

mon

s situ

ation

, exp

ress

ed as

pris

oner

’s dil

emm

a gam

es (O

strom

1990

).

RELA

TED

MO

DEL

S: Tr

aged

y of t

he co

mm

ons (

Har

din

1968

); Ite

rate

d pr

isone

r’s d

ilem

ma (

Axelr

od 19

84);

Spat

ial

priso

ner’s

dile

mm

a (N

ovak

& M

ay 19

92)

Peop

le co

oper

ate,

so

met

imes

The m

ost p

ower

ful f

orce

ever

know

n on t

his pl

anet

is hu

man

coop

erat

ion –

a fo

rce f

or co

nstru

ction

and

destr

uctio

n. –J

onat

han

Haid

t

Illustr

ation

: E W

ikand

er/A

zote

. Fun

ded

by B

eijer

and

SRC

.

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OCT

OBE

R 20

15M

ON

DAY

TUES

DAY

WED

NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

2829

301

23

4

56

78

910

11

1213

1415

1617

18

1920

2122

2324

25

2627

2829

3031

1

Page 22: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Pat

hway

s (Le

ach

et al

. 201

0)

PURP

OSE

: Pat

hway

s map

out

futu

re tr

aject

ories

. The

y are

co

ncep

tual

mod

els o

f the

dire

ction

s in

which

inte

rcon

nect

ed

socia

l, tec

hnolo

gical

and

envir

onm

enta

l sys

tem

s cou

ld co

-evo

lve

over

tim

e. Th

e pat

hway

s app

roac

h em

phas

ises t

he co

mple

x, no

n-lin

ear i

nter

actio

ns th

at o

ccur

in th

ese s

yste

ms,

inclu

ding t

he

depe

nden

ce o

f fut

ure p

athw

ays o

n pa

st hi

story

.

IMPA

CT:

The p

athw

ays a

ppro

ach

has e

ncou

rage

d a f

ocus

on

how

differ

ent a

ctor

s in

a sys

tem

can

value

the s

ame p

athw

ays

dram

atica

lly d

iffer

ently

, and

can

even

imag

ine f

unda

men

tally

ne

w po

ssibl

e pat

hway

s. Th

e pat

hway

s app

roac

h as

ks u

s to

reco

gnise

susta

inab

ility a

s a p

olitic

al te

rm.

RELA

TED

MO

DEL

S: H

istor

ical in

stitu

tiona

lism

, Wad

dingt

on’s

epige

netic

land

scap

es, D

evelo

pmen

t tra

jecto

ries,

Scen

ario

thin

king (

MA,

IPC

C),

Regim

e shi

fts, C

ritica

l tra

nsiti

ons,

Ball a

nd

cup

diagr

am

The w

orld

has

m

any p

ossib

le fu

ture

s If

you r

ide to

the l

eft,

you w

ill los

e you

r hor

se; if

you r

ide to

the r

ight,

you w

ill los

e you

r hea

d. –

Russ

ian fo

lk ta

les

Whe

n you

com

e to a

fork

in th

e roa

d, ta

ke it

. –Yo

gi Be

rra

Insp

ired

by S

tirlin

g (20

12)

Illustr

ation

: Cale

ndar

crea

tors

Page 23: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

NO

VEM

BER

2015

MO

ND

AYTU

ESD

AYW

EDN

ESD

AYTH

URS

DAY

FRID

AYSA

TURD

AYSU

ND

AY26

2728

2930

311

23

45

67

8

910

1112

1314

15

1617

1819

2021

22

2324

2526

2728

29

301

23

45

6

Page 24: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

MO

DEL

: Hom

o eco

nom

icus

PURP

OSE

: The

Hom

o eco

nom

icus m

odel

aims t

o de

scrib

e eco

nom

ic de

cision

s. Th

e cha

ract

erist

ics o

f Hom

o ec

onom

icus a

re:

1. co

mple

te kn

owled

ge: k

nowi

ng al

l the

re is

to kn

ow ab

out a

task

’s en

viron

men

t; 2.

bein

g a m

axim

iser:

a driv

e to

obta

in th

e high

est p

ossib

le ut

ility f

or o

nese

lf;

3. be

ing s

elf-in

tere

sted:

carin

g onl

y for

per

sona

l con

sum

ption

, wor

k and

leisu

re.

IMPA

CT:

The H

omo e

cono

micu

s mod

el ha

d an

d sti

ll has

a hu

ge im

pact

by b

eing b

oth

usef

ul an

d wr

ong.

Usef

ul be

caus

e the

sim

plicit

y of t

he m

odel

allow

ed p

eople

to th

ink,

reas

on, d

esign

poli

cies a

nd an

ticipa

te ec

onom

ic be

havio

ur. T

he in

fluen

ce o

f neo

class

ical e

cono

mics

show

s how

good

an in

itial

appr

oxim

ation

this

mod

el is

of

econ

omic

beha

viour

. The

wro

ngne

ss re

lates

to th

e ina

bility

of t

his m

odel

to d

escr

ibe d

ecisi

on-m

akin

g out

side o

f m

arke

t set

tings

. The

(ab)

use o

f thi

s mod

el/re

ason

ing o

utsid

e its

origi

nal s

cope

evok

ed an

d co

ntin

ues t

o ev

oke b

ig dis

cuss

ions i

n sc

ience

, bec

ause

it ca

n lea

d to

serio

us m

islea

ding c

onse

quen

ces (

Gin

tis 2

000)

.

RELA

TED

MO

DEL

S: (B

ound

ed) R

ation

al ac

tor m

odel

(Sim

on 19

55),

Mod

el So

cial A

gent

(Car

ley &

New

ell

1994

), Ho

mo r

ecipr

ocan

s, Ho

mo p

sych

ologic

us.

All m

odels

are w

rong

but s

ome a

re u

sefu

l*Da

ta w

ithou

t mod

els ar

e jus

t num

bers.

–Un

know

n

Rem

embe

r, alw

ays,

that

ever

ythin

g you

know

, and

ever

ythin

g eve

ryon

e kno

ws, is

only

a m

odel.

Get

your

mod

el ou

t the

re w

here

it ca

n be v

iewed

. Inv

ite ot

hers

to ch

allen

ge yo

ur

assu

mpt

ions a

nd ad

d the

ir ow

n. –D

onell

a Mea

dows

It is

not f

rom

the b

enev

olenc

e of t

he bu

tche

r, th

e bre

wer,

or th

e bak

er th

at w

e exp

ect o

ur

dinne

r, bu

t fro

m th

eir re

gard

to th

eir ow

n int

eres

t. –A

dam

Sm

ith

Illustration: E Wikander/Azote. Funded by Beijer and SRC.

*Box

& D

rape

r (19

87)

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DEC

EMBE

R 20

15M

ON

DAY

TUES

DAY

WED

NES

DAY

THU

RSD

AYFR

IDAY

SATU

RDAY

SUN

DAY

301

23

45

6

78

910

1112

13

1415

1617

1819

20

2122

2324

2526

27

2829

3031

12

3

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If yo

u ar

e won

derin

g wha

t a m

odel

is…

A M

OD

EL IS

A S

IMPL

IFIE

D

REPR

ESEN

TATI

ON

OF

A RE

AL-

WO

RLD

PH

ENO

MEN

ON

.

Page 27: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

REFE

REN

CES

Ande

rson,

P.W

., 197

2. M

ore i

s diff

eren

t. Sc

ience

, 177

(404

7), p

p.39

3–39

6.

Ardit

i, R. &

Gin

zbur

g, L.

R., 1

989.

Cou

pling

in P

reda

tor-

Prey

Dyn

amics

: Rat

io-D

epen

denc

e. J.T

heor

.Bi

ol., 1

39, p

p.31

1–32

6.

Axelr

od, R

., 198

4. Th

e Evo

lution

of C

oope

ratio

n. N

ew Yo

rk: B

asic

Book

s.

Bould

ing,

K.E.

, 196

6. Th

e Eco

nom

ics o

f the

Com

ing S

pace

ship

Earth

. In

H. J

arre

tt, ed

. Env

ironm

enta

l Q

ualit

y in a

Gro

wing

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Page 28: Our thinking in social-ecological systems research is ......2015 Our thinking in social-ecological systems research is influenced by many models. This calendar highlights some of these

THAN

K YO

U!

Early

team

mem

bers

: Joh

an E

nqvis

t, D

aniel

Osp

ina-

Med

ina a

nd E

mm

a Sun

dströ

m. T

hank

s for

your

initi

al m

omen

tum

, any

pr

oject

nee

ds ea

rly b

eliev

ers.

Mov

ie ac

tors

: Tim

othy

Kar

pouz

oglou

and

Oliv

ia M

urza

beko

v, fo

r the

reali

stic p

erfo

rman

ce

of th

e hila

rious

misu

nder

stand

ings

mod

eller

s can

enco

unte

r. Ca

twalk

ers:

Jona

than

Don

ges,

Miri

am H

uitric

, Jea

n-Ba

ptist

e Jo

uffra

y, Jo

han

Enqv

ist, I

ngo

Fetz

er, V

anes

sa M

aste

rson,

And

rew

Mer

rie an

d La

n W

ang t

hank

s for

expr

essin

g eve

ry m

onth

in

way

s tha

t onl

y you

can.

And

than

k you

, Car

l Folk

e for

your

SES

insig

hts (

Janu

ary)

, and

Miri

am, y

ou ar

e sim

ply th

e bes

t ca

twalk

com

men

tato

r!

Lastl

y, a s

pecia

l tha

nks t

o ou

r coll

eagu

es at

Beij

er an

d SR

C fo

r all t

heir

supp

ort,

feed

back

and

enth

usias

m.

Curio

us ab

out t

he m

akin

g of?

ww

w.m

odelc

alend

ar.b

logsp

ot.se

CAL

END

AR C

REAT

ORS

INST

ITU

TIO

NAL

SU

PPO

RTTh

e rea

lisat

ion o

f thi

s cale

ndar

wou

ld no

t hav

e bee

n po

ssibl

e wi

thou

t the

fina

ncial

supp

ort o

f the

Sto

ckho

lm R

esilie

nce

Cent

re (S

RC) a

nd th

e Beij

er In

stitu

te o

f Eco

logica

l Ec

onom

ics (B

eijer

). W

e are

grat

eful

for t

he su

ppor

t to

desig

n th

e majo

rity o

f the

illus

tratio

ns (B

eijer

& S

RC) a

s we

ll as t

he la

yout

(SRC

) of t

he ca

lenda

r, wh

ich ar

e des

igned

by

Elsa

Wika

nder

and

Jerk

er L

okra

ntz a

t Azo

te.

Carolin

e Sch

ill

Kiril

l Orac

h

Patri

ck K

eys

Maja

Sch

lüter

Nan

da W

ijerm

ans

Jamila

Haider

Stuart

Kinin

mon

th

Rom

ina M

art

in

Emilie Li

ndkv

ist

Juan-C

arlos

Roc

ha

Steve L

ade

Dieg

o Gala

fassi

Therese Linda

hl

An

ne-S

ophie Crépin