Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos...

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Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010

Transcript of Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos...

Page 1: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Theory of Games and Common Pool Resources

Pedro Ribeiro de AndradeDSSA/CCST/INPESão José dos Campos, 2010

Page 2: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

What Drives Tropical Deforestation?

Underlying Factorsdriving proximate causes

Causative interlinkages atproximate/underlying levels

Internal drivers

*If less than 5%of cases,not depicted here.

source:Geist &Lambin (Université Louvain)

5% 10% 50%

% of the cases

Page 3: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Modelling and Public Policy

System

EcologyEconomyPolitics

ScenariosDecisionMaker

Desired System

State

ExternalInfluences

Policy Options

Page 4: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Human-enviromental systems

[Ostrom, Science, 2005]

Page 5: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Types of goods

Source: E Ostrom (2005)

Page 6: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Institutional analysis

Old Settlements(more than

20 years)

Recent Settlements(less than 4

years)

Farms

Settlements 10 to 20 anos

Source: Escada, 2003

Identify different actors and try to model their actions

Page 7: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Institutional arrangments in Amazonia

Page 8: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Modeling PD games

Game theoretic problems: payoffs for each player depend on actions of both

Two possible strategies: A party cooperates when he performs value-increasing promises, and defects when he breaches

Page 9: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate

Player 1

Modeling Two-party choice

Page 10: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Defect

Player 1

Modeling Two-party choice

Page 11: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate

Player 2

Modeling Two-party choice: Player 2

Page 12: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Defect

Player 2

Modeling Two-party choice: Player 2

Page 13: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

CooperateBoth cooperate

Defect

Player 2

Player 1

Modeling Two-party Choice: Both Cooperate

Page 14: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

Cooperate

Defect Both defect

Player 2

Player 1

Modeling Two-party Choice:Both Defect

Page 15: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

Cooperate

Player 1 cooperates, Player 2 defects

Defect

Player 2

Player 1

Modeling Two-party Choice

Page 16: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

Cooperate

Defect

Player 1 defects, Player 2 cooperates

Player 2

Player 1

Modeling Two-party Choice

Page 17: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

CooperateBoth cooperate

Player 1 cooperates, Player 2 defects

Defect

Player 1 defects, Player 2 cooperates

Both defect

Player 2

Player 1

Modeling Two-party Choice

Page 18: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

CooperateBoth cooperate

Defect

Player 2

Player 1

Let’s examine Joint Cooperation

Page 19: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Joint Cooperation: Omerta as a substitute for contracting

Page 20: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Cooperate Defect

Cooperate

Defect Both defect

Player 2

Player 1

Joint Defection

Page 21: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Joint defection: Can these gentlemen be acting efficiently?

Page 22: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Player 2

Terminology

Where T stands for Temptation to defect, R for Reward for mutual cooperation, P for Punishment for mutual defection and S for Sucker's payoff.

T > R > P > S

Where T stands for Temptation to defect, R for Reward for mutual cooperation, P for Punishment for mutual defection and S for Sucker's payoff.

T > R > P > S

Page 23: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Prisoner’s Dilemma: Game Theory

Did you lie to Congress about WMD in Iraq?

Page 24: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Tragedy of the Commons?

How many animals can graze in a common area before degradation occurs?

Page 25: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Prisoner’s Dilemma: Game TheoryHow many animals do send to graze?

Strategy 1: Send only half of the maximum supported numberStrategy 2: Send as many animals as possible

Page 26: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Tragedy of the Commons?

Everybody’s property is nobody’s property

Page 27: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Brasil: compromisso de reduzir o desmatamento

NAMA: Reduzir o desmatamento da Amazônia em 80% até 2020

Page 28: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Smallest yearly increase since the 1970s

Yearly rates of deforestation: 2008-2009

Page 29: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.
Page 30: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Contribuição brasileira para as emissões globais

Amazonia

Redução anunciada pelos países desenvolvidos

30,5 Gt CO2eq

Os países desenvolvidos (Anexo I) propõem-se a cortar emissões em 15% com relação a 1990. Isto implica numa redução de 30,5 Gt CO2eq

Corte do desmatamento no Brasil

6,2 Gt CO2eq

A proposta brasileira é equivalente a 21% do compromisso anunciado pelos países do Anexo I.

21%

Page 31: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Contribuição brasileira para as emissões globais

Amazonia

Redução anunciada pelos países desenvolvidos

30,5 Gt CO2eq

Os países desenvolvidos (Anexo I) propõem-se a cortar emissões em 15% com relação a 1990. Isto implica numa redução de 30,5 Gt CO2eq

Corte do desmatamento no Brasil

6,2 Gt CO2eq

A proposta brasileira é equivalente a 21% do compromisso anunciado pelos países do Anexo I.

21%

Page 32: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Brazilian contribution to GHG reduction

12% Amazonia

Reduction in developed countries50,8 Gt CO2eq

The Brazilian proposal is equivalent to 12% of the reductions proposed by the G77 countries to Annex I countries. 

Reduction in Brazil6,2 Gt CO2eq

Page 33: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Como atingir as metas de redução de desmatamento?

(Getty Images, 2008)

+

POLÍTICAS PÚBLICAS MERCADOS

Page 34: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Trajetórias Tecnológicas da Região Norte

T4: Pecuária de corte

T1: Pecuária de leite

T5: Cultura permanente

T2: Agroflorestais

T6: Silvicultura

T3: Pecuária de corte (pequeno porte)

Page 35: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Trajetórias/Características

Trajetórias

Valores Absolutos em 1995

Sistemas camponeses: Sistemas patronais:

Queconverg

em para

pecuária

de Leite e

perman.(T1)

Que converge

m para

sistemas

agroflorest

(T2)

Queconver

g para

pecuária

de corte(T3)

Pecuária de Corte

(T4)

De culturas perma-nentes

(T5)

De Silvicultu

ra(T6)

Número de Estabelecimentos 171.292 130.593

109.405 27.831 4.444 3 443.568

Tamanho médio 54,47 23,04 62,23 1.196,00 472,62413.681,

7 125,74

VBP (R$1.000.000) 27% 21% 19% 25% 6% 2% 100%

Pessoal Ocupado 38,2% 26,6% 22,7% 10,5% 1,7% 0,2% 100%

Total de Terras Apropriadas 16,7% 5,4% 12,2% 59,7% 3,8% 2,2% 100%

Total de áreas degradadas 10,2% 3,5% 14,3% 70,4% 1,6% 0,0% 100%

Índice de Densidade Institucional - IDR 1 0,73 0,38 0,67 1,63 2,67 0,83

Emissão líquida de CO2 11,8% 2,6% 12,5% 70,5% 2,6% 0,0% 100%

Tx. de crescimento da renda líquida – 1995 e

20062,5% a.a. 7,9% a.a.

7,8% a.a. 8,4% a.a.

7,2% a.a.

-11,0% a.a.

6,4% a.a.

Taxa de crescimento do VBPR - 1995 e 2006 5% a.a 12% a.a.

7,0%a.a. 5,1%a.a.

2,5% a.a. -2,9% 5%

Incorporação do estoque adicional de

terras 13% 8% 7% 64% 5% 2% 100%

Trajetórias Tecnológicas da Região Norte

Page 36: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

A pecuária de corte de grande porte emite 70% do CO2, emprega 10% do pessoal, e gera 25% da renda, sendo uma atividade predatória;

Os segmentos camponeses voltados para pecuária de leite e culturas permanentes tem 38% dos empregos, 27% da renda, 12% das emissões, sendo atividade de baixo carbono e alta relevância social;

Os segmentos camponeses agroflorestais (açaí e similares), de baixíssimo impacto sobre a biodiversidade e a emissão de CO2, cresceram 12% ao ano em renda líquida de 1991 a 2005.

Trajetórias Tecnológicas da Região Norte

Page 37: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Formação da Renda Líquida dos Produtores nas Trajetórias (Médias móveis de três anos, em R$ 1.000,00 constantes de 2005)

Page 38: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Índice de Densidade Institucionalidi = (Percentual de Crédito)/(Percentual de Valor Bruto de Produção)

0,0

0,2

0,4

0,6

0,8

1,0

1,2

1,4

1,6

1,8

2,0

2,2

2,41

99

2

19

93

19

94

19

95

19

96

19

97

19

98

19

99

20

00

20

01

20

02

20

03

20

04

20

05

Índ

ice

de

Pre

val

ênci

a

TrajetóriaCamponês.T1 TrajetóriaCamponês.T2 TrajetóriaCamponês.T3

TrajetóriaPatronal.T4 TrajetóriaPatronal.T5 TrajetóriaPatronal.T6

Quanto maior o IDI, mais a trajetória se apropria do crédito disponível de forma desigual (Pecuária tem mais crédito do que

gera de renda)

Page 39: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

O que aconteceria com a economia e com o balanço de CO2 se um programação de compensação por desmatamento evitado logra reduzir em 5 anos 50% da produção responsável pelo balanço de carbono verificado em 2004, por justa compensação dos proprietários dos estabelecimentos rurais no nível constatado de seus lucros?

Sucesso ecológico, fiasco econômico.

Val

or A

dici

onad

o R

$

Sal

ário

s R

$

Lucr

os R

$

Em

preg

o

Impo

stos

R$

Em

issã

o (G

t)

Seq

uest

ro (

Gt)

Bal

anço

CO

2 (G

t)

LocalEstadual

Nacional-700

-600

-500

-400

-300

-200

-100

0

100

Page 40: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

O que aconteceria com a economia e seu balanço de carbono se um programa de compensação por emissão evitada lograsse induzir uma conversão na base produtiva dos sistemas que mostram os piores balanços de carbono pelos sistemas que mostraram os melhores. O que aconteceria, nesse caso, com a economia e seu balanço de CO2? Sucesso econômico, sucesso ecológico.

Val

or A

dici

onad

o R

$

Sal

ário

s R

$

Lucr

os R

$

Em

preg

o

Impo

stos

R$

Em

issã

o (G

t)

Seq

uest

ro (

Gt)

Bal

anço

CO

2 (G

t)

LocalEstadual

Nacional-200

-100

0

100

200

300

400

500

Page 41: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

(Getty Images, 2008)

Incentivos a "boas" trajetórias (em termos ambientais e sociais), e apoio para reconversão das “ruins”.

Page 42: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Ostrom

“How best to limit the use of natural resources so as to ensure their long-term economic viability.”

“Neither the state nor the market is uniformly successful in enabling individuals to sustain long-term, productive use of natural resource systems.”

“Optimal equilibrium with centralized control is based on assumptions concerning accuracy of information, monitoring capabilities, sanctioning reliability, and zero costs of administration.”

Page 43: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Types of goods

Source: E Ostrom (2005)

Page 44: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

7 “action situation” elements Participants Positions Actions Potential outcomes Transformation functions Information Payoffs

Games are the standard mathematical structure for representing an action situation

Introduction – IAD

Page 45: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Prisoner’s Dilemma

a a

b c

c b

d d

Player 2

Player 1

*

Page 46: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Prisioner’s Dilemma

a a

b c

c b

d d

b < d

a < c

*

a a

b c

c b

d d

b > d

*

a a

b c

c b

d d

a > c

*

a a

b c

c b

d d

**

*

Page 47: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

F(2)/2 F(2)/2

F(1) w

w F(1)

w w

F(2)/2 F(2)/2

F(1) w

w F(1)

w w

Appropriation Externality [F(1) > w]

F(2)/2 F(2)/2

F(1) w

w F(1)

w w

P 2

P 1

w > F(2)/2

*

*

w < F(2)/2

*

*

Invest

Invest

~Invest

~Invest

Page 48: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

v1/2 v1/2

v1 v2

v2 v1

v2/2 v2/2

v1/2 v1/2

v1 v2

v2 v1

v2/2 v2/2

v1/2 v1/2

v1 v2

v2 v1

v2/2 v2/2

Assignment Game [v1 > v2]

v1/2 v1/2

v1 v2

v2 v1

v2/2 v2/2

P 2

P 1

v1 > 2 * v2

*

**

*

v1 < 2 * v2v1 = 2 * v2

*

*

Page 49: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

w(1,2) w(2,2)

v2 v1-c

v1-c v2

w(1,1)-c w(2,1)-c

Go to G1v1 v2

v2 v1

Go to G2

Fishing game

w(1,1) w(2,1)

v1 v2-c

v2-c v1

w(1,2)-c w(2,2)-c

G2G1

G

Spot 1 Spot 2

Spot 1

Spot 2

Stay Leave

Stay

Leave

Stay Leave

Stay

Leave

Page 50: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Monitoring

0 -C

0 0

B – P(F + B) PM-(C+(1-P)/B)

B -B

Monitor or not

Take the share or more

C: Cost of monitoring B: Benefit of taking more than the share P: Probability of detecting F: punishment for being detected M: bonus for successful monitoring

Page 51: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

0 -C

0 0

B – P(F + B) PM-(C+(1-P)/B)

B -B

0 -C

0 0

B – P(F + B) PM-(C+(1-P)/B)

B -B

0 -C

0 0

B – P(F + B) PM-(C+(1-P)/B)

B -B

Monitoring

B < P(F+B)

*

*

B > P(F+B)

*

P(M+B)>C P(M+B)<C

0 -C

0 0

B – P(F + B) PM-(C+(1-P)/B)

B -B

*

Page 52: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Monitoring

Page 53: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

2v 2v

v w + v

w + v v

w w

2v 2v

v w + v

w + v v

w w

Provision game, intermediate value

*

*

2v > v > w2v > w > v

Page 54: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

2v 2v

0 w

w 0

w w

2v 2v

0 w

w 0

w w

Provision game, no intermediate value

*

* *

2v 2v

0 w

w 0

w w

*

2v > w

2v < w

Page 55: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

CPR Experiments

8 undergraduate players Can invest in Market 1 with fixed returns Can invest in Market 2 with non-fixed returns:

Tokens invested by group

Units of Commodity produced

Average return per Token

20 360 0.18

40 520 0.13

60 480 0.08

80 240 0.03

100 -200 -0.02

120 -840 -0.07

160 -1680 -0.12

Page 56: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

CPR Experiments with probabilistic destruction

Same as previous experiment LUB: lowest upper bound GLB: greatest lower bound Design 1: GLB = 0; LUB = 200 Design 2: GLB = 40; LUB = 200

Page 57: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Stable CPR arrangement requirements Clearly defined boundaries Congruence between appropriation and provision rules and local

conditions Collective-choice arrangements allowing for the participation of most

of the appropriators in the decision making process Effective monitoring by monitors who are part of or accountable to

the appropriators Graduated sanctions for appropriators who do not respect

community rules Conflict-resolution mechanisms which are cheap and easy of access Minimal recognition of rights to organize (e.g., by the government) In case of larger CPRs: Organisation in the form of multiple layers of

nested enterprises, with small, local CPRs at their bases.

Page 58: Theory of Games and Common Pool Resources Pedro Ribeiro de Andrade DSSA/CCST/INPE São José dos Campos, 2010.

Games, Rules, and Common Pool Resources

Pedro Ribeiro de AndradeDSSA/CCST/INPESão José dos Campos, 2010