Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of...

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Page 1: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Intensification, Tipping Points, and SocialChange in a Coupled Forager-Resource

System

Jacob Freeman1 John M. Anderies 1

1The School of Human Evolution and Social ChangeArizona State University

CUNY Human Ecodynamics Workshop

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 2: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Outline

1 Motivation

2 The Foraging Effort Model

3 Analysis: Resilience and Social Change

4 Discussion

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 3: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Question

Question: Given the open-access nature of resourcesamong hunters and gatherers, if individual foragers extractmore resources per unit area, how does this behaviorimpact the resilience of a forager-resource system?

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 4: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Basic Assumptions

1 Foragers groups primarily exploit open-access resourceswithin a habitat and this habitat is embedded in alandscape of habitats

2 The interpretation of the model is restricted to the use ofstationary resources

3 Forager population density is a parameter4 Foraging effort (e) is interpreted as time spent harvesting

resources (workdays per day)5 Two energy targets motivate behavior, c and γ

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 5: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Resource Growth and Harvest

G(x) = rx(1 − xK) (1)

reso

urc

e g

row

th r

ate

resource density K0

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 6: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Resource Growth and Harvest

H(x ,e) = ph(x ,e) (2)

h(x ,e) = qxe (3)

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 7: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

The Conversion of Biomass to Energy

α = le(−mp) (4)

m = 0.5

m = 0.8

effi

cien

cy o

f co

nve

rtin

g b

iom

ass

in

to e

ner

gy

(α)

forager group density (p)

0

1

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 8: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

The Conversion of Biomass to Energy

α = le(−mp) (4)

m = 0.5

m = 0.8

effi

cien

cy o

f co

nve

rtin

g b

iom

ass

in

to e

ner

gy

(α)

forager group density (p)

0

1

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 9: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Time Allocation

δ = γ − αh(x ,e) (5)16 Jacob Freeman, John M. Anderies

Fora

ging

defic

it,d

Region 1. Resource density is so lowthat more foraging effort is required tomeet basic metabolic needs than for-agers are willing to tolerate (or are cap-bable of). Foragers reduce effort at aconstant rate. That is, D(x,e)⇡�a2 sothat

dedt

⇡�a2.

Harvest per unit foraging effort, ah(x,e)/ec0

-1

1

0

3

Region 2a. Resource density is high enough tomeet basic metabolic needs. Thus, foragers attemptto meet their daily energy goal of g by changingeffort in proportion to their energy deficit. That isD(x,e)⇡ a1d so that de/dt ⇡ a1d . Here, d > 0 soforaging effort will increase.

Region 2b. As in Region 2a, but here, d < 0 soforaging effort will decrease.

Fig. 2 Foraging effort decision dynamics. The different regions in the daily energy deficit - daily energy harvest plane generate a simple decisionheuristic for forager groups. See Box 2 for the mathematical details of the function used to represent these different regions.

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 10: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

The Story

dxdt

= G(x)− H(x ,e) (6)

dedt

= D(x ,e). (7)

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 11: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

The Maximally Resilient System: p=0.5

0 0.2 0.4 0.6 0.8 1 1.2 1.4

0

0.5

1

1.5

2

2.5

resource density

fora

gin

g e

ffort

a

(S)Fo

rag

ing

Eff

ort

Resource Density

(S)

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 12: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

The Resilient but Vulnerable System: p=0.7

(Z)

(S)

(U)

0 0.2 0.4 0.6 0.8 1 1.2 1.4

0

0.5

1

1.5

2

fora

gin

g e

ffort

resource density

b

(U)

Fo

rag

ing

Eff

ort

Resource Density

(S)

b(Z)

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 13: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

The Degraded System: p=0.8

0 0.2 0.4 0.6 0.8 1 1.2 1.4

resource density

0

0.5

1

1.5

2

fora

gin

g e

ffort

(Z)

Cc(Z)

Fora

gin

g E

ffort

Resource Density

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 14: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Institutions and Windows of Vulnerability

1. 201. 00. 80. 60. 40. 20. 00

1. 201. 00. 80. 60. 40. 20. 00

1. 40

1. 20

1. 00

. 80

. 60

. 40

. 20

1. 40

1. 20

1. 00

. 80

. 60

. 40

. 20

window of vulnerability

αh(x,e)/e > c

αh(x,e)/e = c

forager group density (p)

equili

bri

um

fora

gin

g e

ffort

(e*)

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 15: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

Institutions and Windows of Vulnerability

window of vulnerability

αh(x,e)/e > c

αh(x,e)/e = c

forager group density (p)

equili

bri

um

fora

gin

g e

ffort

(e*)

1. 201. 00. 80. 60. 40. 20. 00

1. 201. 00. 80. 60. 40. 20. 00

1. 40

1. 20

1. 00

. 80

. 60

. 40

. 20

1. 40

1. 20

1. 00

. 80

. 60

. 40

. 20

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 16: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

1 The very success of an adaptation at the level of anindividual forager group can create system-levelvulnerabilities that subsequently feed back to causeemergent social change.

2 A looming tipping point creates uncertainty and associatedrisk for foragers.

3 Alternatives adaptive strategies: relocate, reform or control4 Freeman, J. and Anderies J. M. 2012. Intensification,

Tipping Points, and Social Change in a CoupledForager-Resource System. Human Nature (DOI)10.1007/s12110-012-9154-8

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 17: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

1 The very success of an adaptation at the level of anindividual forager group can create system-levelvulnerabilities that subsequently feed back to causeemergent social change.

2 A looming tipping point creates uncertainty and associatedrisk for foragers.

3 Alternatives adaptive strategies: relocate, reform or control4 Freeman, J. and Anderies J. M. 2012. Intensification,

Tipping Points, and Social Change in a CoupledForager-Resource System. Human Nature (DOI)10.1007/s12110-012-9154-8

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers

Page 18: Jacob Freeman (ASU) Mutual feedback between resource base and foraging decisions on the evolution of hunter-gatherer societies

MotivationThe Foraging Effort Model

Analysis: Resilience and Social ChangeDiscussion

1 The very success of an adaptation at the level of anindividual forager group can create system-levelvulnerabilities that subsequently feed back to causeemergent social change.

2 A looming tipping point creates uncertainty and associatedrisk for foragers.

3 Alternatives adaptive strategies: relocate, reform or control4 Freeman, J. and Anderies J. M. 2012. Intensification,

Tipping Points, and Social Change in a CoupledForager-Resource System. Human Nature (DOI)10.1007/s12110-012-9154-8

Jacob Freeman, John M. Anderies The Resilience of Hunter-Gatherers