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Clubs, Beliefs, and Entrapment Scott Duke Kominers Harvard University AMS Session on Behavioral Sciences Joint Mathematics Meetings January 7, 2009 Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 1 / 6 Overview


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SLIDE 1

Clubs, Beliefs, and Entrapment

Scott Duke Kominers

Harvard University

AMS Session on Behavioral Sciences Joint Mathematics Meetings January 7, 2009

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 1 / 6

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SLIDE 2

Overview

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 3

Overview

Question

Why do people join clubs?

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 4

Overview

Question

Why do people join clubs they would rather not be in?

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 5

Overview

Question

Why do people join clubs they would rather not be in?

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 6

Overview

Question

Why do people join clubs they would rather not be in?

Classical Answer

Because they have to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 7

Overview

Question

Why do people join clubs they would rather not be in?

Subtle Answer

Because they have to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 8

Overview

Question

Why do people join clubs they would rather not be in?

Subtle Answer

Because they think they have to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 9

Overview

Question

Why do people join clubs they would rather not be in?

Subtle Answer

Because they think they have to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 2 / 6

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SLIDE 10

Examples

Question

Why do people join clubs they would rather not be in?

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 11

Examples

Question

Why do we tip in restaurants?

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 12

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 13

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to. But the first tippers. . .

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 14

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to. But the first tippers wanted to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 15

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to. But the first tippers wanted to.

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 16

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to. But the first tippers wanted to.

Positive utility from early adoption

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 17

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to. But the first tippers wanted to.

Positive utility from early adoption + network effect

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 18

Examples

Question

Why do we tip in restaurants?

Answer

Because we have to. But the first tippers wanted to.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 19

Examples

Question Answer

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 20

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 21

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 22

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to. But the first VHS users. . .

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 23

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to. But the first VHS users had to hope that VHS would catch on.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 24

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to. But the first VHS users had to hope that VHS would catch on.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 25

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to. But the first VHS users had to hope that VHS would catch on since Betamax was “better”.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 26

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to. But the first VHS users had to hope that VHS would catch on since Betamax was “better”.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 27

Examples

Question

Why do we use VHS tapes, instead of Betamax?

Answer

Because we have to. But the first VHS users had to hope that VHS would catch on since Betamax was “better”.

Positive utility from early adoption + network effect = entrapment!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 3 / 6

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SLIDE 28

Math Model

Notation

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 29

Math Model

Notation

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 30

Math Model

Notation

N > 1 players, indexed i = 1, 2, . . . , N

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 31

Math Model

Notation

N > 1 players, indexed i = 1, 2, . . . , N

Must (simultaneously) choose

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 32

Math Model

Notation

N > 1 players, indexed i = 1, 2, . . . , N

Must (simultaneously) choose

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 33

Math Model

Notation

N > 1 players, indexed i = 1, 2, . . . , N

Must (simultaneously) choose Join Status Quo

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 34

Math Model

Notation

N > 1 players, indexed i = 1, 2, . . . , N

Must (simultaneously) choose Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 35

Math Model

Notation

N > 1 players, indexed i = 1, 2, . . . , N

Must (simultaneously) choose Join Status Quo J(i, n) S(i, n) where n = number of others choosing Join

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 4 / 6

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SLIDE 36

Math Model

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 37

Math Model

Our Assumptions Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 38

Math Model

Our Assumptions

Players sorted in order of enthusiasm for Join: ∂A ∂i < 0, ∂S ∂i > 0

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 39

Math Model

Our Assumptions

Players sorted in order of enthusiasm for Join: ∂A ∂i < 0, ∂S ∂i > 0 Positive network effect: ∂A ∂n > 0, ∂S ∂n < 0

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 40

Math Model

Our Assumptions

Functional forms (following Dixit (2003)):

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 41

Math Model

Our Assumptions

Functional forms (following Dixit (2003)): J(i, n) = β + γn − δi S(i, n) = σi − τn

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo J(i, n) S(i, n)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 42

Math Model

Our Assumptions

Functional forms (following Dixit (2003)): J(i, n) = β + γn − δi S(i, n) = σi − τn

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 43

Math Model

Dixit’s Assumptions Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 44

Math Model

Dixit’s Assumptions

Early adoption positive: β > δ + σ

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-45
SLIDE 45

Math Model

Dixit’s Assumptions

Early adoption positive: β > δ + σ Strong network effect: γ + τ ≥ δ + σ

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 46

Math Model

Dixit’s Assumptions

Early adoption positive: β > δ + σ Strong network effect: γ + τ ≥ δ + σ

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 47

Math Model

Dixit’s Assumptions

Early adoption positive: β > δ + σ Strong network effect: γ + τ ≥ δ + σ

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

N − 1 Join ⇒ N Join: β + (N − 1)(γ + τ) N > δ + σ

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 48

Math Model

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 49

Math Model

Our Assumptions Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 50

Math Model

Our Assumptions

Common ex ante belief

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 51

Math Model

Our Assumptions

Common ex ante belief: Prob(others Join) = q

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-52
SLIDE 52

Math Model

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 53

Math Model

Key Condition Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 54

Math Model

Key Condition

Player i Joins ⇐ ⇒

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 55

Math Model

Key Condition

Player i Joins ⇐ ⇒ q(β + γ(N − 1) − δi) + (1 − q)(β − δi)

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 56

Math Model

Key Condition

Player i Joins ⇐ ⇒ q(β + γ(N − 1) − δi) + (1 − q)(β − δi) >

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-57
SLIDE 57

Math Model

Key Condition

Player i Joins ⇐ ⇒ q(β + γ(N − 1) − δi) + (1 − q)(β − δi) > q(σi − τ(N − 1)) + (1 − q)(σi)

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 58

Math Model

Key Condition

Player i Joins ⇐ ⇒ β + q(N − 1)(γ + τ) i > σ + δ

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 59

Math Model

Results Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 60

Math Model

Results

At least

  • N
  • β+q(N−1)(γ+τ)

β+(N−1)(γ+τ)

  • players Join!

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 61

Math Model

Results

At least

  • N
  • β+q(N−1)(γ+τ)

β+(N−1)(γ+τ)

  • players Join!

When β = 0 (no early adoption benefit), this is ⌊Nq⌋.

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

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SLIDE 62

Math Model

Results

At least

  • N
  • β+q(N−1)(γ+τ)

β+(N−1)(γ+τ)

  • players Join!

When β = 0 (no early adoption benefit), this is ⌊Nq⌋.

q = 1

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-63
SLIDE 63

Math Model

Results

At least

  • N
  • β+q(N−1)(γ+τ)

β+(N−1)(γ+τ)

  • players Join!

When β = 0 (no early adoption benefit), this is ⌊Nq⌋.

q = 1 ⇒ all Join

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-64
SLIDE 64

Math Model

Results

At least

  • N
  • β+q(N−1)(γ+τ)

β+(N−1)(γ+τ)

  • players Join!

When β = 0 (no early adoption benefit), this is ⌊Nq⌋.

q = 1 ⇒ all Join q = 0

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-65
SLIDE 65

Math Model

Results

At least

  • N
  • β+q(N−1)(γ+τ)

β+(N−1)(γ+τ)

  • players Join!

When β = 0 (no early adoption benefit), this is ⌊Nq⌋.

q = 1 ⇒ all Join q = 0 ⇒ none Join

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-66
SLIDE 66

Math Model

Results

q = 1 ⇒ all Join q = 0 ⇒ none Join

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-67
SLIDE 67

Math Model

Results

q = 1 ⇒ all Join q = 0 ⇒ none Join convincing rumor

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-68
SLIDE 68

Math Model

Results

q = 1 ⇒ all Join q = 0 ⇒ none Join convincing rumor + network effect

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-69
SLIDE 69

Math Model

Results

q = 1 ⇒ all Join q = 0 ⇒ none Join convincing rumor + network effect entrapment!

Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-70
SLIDE 70

Math Model

Results

q = 1 ⇒ all Join q = 0 ⇒ none Join convincing rumor + network effect entrapment!

QED Notation

N > 1 players i = 1, 2, . . . , N Join Status Quo β + γn − δi σi − τn

Our Assumptions

β+(N−1)(γ+τ) N

> δ + σ Prob(others Join) = q

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 5 / 6

slide-71
SLIDE 71

Acknowledgments

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

slide-72
SLIDE 72

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

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SLIDE 73

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer
  • Mrs. Susan Schwartz Wildstrom

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

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SLIDE 74

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer
  • Mrs. Susan Schwartz Wildstrom

Harvard College PRISE

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

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SLIDE 75

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer
  • Mrs. Susan Schwartz Wildstrom

Harvard College PRISE Family

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

slide-76
SLIDE 76

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer
  • Mrs. Susan Schwartz Wildstrom

Harvard College PRISE Family, friends

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

slide-77
SLIDE 77

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer
  • Mrs. Susan Schwartz Wildstrom

Harvard College PRISE Family, friends, and you!

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6

slide-78
SLIDE 78

Acknowledgments

  • Prof. Avinash Dixit and Prof. Andrei Shleifer
  • Mrs. Susan Schwartz Wildstrom

Harvard College PRISE Family, friends, and you! (QED)

Scott Duke Kominers (Harvard) Clubs, Beliefs, and Entrapment January 7, 2009 6 / 6