Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game...

49
Sex Ratios and the Power of Game Theory 1

Transcript of Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game...

Page 1: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Sex Ratios and the Power of Game Theory

1

Page 2: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

The sex ratio is the ratio of males to females in a population

2

Page 3: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Sex Ratios Are Approximately 50:50 In Most Species

3

Page 4: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Including Humans

Image courtesy of hoyasmeg on Flickr. CC-BY

4

Page 5: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Puzzle: Why are sex ratios at birth approximately 50:50 in most species?

5

Page 6: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Is it to ensure that everyone has a mate?

6

Page 7: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

From: Trivers 1976

© Science. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

7

Page 8: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Is it to maximize the size of the species?

No.

8

Page 9: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

The real answer, thanks to Fisher (1930)

9

Page 10: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Simplest case:

• Female and male babies require approximately the same parental investment

• No inbreeding

• All males are expected to have the same number of offspring (same for females)

10

Page 11: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

FACT:

Every child must have exactly

one mother and one father

11

Page 12: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Suppose there are: 100 offspring 100 parents: 75 females, and 25 males Each male expects 100/25 = 4 offspring Each female expects 100/75 = 1.33 offspring Males have more offspring

12

Page 13: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Parents of males have more grandkids

13

Page 14: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

If everyone else gives birth to offspring at a ratio of 1 male to every 3 females (25:75)

You’d do better by having more male offspring

25:75 is not a Nash Equilibrium

14

Page 15: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Same argument holds for any sex ratio

15

Page 16: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Except 50:50

Then, male and female offspring have the same expected number of offspring

And you can’t do better by having more male or female offspring

16

Page 17: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

50:50 is the unique Nash Equilibrium

17

Page 18: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Are we sure evolution will lead to 50:50?

18

Page 19: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

If everyone gives birth to offspring at a ratio of 3 females for every male (25:75) A mutant gene arises that leads to more male offspring The individual with the mutant gene will have more grandkids, and the gene will end up disproportionally represented in two generations Since individuals with this gene have more male offspring, this would increase the sex ratio

19

Page 20: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Until… the population hits 50:50

At 50:50, the mutant’s male offspring won’t give more grandkids

And the mutant will stop spreading

20

Page 21: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

At 50:50, no mutant does better than existing population

And if it does by chance, the mutant will do worse and we’ll return to 50:50

21

Page 22: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Evolution leads to Nash Equilibrium

22

Page 23: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Robust

Doesn’t matter if: Males die before maturity, since result is driven by the expected number of children Polygyny, for same reason Population size isn’t constant Sex determined by one sex

23

Page 24: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Wait a minute.

Sex ratios aren’t always 50:50!

24

Page 25: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Sex Ratios vs. Parental Investment

Source: Trivers 1976

© Science. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

25

Page 26: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Sex Ratios Amongst Inbred Wasps

Source: Herre 1987

© Nature. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

26

Page 27: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Sex Ratios Amongst Billionaires’ Kids

Cameron, Elissa Z., and Frederik Dalerum. “A Trivers-Willard Effect in Contemporary Humans:

Male-Biased Sex Ratios among Billionaires.” PLoS ONE 4, no. 1 (2009): e4195. CC BY.

27

Page 28: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

These exceptions are actually predicted by the theory

28

Page 29: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

What if parents invest more in one sex?

29

Page 30: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Suppose females twice as costly to make as males

30

Page 31: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Is 50:50 an equilibrium?

31

Page 32: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Male and female offspring yield the same number of grandkids

But male offspring cost ½ as much

32

Page 33: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

If everyone else gives birth to offspring at a ratio of one male to every female (50:50)

You wouldn’t choose this ratio

You would choose to take each female offspring and convert it to two male offspring

50:50 is not a Nash Equilibrium

33

Page 34: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

In equilibrium, would have more males

34

Page 35: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Novel prediction that fits the data!

© Science. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

35

Page 36: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

What if there is inbreeding?

36

Page 37: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Male offspring mate only with their sisters

37

Page 38: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Maximize number of grandkids by having mostly females

38

Page 39: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Novel prediction that fits the data!

© Nature. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

39

Page 40: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

What if all males don’t have approximately the same number of offspring (or females)?

40

Page 41: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

FACT: Males have a higher maximal number of offspring

Males benefit more from abundance of resources.

Males benefit more from having successful parents

Successful parents benefit more from having males

41

Page 42: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Novel prediction that fits the data!

Cameron, Elissa Z., and Frederik Dalerum. “A Trivers-Willard Effect in Contemporary Humans:

Male-Biased Sex Ratios among Billionaires.” PLoS ONE 4, no. 1 (2009): e4195. CC BY.

42

Page 43: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Our analysis of sex ratios is the gold standard for treating game theory as a science

43

Page 44: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Identify A Puzzle: Why are sex ratios at birth approximately 50:50 in most species?

44

Page 45: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Use Data to Eliminate Alternative Explanations

• Ensure equal ratio at maturity?

• Maximize size of species?

45

Page 46: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Use Game Theory to solve the puzzle

(in a way that’s robust)

46

Page 47: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Use the theory to find novel predictions

If females require more parental investment, there will be more males in equilibrium

47

Page 48: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

Find Empirical Evidence to Support It

© Science. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

48

Page 49: Sex Ratios and the Power of Game Theory - MIT · PDF fileSex Ratios and the Power of Game Theory 1. The sex ratio is the ratio of males to females in a population . 2. Sex Ratios Are

MIT OpenCourseWarehttp://ocw.mit.edu

14.11 Insights from Game Theory into Social BehaviorFall 2013

For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.