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Rational Choice
    Chris Hanretty




                     1 / 33
Rationality in argument

Rationality in ultimate ends

Rationality in beliefs

Rationality in action

Rationality in games

Failures of rationality


                               2 / 33
Warnings

1. Little of this lecture covered by the
   readings
   This lecture prepares you for the
   readings
2. We have to start with rationality before
   discussing rational choice
   A lot of this stuff seems basic.

                                         3 / 33
#1:
Rationality in
argument
                 4 / 33
Long history of prizing
      rationality

Aristotle, Metaphysics: ``man is a
rational animal''
Rationality bound up with philosophy,
philosophical argument
In particular, basic moves in logic

                                    5 / 33
Basic moves in logic
1. Law of Contradiction: for any
   proposition p, it is not the case that
   both p and not-p.
2. Law of the excluded middle: for any
   proposition p, it is either the case that
   p or not-p.
3. Modus ponens (if/then): if p, and if (if
   p then q), then q
4. Modus tollens (more if/then): if (if p
   then q), and if not-q, then not-p       6 / 33
Basic moves in logic
1. Law of Contradiction: ¬(p ∧ ¬p)
2. Law of the excluded middle: for any
   proposition p, it is either the case that
   p or not-p.
3. Modus ponens (if/then): if p, and if (if
   p then q), then q
4. Modus tollens (more if/then): if (if p
   then q), and if not-q, then not-p
                                           7 / 33
Basic moves in logic
1. Law of Contradiction: ¬(p ∧ ¬p)
2. Law of the excluded middle: for any
   proposition p, it is either the case that
   p or not-p.
3. Modus ponens (if/then): if p, and if (if
   p then q), then q
4. Modus tollens (more if/then): if (if p
   then q), and if not-q, then not-p
                                           8 / 33
Basic moves in logic

1. Law of Contradiction: ¬(p ∧ ¬p)
2. Law of the excluded middle: p ∨ ¬p
3. Modus ponens (if/then): if p, and if (if
   p then q), then q
4. Modus tollens (more if/then): if (if p
   then q), and if not-q, then not-p

                                          9 / 33
Basic moves in logic

1. Law of Contradiction: ¬(p ∧ ¬p)
2. Law of the excluded middle: p ∨ ¬p
3. Modus ponens (if/then): if p, and if (if
   p then q), then q
4. Modus tollens (more if/then): if (if p
   then q), and if not-q, then not-p

                                         10 / 33
Basic moves in logic

1.   Law of Contradiction: ¬(p ∧ ¬p)
2.   Law of the excluded middle: p ∨ ¬p
3.   Modus ponens (if/then): p; p → q; ∴ q
4.   Modus tollens (more if/then): if (if p
     then q), and if not-q, then not-p


                                         11 / 33
Basic moves in logic

1.   Law of Contradiction: ¬(p ∧ ¬p)
2.   Law of the excluded middle: p ∨ ¬p
3.   Modus ponens (if/then): p; p → q; ∴ q
4.   Modus tollens (more if/then): if (if p
     then q), and if not-q, then not-p


                                         12 / 33
Basic moves in logic

1.   Law of Contradiction: ¬(p ∧ ¬p)
2.   Law of the excluded middle: p ∨ ¬p
3.   Modus ponens (if/then): p; p → q; ∴ q
4.   Modus tollens (more if/then): ¬q;
     p → q; ∴ ¬p


                                        13 / 33
Concrete example of modus
          ponens
 1. The lecturer is talking
 2. If the lecturer is talking, the lecture has
    started
 3. ∴ the lecture has started
If you accept the premises, you must
(rationally) accept the conclusion.
                                            14 / 33
Rationality

To be rational just is to argue in this
fashion, using only legitimate moves in
your argumentation and accepting
them when others use them against
you


                                    15 / 33
On the internet, no-one
knows you're irrational
The internet is (famously) home to much irrational
argument
And many people arguing that their opponents are
irrational
Environmental politics example (à la Monbiot pre
Fukushima)
  1. if something is a low-carbon means of generating
      electricity, it is good
  2. nuclear power is a low-carbon means of
      generating electricity
  3. ∴ nuclear power is good
                                                     16 / 33
#2:
Rationality in
ultimate ends
                 17 / 33
Spock, John
Redwood
The popular view
of beings driven
by rationality
Idea: certain
actions are
compelled by
rationality


                   18 / 33
The Kantian view
           The categorical imperative (in
           one of its formulations)
           ``act only in accordance with
           that maxim through which
           you can at the same time will
           that it become a universal
           law''
           Immoral acts are ultimately
           self-contradictory (p ∨ ¬p)
           Kant not much use in the
           social sciences




                                    19 / 33
The Humean view
Hume's Treatise on Human
Nature
``Reason is, and ought only
to be the slave of the
passions, and can never
pretend to any other office
than to serve and obey
them''
Preferences or passions or
desires or inclinations not
subject to rationality

                              20 / 33
Social science
Rationally-given ends big stuff in
moral philosophy
Less relevant in social sciences
Consider aesthetic or political choices
Rationality alone cannot explain
choices
We know to know what people were
aiming at
                                     21 / 33
#3:
Rationality in
beliefs
                 22 / 33
Extraordinary claims require
extraordinary evidence -- Carl
Sagan




                                 23 / 33
Bayes' principle
We update our beliefs in the light of
new evidence
But we also have prior beliefs
Probability of something being true
given new evidence equal to
    baseline probability of that thing being
    true,
    times probability you'd get that evidence
    if the thing was true,
    divided by the probability of the evidence
                                           24 / 33
Bayes: example
Suppose you are living with a
partner and come home from a
business trip to discover a strange
pair of underwear in your dresser
drawer. You will probably ask
yourself: what is the probability
that your partner is cheating on
you? The Signal and the Noise

                                      25 / 33
What do you need to know?
 Baseline probability of partner
 cheating: 4%
 Probability of underwear appearing
 given infidelity: 50%
 Probability of underwear just
 appearing: 5%



                                      26 / 33
What do you need to know?
 Baseline probability of partner
 cheating: 4%
 Probability of underwear appearing
 given infidelity: 50%
 Probability of underwear just
 appearing: 5%
           0.04 ∗ 0.5
                      = 40%
              0.05
                                      27 / 33
#4:
Rationality in
action
                 28 / 33
The set-up

A given individual faces a finite number of choices
Each choice has associated utility for that person
People prefer choices with higher utility to choices with lower
utility.
People can be indifferent between choices with equal utility.
People have complete and transitive preference orderings across
choices
If choice a delivers greater utility than b, but a person still chooses
b, that person has acted irrationally




                                                                    29 / 33
Concrete example
Joe derives utility from consuming vodka, equivalent to £20.
This utility is the same across all brands.
He incurs disutility from spending money.




                                                         30 / 33
Concrete example
Joe derives utility from consuming vodka, equivalent to £20.
This utility is the same across all brands.
He incurs disutility from spending money.




£12                         £18                          £40




                                                          31 / 33
Concrete example
Joe derives utility from consuming vodka, equivalent to £20.
This utility is the same across all brands.
He incurs disutility from spending money.




£12                           £18                            £40
Given what we have said about Joe and his
preferences/utility, it would be irrational for him to buy
Absolut (or Grey Goose).                                     32 / 33
Slightly more interesting
         example
Take spending on lotteries
Choose is between keeping your pound or
buying a ticket
Utility of keeping your pound = £1
Utility of winning the lottery = £8 million, say
Probability of winning = 1 in 14 million, say
Expected utility of ticket = utility of winning ×
probability of winning
                                                33 / 33
Slightly more interesting
         example
Take spending on lotteries
Choose is between keeping your pound or
buying a ticket
Utility of keeping your pound = £1
Utility of winning the lottery = £8 million, say
Probability of winning = 1 in 14 million, say
Expected utility of ticket = 8 ×    1
                                   14
                                                34 / 33
Slightly more interesting
         example
Take spending on lotteries
Choose is between keeping your pound or
buying a ticket
Utility of keeping your pound = £1
Utility of winning the lottery = £8 million, say
Probability of winning = 1 in 14 million, say
Expected utility of ticket = 54p
                                                35 / 33
Escape routes
Individuals don't have perfect
information
(But then why do individuals persist
with imperfect info?)
Ideas of rational ignorance
    Hiring at Goldman Sachs
    Switching electricity providers
People buy lottery tickets for the thrill
. . . or newspapers for the influence
. . . or footballs for the passion
                                       36 / 33
Summary
Powerful, simple statement of the
view that people do what is in their
rational self-interest
Requires us to characterise the utility
function of the choosers
We're sometimes wrong about that
Sometimes rational choice theorists
shift the goalposts
                                      37 / 33
#5:
Rationality in
games
                 38 / 33
Game theory

Rational choice theory as applied to
interactions
Two types of interactions
 1. competitive (zero-sum) game theory
 2. non-competitive (positive-sum) game
    theory
Competitive game theory much larger

                                          39 / 33
Prisoners' dilemma
Most famous example of competitive
game-theory
Two prisoners arrested to a crime
committed jointly
Police cannot prove the greater crime
unless one prisoner confesses
Police can prove a lesser crime
without confession
                                   40 / 33
What the police say to the
        prisoners
 We know you committed tax fraud, and
 we can send you to prison for one
 month, just for that alone. But we are
 prepared to offer you a deal. If you
 confess to us that you and your partner
 were involved in the bank robbery, then
 we will let you go free. Your accomplice
 will go to prison for six months.

                                            41 / 33
What the police say to the
       prisoners (2)

                     #2
              Cooperate Silent
   Cooperate    -3,-3    0,-6
#1
       Silent   -6,0    -1,-1



                                 42 / 33
Why is this a dilemma?

Because both players could secure an
objectively better outcome, but don't
Assumed to apply to lots of real-world
scenarios
Best known application: nuclear
proliferation


                                   43 / 33
#6:
Failures of
rationality
              44 / 33
Lots of failures of rationality

  Nobel prize winners: Kahneman and
  Tversky
  Incomplete list of rationality failures:
      anchoring,
      conjunction fallacy,
      base-rate neglect,
      over-confidence


                                         45 / 33

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Week 3: Rational Choice

  • 1. Rational Choice Chris Hanretty 1 / 33
  • 2. Rationality in argument Rationality in ultimate ends Rationality in beliefs Rationality in action Rationality in games Failures of rationality 2 / 33
  • 3. Warnings 1. Little of this lecture covered by the readings This lecture prepares you for the readings 2. We have to start with rationality before discussing rational choice A lot of this stuff seems basic. 3 / 33
  • 5. Long history of prizing rationality Aristotle, Metaphysics: ``man is a rational animal'' Rationality bound up with philosophy, philosophical argument In particular, basic moves in logic 5 / 33
  • 6. Basic moves in logic 1. Law of Contradiction: for any proposition p, it is not the case that both p and not-p. 2. Law of the excluded middle: for any proposition p, it is either the case that p or not-p. 3. Modus ponens (if/then): if p, and if (if p then q), then q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 6 / 33
  • 7. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: for any proposition p, it is either the case that p or not-p. 3. Modus ponens (if/then): if p, and if (if p then q), then q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 7 / 33
  • 8. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: for any proposition p, it is either the case that p or not-p. 3. Modus ponens (if/then): if p, and if (if p then q), then q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 8 / 33
  • 9. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: p ∨ ¬p 3. Modus ponens (if/then): if p, and if (if p then q), then q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 9 / 33
  • 10. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: p ∨ ¬p 3. Modus ponens (if/then): if p, and if (if p then q), then q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 10 / 33
  • 11. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: p ∨ ¬p 3. Modus ponens (if/then): p; p → q; ∴ q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 11 / 33
  • 12. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: p ∨ ¬p 3. Modus ponens (if/then): p; p → q; ∴ q 4. Modus tollens (more if/then): if (if p then q), and if not-q, then not-p 12 / 33
  • 13. Basic moves in logic 1. Law of Contradiction: ¬(p ∧ ¬p) 2. Law of the excluded middle: p ∨ ¬p 3. Modus ponens (if/then): p; p → q; ∴ q 4. Modus tollens (more if/then): ¬q; p → q; ∴ ¬p 13 / 33
  • 14. Concrete example of modus ponens 1. The lecturer is talking 2. If the lecturer is talking, the lecture has started 3. ∴ the lecture has started If you accept the premises, you must (rationally) accept the conclusion. 14 / 33
  • 15. Rationality To be rational just is to argue in this fashion, using only legitimate moves in your argumentation and accepting them when others use them against you 15 / 33
  • 16. On the internet, no-one knows you're irrational The internet is (famously) home to much irrational argument And many people arguing that their opponents are irrational Environmental politics example (à la Monbiot pre Fukushima) 1. if something is a low-carbon means of generating electricity, it is good 2. nuclear power is a low-carbon means of generating electricity 3. ∴ nuclear power is good 16 / 33
  • 18. Spock, John Redwood The popular view of beings driven by rationality Idea: certain actions are compelled by rationality 18 / 33
  • 19. The Kantian view The categorical imperative (in one of its formulations) ``act only in accordance with that maxim through which you can at the same time will that it become a universal law'' Immoral acts are ultimately self-contradictory (p ∨ ¬p) Kant not much use in the social sciences 19 / 33
  • 20. The Humean view Hume's Treatise on Human Nature ``Reason is, and ought only to be the slave of the passions, and can never pretend to any other office than to serve and obey them'' Preferences or passions or desires or inclinations not subject to rationality 20 / 33
  • 21. Social science Rationally-given ends big stuff in moral philosophy Less relevant in social sciences Consider aesthetic or political choices Rationality alone cannot explain choices We know to know what people were aiming at 21 / 33
  • 23. Extraordinary claims require extraordinary evidence -- Carl Sagan 23 / 33
  • 24. Bayes' principle We update our beliefs in the light of new evidence But we also have prior beliefs Probability of something being true given new evidence equal to baseline probability of that thing being true, times probability you'd get that evidence if the thing was true, divided by the probability of the evidence 24 / 33
  • 25. Bayes: example Suppose you are living with a partner and come home from a business trip to discover a strange pair of underwear in your dresser drawer. You will probably ask yourself: what is the probability that your partner is cheating on you? The Signal and the Noise 25 / 33
  • 26. What do you need to know? Baseline probability of partner cheating: 4% Probability of underwear appearing given infidelity: 50% Probability of underwear just appearing: 5% 26 / 33
  • 27. What do you need to know? Baseline probability of partner cheating: 4% Probability of underwear appearing given infidelity: 50% Probability of underwear just appearing: 5% 0.04 ∗ 0.5 = 40% 0.05 27 / 33
  • 29. The set-up A given individual faces a finite number of choices Each choice has associated utility for that person People prefer choices with higher utility to choices with lower utility. People can be indifferent between choices with equal utility. People have complete and transitive preference orderings across choices If choice a delivers greater utility than b, but a person still chooses b, that person has acted irrationally 29 / 33
  • 30. Concrete example Joe derives utility from consuming vodka, equivalent to £20. This utility is the same across all brands. He incurs disutility from spending money. 30 / 33
  • 31. Concrete example Joe derives utility from consuming vodka, equivalent to £20. This utility is the same across all brands. He incurs disutility from spending money. £12 £18 £40 31 / 33
  • 32. Concrete example Joe derives utility from consuming vodka, equivalent to £20. This utility is the same across all brands. He incurs disutility from spending money. £12 £18 £40 Given what we have said about Joe and his preferences/utility, it would be irrational for him to buy Absolut (or Grey Goose). 32 / 33
  • 33. Slightly more interesting example Take spending on lotteries Choose is between keeping your pound or buying a ticket Utility of keeping your pound = £1 Utility of winning the lottery = £8 million, say Probability of winning = 1 in 14 million, say Expected utility of ticket = utility of winning × probability of winning 33 / 33
  • 34. Slightly more interesting example Take spending on lotteries Choose is between keeping your pound or buying a ticket Utility of keeping your pound = £1 Utility of winning the lottery = £8 million, say Probability of winning = 1 in 14 million, say Expected utility of ticket = 8 × 1 14 34 / 33
  • 35. Slightly more interesting example Take spending on lotteries Choose is between keeping your pound or buying a ticket Utility of keeping your pound = £1 Utility of winning the lottery = £8 million, say Probability of winning = 1 in 14 million, say Expected utility of ticket = 54p 35 / 33
  • 36. Escape routes Individuals don't have perfect information (But then why do individuals persist with imperfect info?) Ideas of rational ignorance Hiring at Goldman Sachs Switching electricity providers People buy lottery tickets for the thrill . . . or newspapers for the influence . . . or footballs for the passion 36 / 33
  • 37. Summary Powerful, simple statement of the view that people do what is in their rational self-interest Requires us to characterise the utility function of the choosers We're sometimes wrong about that Sometimes rational choice theorists shift the goalposts 37 / 33
  • 39. Game theory Rational choice theory as applied to interactions Two types of interactions 1. competitive (zero-sum) game theory 2. non-competitive (positive-sum) game theory Competitive game theory much larger 39 / 33
  • 40. Prisoners' dilemma Most famous example of competitive game-theory Two prisoners arrested to a crime committed jointly Police cannot prove the greater crime unless one prisoner confesses Police can prove a lesser crime without confession 40 / 33
  • 41. What the police say to the prisoners We know you committed tax fraud, and we can send you to prison for one month, just for that alone. But we are prepared to offer you a deal. If you confess to us that you and your partner were involved in the bank robbery, then we will let you go free. Your accomplice will go to prison for six months. 41 / 33
  • 42. What the police say to the prisoners (2) #2 Cooperate Silent Cooperate -3,-3 0,-6 #1 Silent -6,0 -1,-1 42 / 33
  • 43. Why is this a dilemma? Because both players could secure an objectively better outcome, but don't Assumed to apply to lots of real-world scenarios Best known application: nuclear proliferation 43 / 33
  • 45. Lots of failures of rationality Nobel prize winners: Kahneman and Tversky Incomplete list of rationality failures: anchoring, conjunction fallacy, base-rate neglect, over-confidence 45 / 33