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Conference rusure::math

Title:Mathematics at DEC
Moderator:RUSURE::EDP
Created:Mon Feb 03 1986
Last Modified:Fri Jun 06 1997
Last Successful Update:Fri Jun 06 1997
Number of topics:2083
Total number of notes:14613

1813.0. "Allais Paradox" by RUSURE::EDP (Always mount a scratch monkey.) Mon Nov 08 1993 16:40

Article 56569 of sci.math:
Newsgroups: sci.math
From: landsbur@troi.cc.rochester.edu (Steven E. Landsburg)
Subject: Re: Game show probability problem
Organization: University of Rochester (Rochester, NY)
Lines: 58


Gerald Edgar asks a series of questions like:

> Which would you rather have:
>   (a)  $250,000
>   (b)  a 25 percent chance of winning $1,000,000

which reminds me of the Allais paradox in economics.  Here is how I 
explain that paradox to my classes.

Begin with two questions:

     1.  Which would you rather have:
          (a) $1,000,000
          (b) an 89 percent chance of winning $1,000,000, a 10 percent
              chance of winning $5,000,000, and a 1 percent chance of
              winning $0.  (These are mutually exclusive outcomes.) 

     2.  Which would you rather have:
          (a) An 11 percent chance of winning $1,000,000
          (b) A 10 percent chance of winning $5,000,000

Most people choose (a) for question 1 and (b) for question 2.  (This has
been verified by distributing questionairres.)

Now the point is that there is a fundamental inconsistency here.  To see
why, consider the following question:

     3.  Which would you rather have:
           (a) An 89 percent chance of winning a Mystery Prize plus 
               an 11 percent chance of winning a sports car.
           (b) An 89 percent chance of winning a Mystery Prize plus
               an 11 percent chance of winning a luxury cruise.

and the related question:

     4.  Would knowing the identity of the Mystery Prize affect your
         answer to question 3?

Essentially everyone who has understood the question answers "no" to
question 4.  It seems that the only thing affecting your answer to 
question 3 should be which you prefer between the sports car and the
luxury cruise.

Now in question 3, substitute "an 11 percent chance of winning $1,000,000"
for the sports car and "a 10 percent chance of winning $5,000,000" for the
luxury cruise.  The identity of the mystery prize continues to seem
irrelevant.

But if we now reveal that the Mystery Prize is $1,000,000, then question
3 becomes identical to question 1.  On the other hand, if we now reveal that
the Mystery Prize is $0, then question 3 becomes identical to question 2.
And people give *different* answers to questions 1 and 2.  So it seems
that the identity of the Mystery Prize *does* affect your choice---even 
though it seems clear that it shouldn't.

Steven E. Landsburg
landsbur@troi.cc.rochester.edu


T.RTitleUserPersonal
Name
DateLines
1813.1an interesting paradox, but I don't think much of the analysisICARUS::NEILSENWally Neilsen-SteinhardtMon Nov 15 1993 16:1593
>Essentially everyone who has understood the question answers "no" to
>question 4.  It seems that the only thing affecting your answer to 
>question 3 should be which you prefer between the sports car and the
>luxury cruise.

Essentially everyone is wrong.

To see why, tighten up the phrasing a little

     3.  Which would you rather have:
           (a) An 89 percent chance of winning a Mystery Prize plus 
               an 11 percent chance of winning a non-transferable 
	       lease for 1994 on a sports car.
           (b) An 89 percent chance of winning a Mystery Prize plus
               an 11 percent chance of winning a non-transferable 
	       luxury cruise for two leaving on 10-Jan-1994.

Now suppose you are told that the Mystery Prize is a non-transferable 
lease for 1994 on a sports car?  Or that it is a non-transferable luxury 
cruise for two leaving on 10-Jan-1994.  I think most rational choosers would 
prefer b in the first case and a in the second.  

If you leave the phrasing alone, the answer is not so obvious, but I still
think many rational choosers would prefer one sports car and one vacation 
to two of either.  The original phrasing involves us in a lot of confusing
detail about values of the prizes in trade or as gifts.

So in general, the answer to question 4 has to be "Maybe."

The usual approach to problems like this is to assign subjective (or 
occasionally objective) utilities to the outcomes.

One I start thinking of it that way, it comes as no surprise to me that 
my subjective utility for a sports car is not half my utility for two sports
cars.  And in general, my utility for a sports car depends on what I have 
already, including that 89 percent chance at the Mystery Prize.

Applying utilites to the first two questions is similarly illuminating.

I can just define three symbols

	U0	my personal utility for winning $0
	U1	my personal utility for winning $1,000,000
	U5	my personal utility for winning $5,000,000

Since only utility difference will enter into our final calculations, we can
set the scale of our utilities by 

	U0 = 0

If I give the usual answers reported in .0, then the answer a to question 1
allows me to deduce that

	1.00 * U1  >  0.89 * U1  +  0.10 * U2

and the answer b to question 2 allows me to deduce that

	0.10 * U5  >  0.11 * U1

The paradox occurs because the former equation can be rearranged to give

	0.11 * U1  >  0.10 * U5

No values of U1 and U5 can satisfy both inequalities.

The basic conclusion is a psychological one: people are not very good at
assigning utilities and computing expectations off the top of their heads.
I have seen similar studies which reached similar conclusions.

There is a more philosophic conclusion available, that no assignment of 
utilites will avoid all similar paradoxes.  I have seen some evidence 
for this, but I don't think this examplequalifies.

I can avoid the philosophic conclusion by saying "Oops, I misspoke myself.
After looking this over carefully, I realize I have no preference for 1a
over 1b, or 2b over 2a.  These inequalities above should really be equalities."
This leads to the conclusion that my personal utilities will satisfy

	U5 = 1.1 * U1

This is intuitively in the right ballpark.  Certainly I prefer having $5,000,000
to having $1,000,000.  But the utility of $5,000,000 is certainly not 5 times
the utility of $1,000,000.  I could have a pretty good time on $1,000,000.  I
find it hard to imagine how much more fun $5,000,000 would buy me.  Note to
future readers: you may wish to scale these amounts to reflect the inflation
between 1993 and your time.

Alternatively, by working it out on paper, I may realize that I really prefer 
1b to 1a.  This would make my personal U5 somewhat greater than 1.1*U1.  My
current subjective guess is that my U5 is about 2*U1.  The ratio varies 
depending on what expect to earn and save, what I have in the bank and what 
I expect to do with the money.

1813.2RUSURE::EDPAlways mount a scratch monkey.Mon Nov 15 1993 18:4516
    Re .1:
    
    > If you leave the phrasing alone, the answer is not so obvious, but I
    > still think many rational choosers would prefer one sports car and one
    > vacation  to two of either.
    
    I think you have misinterpreted the statement.  The 89% chance and the
    11% chance are mutually exclusive.
    
    
    				-- edp
    

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1813.3KERNEL::JACKSONPeter Jackson - UK CSC TP/IMTue Nov 16 1993 11:5419
>     1.  Which would you rather have:
>          (a) $1,000,000
>          (b) an 89 percent chance of winning $1,000,000, a 10 percent
>              chance of winning $5,000,000, and a 1 percent chance of
>              winning $0.  (These are mutually exclusive outcomes.) 
    
    I think many people would find (b) confusing and therefore would choose
    (a) since they would probably not be strongly motivated to analyse (b),
    (I assume the prizes were not real).
    
>     2.  Which would you rather have:
>          (a) An 11 percent chance of winning $1,000,000
>          (b) A 10 percent chance of winning $5,000,000
    
    Since these two options are easy to compare then most people will
    choose the slightly smaller chance of winning lots more money.
    
    Peter
    
1813.4STAR::ABBASIonly 25 days to go !!!Tue Nov 16 1993 14:1310
    on intuitive level, i'll always will take one dollar in cash rather than 
    any chance of winning 1 million bucks, this i based on the good
    premise that a bird in the hand is better than 10 on the tree.

    so based on this, i'll pick option (a) any time.
    
    offcourse there is no math here, but this is how i feel about it.

    \nasser

1813.5oops and ???ICARUS::NEILSENWally Neilsen-SteinhardtWed Nov 24 1993 16:1216
.2>    I think you have misinterpreted the statement.  The 89% chance and the
>    11% chance are mutually exclusive.

You're right.  I misread it.

.4>    on intuitive level, i'll always will take one dollar in cash rather than 
>    any chance of winning 1 million bucks, this i based on the good
>    premise that a bird in the hand is better than 10 on the tree.

Really?  Are all your savings in a savings account or treasury bills?  

Is every job you have taken the one which maximized security without regard
to salary?  Where did you say you are working?

My point is just that we are not always good at making statements which 
accurately reflect our behavior.