Rawls v Bayes

At the Social Liberal Forum conference session on equality, one of the points raised by Julian Huppert (pictured alongside chair Mark Blackburn and the other speaker Kelly-Marie Blundell) was that of philosopher John Rawls’ idea of the Veil of Ignorance.

Huppert Blackburn Blundell

The Veil of Ignorance challenges us to find fairer solutions to policy questions: it asks us to consider what policies we would support if we were ignorant of our place in society, including of what skills and attributes we might have. This might not be possible: this is a challenge not a recipe.

Rawls goes on to deduce that inequality is only justified when that inequality benefits the least well off. This is called the Difference Principle. In practise this would mean that even though capitalism generates more wealth than communism does, it is still only justified if there is sufficient redistribution to ensure that the least well off person is still better off under capitalism. (And putting aside questions of freedom!)

Thomas Bayes

I happened to meet Julian a week earlier, and for reasons that are not important we were discussing the relative merits of classical and Bayesian statistics. Julian is an enthusiastic advocate for the latter. If you can express your beliefs about some unknown fact (say how many people support Brexit) in terms of probability then with Bayesian methods you can refine those beliefs with evidence (say an opinion poll).

A Bayesian may therefore say of a poll showing 40% support for Brexit that there is a 95% probability that the true level of support is between 37% and 43%. A classicist would argue, a little more tortuously, that the true level of support is not random, so either is between 37% and 43%, or is not; but that this sort of poll will get the answer within 3%, about 95% of the time. By using the language of probability to describe the state of our knowledge, Bayesians are making more powerful and useful (if philosophically suspect) statements than classicists can.

Decision Theory deals with the problem of making decisions where the success or failure of our efforts depend on some unknown/random variable. (As distinct from Game Theory, where it depends on the decisions of another strategising agent.)

Two examples of a Decision Rule are the minimax rule, whereby we choose the action whose worst outcome is the least bad, and the Bayes Rule whereby we choose the action which gives the best outcome on average.

The Bayes rule isn’t really an option for the classical statistician because they don’t express their knowledge about the unknown in purely probabilistic terms. So the textbook examples in this field have, perhaps unfairly, the classicists using the minimax rule and the Bayesians the Bayes rule.

In real life, both these rules are a little purist: we are generally willing to take some risk, but we also buy insurance that loses us money on average. We apply Bayes-plus-insurance. (Although an insurance policy may lose us money on average but still gain us welfare on average if it protects us when we are most needy at the cost of money we need less when we are richer.)

Back to Rawls. Suppose I am inside Rawls’ Veil of Ignorance seeking to maximise my own economic well-being in the society I am about to set some policy for. Put this way it is a decision theoretic problem in which the unknown is the position in society that I will hold.

If I assume the worst – that I will be at the bottom of the heap, as per the minimax rule – I will agree with Rawls’ difference principle. If on the other hand I am a good utilitarian (like Mill, Bentham and others) I will apply the Bayes rule, seeking the greatest welfare on average, and I will tolerate a small chance of a somewhat harder deal, if it brings a bigger chance of a much better deal.

So utilitarianism can be seen as simply the application of the Bayes rule from behind the veil of ignorance; the difference principle being the application of the minimax rule. But the minimax rule is a conservative strategy that forgoes opportunities for the sake of the worst case – never leave home in case a tree falls on your head. The difference principle spites the many on behalf of the few.

The utilitarian/Bayes policy is egalitarian in the sense that everyone’s welfare matters the same – everyone has the same weight in the average. Under the minimax rule only one person’s welfare matters, albeit with some trickle-up.

A balanced policy – not pure Bayesian but Bayes-plus-insurance – would weight the less well off more highly in the utilitarian calculus without ignoring the majority altogether.

The difference principle demands a level of taxation for redistribution (and let’s for the sake of argument ignore the rest of the world, or it would be foreign aid rather than welfare) almost but not quite enough to stifle and stagnate the economy. A utilitarian or a balanced policy allows the economy to flourish, creating more wealth, and much better outcomes for everybody in the long run. There is still some redistribution, because the welfare of everyone matters and a given amount of money will have more utility to a poor person, but redistribution is no longer the endgame of improving the human condition.

Now it strikes me that the difference principle is too often accepted, and though I wasn’t able to put this to Julian at the time, I hope a good Bayesian such as he will appreciate why it shouldn’t be.

* Joe Otten was the candidate for Sheffield Heeley in June 2017 and Doncaster North in December 2019 and is a councillor in Sheffield.

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25 Comments

  • Richard Stallard 27th Jul '15 - 6:05pm

    Anyway; back in the real world……

  • Richard Underhill 27th Jul '15 - 7:57pm

    Please apply this to Public Finance Initiative and Climate Change, bearing in mind the Fixed Term Parliament Act.

  • Alex Feakes 27th Jul '15 - 8:00pm

    Thank you for posting this. Some really interesting ideas here, especially about the development of policy, and it would be good to hear from Julian if he would prefer the difference prinicple to be more widely used. What would really help others to understand, however, would be some more thoroughly worked-through examples. Even better if they were not just economic ones. I also suspect that the Bayes approach will require some defending against those who would say that not seeing ‘redistribution as the end game’ is just another way of justifying not doing it.

  • A pedant writes... 27th Jul '15 - 8:54pm

    The theme of the SLF session you refer to was actually Privacy, rather than Equality. The latter took place after lunch.

  • Andrew McLean 27th Jul '15 - 9:13pm

    A couple of technical points.

    (1) I’m sure Andrew Hickey is right, Bayes rule doesn’t, in itself, maximise expected utility. Bayes rule simply get you to a posterior probability distribution. You can combine that with a utility function to find an expected utility, which you can then maximise, but you aren’t forced to.

    (2) The usual decision theoretic justification for insurance is what economists call the diminishing marginal utility of money. Your expected monetary gain from taking out insurance may be negative, but utility is not proportional to money.

  • Another Mark 27th Jul '15 - 10:08pm

    Where is the evidence for your repeated assertion that redistribution weakens or stifles an economy?

  • LARRY HAWORTH 28th Jul '15 - 12:46am

    As I remember the constraints, behind the veil one lacks information that would permit judgments like, the odds of this are greater than the odds of that. So the consideration that “I will tolerate a small chance of a somewhat harder deal, if it brings a bigger chance of a much better deal” is not available to people behind the veil. If this is correct, behind the veil utilitarian reasoning has no purchase and the “issue” you raise is a non-issue. Of course realizing this might lead one to wonder whether the veil of ignorance is too opaque. Speaking for myself, I think Rawls was right to make it opaque.

  • David Allen 28th Jul '15 - 4:36pm

    Our economy is presently weakened because it is too unequal. Fascinating though Rawls and Bayes may be, therefore, we don’t actually need them here. We just need to clobber the kleptocracts who are wrecking our economy!

  • Peter Corbett 28th Jul '15 - 5:29pm

    Lots of people saying, “never mind all that, we’ve got difficult problems to deal with”, and IMO this is more-or-less right. Questions about the foundations of morality, justice etc. have been being asked for thousands of years and we don’t seem to have uncontroversial, agreed-upon answers, and probably won’t for a long time – in the mean time we have stuff to do, and some of the controversial attempts at answers are more-or-less impossible to apply to anything, at least not directly.

    Mill himself – our very own philosopher-MP – had to grapple with this – part of his contribution was to write On Liberty, which is a really good book and full of principles which are both good and applicable. Thing is, Mill claims to have derived the principles from utilitarianism, and lots of people say the principles are good but the derivation isn’t – they claim that his principles actually contradict utilitarianism. Personally… I think given the huge uncertainties involved, it’s hard to say either way for sure.

    Personally, I found Mill much more inspiring to read than Rawls (those Lib Dem membership cards with pictures of famous old Liberals on them – I want one with Mill on), but I suspect that’s a matter of taste. I think that reading through philosophy books can help you develop your ideas, but trying to extract and apply neat little formulae from them is a waste of time at best.

  • David Pollard 28th Jul '15 - 8:02pm

    If this +3 to -3% is applied to the last round of polls before the general election, how close were they to the overall result?

  • Stephen Booth 29th Jul '15 - 10:42am

    Oh dear, I do hope the party is not about to go into a period of mental masturbation around angels and pinheads.
    Philosophy has its place, indeed it’s kid’s stuff according to Julian Baggini at http://www.pressreader.com/uk/the-guardian/20150728/282196534655230/TextView

  • Stephen Booth,

    As the LibDems claim to be the arbiters and defenders of liberal philosophy they are obliged to engage in such activities. Liberalism is only a philosophy, it is not inherently a political movement. Taking its name for yourself and asserting ownership of it commits you to responsibility for it.

  • Simon Banks 29th Jul '15 - 5:30pm

    There are plenty of political scientists who interpret actions purely in terms of self-interest. It’s this sort of analysis that leads to the conclusion that voting is rarely a good decision because the chances of changing the result are so minute they’re outweighed by the time and possibly expense taken up by voting. When people act in quite different ways, academics can purse their lips and complain that people are mistaken.

    Liberalism cannot be based purely on self-interest. We ask people to do things for the community or for the world – and some of the most community-minded people are those whose benefit from positive changes in the community are severely limited by time – namely old people. Self-interest calculations may be useful to politicians, but they cannot predict how people will vote. Few Liberal Democrat voters in 1992-2010 voted that way for personal or family advantage and hardly any of those many new members joined for such reasons. I’ve hardly ever met a UKIP voter who’d calculated their personal advantage in UKIP policies: the UKIP vote is based on a twisted idealism.

  • Richard Underhill 30th Jul '15 - 8:03am

    Anderson took 6 for 47 against Australia at Edgbaston and is looking to improve.
    Continual improvement is a mentality which is common in sport and in business.
    We won the Eastleigh by-election with the Tories third, but they won the seat at the general election.
    We need to do better.
    Anderson goes on the honours board for getting 5 wickets or more in an innings.
    He has the prospect of getting 10 wickets in the match. winning would give England a 2-1 lead in the series.
    Results in Australia were bad.

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