Causal decision theories (CDTs) typically have, at their centre, a clause for right action in which the term ‘cause’ appears. Perhaps surprisingly, this isn’t universally true. The decision theory endorsed by Gibbard and Harper (1981) is a causal decision theory, but it has a counterfactual roughly where you’d expect to find 'cause’. But it is true of most causal decision theories.
And we can make a stronger generalisation than that. Consider an agent choosing between A and B, and choosing B will cause a better outcome, but the agent believes, perfectly reasonably, that choosing A will cause a better outcome. Causal decision theories will say the agent should choose A. They’d be better off if they chose B, but they should choose A. It’s bad luck to be in such a situation. But that’s the price of having a decision theory that is sensitive to one’s evidence. (There might be other senses of 'should’ that make the sentence 'They should to B’ come out true. Ignore those. They aren’t our concern.)
The way this is implemented is that 'cause’ doesn’t just appear in the middle of the theory, it appears inside the scope of a belief operator. The belief operator in question will usually be a quantitative operator (i.e., it will be expressly about credences) but it’s still a belief operator. That raises an interesting theoretical possibility.
Consider a case where there are two philosophically plausible theories of causation, C1 and C2. In fact, C1 is correct, and C2 false, but this isn’t obvious. In fact, a perfectly reasonable philosopher could hold C2, defend C2 in a series of papers, and so on. Now imagine that our philosopher has a choice between A and B, and she knows the following is true. If you plug C1 into where the causal decision theory says 'cause’, you get a clear recommendation to choose A. If you plug C2 into where the causal decision theory says 'cause’, you get a clear recommendation to choose B. What should our imagined philosopher do? Or, I hope equivalently, what should a causal decision theorist say that she should do?
You might worry that such a case is incoherent; it’s impossible to have reasonable competing theories of causation that have the characteristics decsribed in the previous paragraph. That’s a fair worry; I felt the same way until recently. But I’ve been convinced by the discussion in chapter 6 of Arif Ahmed’s recent book Evidence, Decision and Causality (2014) that it is possible. The details don’t really matter here, but the basic idea is embed our decision maker in an EPR quantum entanglement experiment. Remember the basic idea is that even though the two detectors are space-like separated, the output probabilities at the far detector are correlated with the settings at the near detector. This correlation is robust enough to support counterfactuals, but it does not permit superluminal signalling between the two detectors. (I’m aiming to follow Maudlin (2002) in this quick summary of the case, but I’m not an expert on the details.)
Question: Does changing the settings at the near detector cause the measurements at the far detector to be different?
Good question! It sure seems like it does; there is a nomologically grounded, counterfactual supporting correlation between frequencies that seem to be tracking chances. At least as I understand counterfactuals, there is counterfactual dependence between the settings at the near detector, and the measurements at the far detector, and so there is causation on a counterfactual dependence picture of causation. And on many other pictures besides; all that matters is that counterfactual dependence is sufficient for causation, not that causation should be understood or analysed in terms of it. On the other hand, there is no process that runs between the two detectors, there is no mark that is, or even could be, transmitted between the two. So it’s very hard to see how any kind of causal process theorist could say there is causation between the two detectors.
Now imagine the following setup:
- The agent knows the current angle between the detectors, and knows the probability that the two detectors will produce the same measurement given this angle.
- The agent is offered a bet at completely fair odds on whether the results of the two measurements will be the same.
- The agent knows that after they place the bet, and after the particles are discharged, they will have the opportunity to change the angle of the near detector in such a way that, were the angle that way to start with, their bet would have a very positive expected payout (even after the fee).
- The difference in win probabilities that would ensue after such a change is one that could not be classically explained.
Should they ever pay the fee? Intuitively, the answer is yes. Ahmed first argues that CDT can’t explain this. But the argument assumes that there is no causal link between one detector and the other, so set that aside. There is a more interesting, for my purposes, argument he has.
Imagine the agent believes, or at least gives high credence to, a theory of causation in which it is impossible for changing the settings at one detector to cause a change in the measurement at the other detector. This theory may well be false; that won’t matter. What will matter is that the agent give it high credence, and indeed reasonably give it high credence. Then, says Ahmed, CDT will still say that the fee shouldn’t be paid, and that’s still wrong.
There are a couple of moves the CDT believer could make at this point. First, they could say that we should expect people with false beliefs, as the agent has in this case about causation, will miss opportunities to make lots of money. That seems like a reasonable response to me, but set it aside. Because I think there’s a much better response.
At the heart of an version of CDT will be a formula for assigning values to actions. It will be of the form V(A) = …Cr(A causes X)…, where the X is a bound variable ranging over possible outcomes. Now the issue here is how to interpret Cr(A causes X) when the agent has a false belief, or at least non-zero credence in a false proposition, about what causation is. There are, basically, two options.
- Cr(A causes X) = the credence has that A C’s X, where C is the actual causal relation.
- Cr(A causes X) = the credence has that A and X stand in the causal relation, whatever it turns out to be.
And I think CDT should use the first. The kind of constitutive mistake that’s involved in having the wrong theory of causation, or constitutive uncertainty that’s involved in being unsure about what the right theory of causation is, shouldn’t be relevant to decision making. So if the CDT defender can defend a theory of causation on which counterfactual dependence is sufficient for causation, however that dependence is sustained, they will be able to get the intuitively right response in Ahmed’s example. Ahmed has a response to this argument, which runs like this.
The … objection to CDT is not that it gives bad advice, but that what advice it gives depends not on the observable statistics but on … whether or not there is any causal influence between the receivers. …[S]ome philosophical analyses of causation [say there is, others say there is not.] For now, what matters is not which analysis is correct, but that what advice CDT gives depends on settling this philosophical question.
For it should seem strange that the answer to a practical question ('Which bet?’) should turn on abstruse theoretical matters. After all, nothing about the theoretical situation has any impact upon the facts that will actually settle your pay-offs. We know in advance what these are…
This complaint against CDT goes to the heart of what distinguishes causalism from evidentialism. Causalism makes a practical question about what to do depend upon recondite metaphysical issues on which maybe nothing observable turns. That involves it in a complete misconception of what practical reasoning is and why it matters. To give non-trivially different practical advice in practically indistinguishable situations is to fail to understand that you are giving practical advice. (Ahmed, 2014, 156)
Ahmed goes on to try and cash out this objection, but he does so in a way that assumes the CDT defender will use reading 2, rather than reading 1, of Cr(A causes X). Still, there is an objection here to reading 1. Why should our practical decision theory turn on 'recondite metaphysical issues’?
Well, because there isn’t any alternative. Ahmed’s preferred theory turns on what the agent’s credence in various propositions is, and what the value of various payoffs is. But the metaphysics of credence and of value are just as hard as the metaphysics of causation. There are all sorts of cases where it is far from obvious just what the agent’s credence really is, and what the agent’s values really are. Yet still, what they should do in non-Newcomb-like cases is simply maximise expected utility. Saying just which choice maximises expected utility requires settling these hard, even perhaps recondite, metaphysical issues. But there’s no getting away from metaphysics.
I used to worry that my views on normative uncertainty faced the following dilemma. I say that what’s right to do for an agent turns on their evidence about factual questions (fairly broadly construed), but on what’s really true about normative questions (fairly broadly construed). That makes it look like my theory relies on the existence of a nice clean factual-normative distinction. And the history of philosophy suggests that that’s not something you want to rely on.
In partial response, I want to stress that cases like these show that I don’t really need a distinction between normative and non-normative questions. What I need, or at least a closer approximation to what I need, is a distinction between constitutive and non-constitutive questions. Uncertainty about what goodness really is, or about what rationality really is, don’t matter to decision making. Nor does uncertainty about what causation really is, and for just the same reason. This doesn’t eliminate the worry that I’m positing a dualism that might be thought untenable for various, broadly Quinean, reasons. But it does change the issue of which dualism I’m committed to.