Paul Crowley (
ciphergoth) wrote2009-02-03 01:06 pm
The "mere token" effect
Happened across a fascinating new cognitive bias today: the "mere token" effect. In summary:
It's worth noting that hyperbolic discounting with intertemporal bargaining, the model presented in "Breakdown of Will" that I've enthused about before, completely fails to predict this phenomenon.
Scope Insensitivity and the "Mere Token" Effect, Oleg Urminsky, 2006.
Update: I've edited the second point above: it used to read "If you give them $50, and then present them with the same choice, they make roughly the same decision". This gives the misleading impression that there's some difference in substance between the second and third points, which resulted in some discussions below. I hope that with the new phrasing, it's clear that there is no real difference at all between the second and third scenario; it is exactly the same choice phrased in two different ways. Updated: trying yet again with phrasing of the second choice.
- If you offer people a choice between $300 in a week or $900 in a year, 62% of respondents choose the $300 in a week.
- If you tell them that, immediately after they choose, you're going to give them $50, and then present them with the same choice, they make roughly the same decision.
- If you offer them a choice between $50 now and $300 in a week, or $50 now and $900 in a year, suddenly 52% of respondents choose the $900 in a year option.
It's worth noting that hyperbolic discounting with intertemporal bargaining, the model presented in "Breakdown of Will" that I've enthused about before, completely fails to predict this phenomenon.
Scope Insensitivity and the "Mere Token" Effect, Oleg Urminsky, 2006.
Update: I've edited the second point above: it used to read "If you give them $50, and then present them with the same choice, they make roughly the same decision". This gives the misleading impression that there's some difference in substance between the second and third points, which resulted in some discussions below. I hope that with the new phrasing, it's clear that there is no real difference at all between the second and third scenario; it is exactly the same choice phrased in two different ways. Updated: trying yet again with phrasing of the second choice.
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And then charge you $800 for the service :).
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Probably a different effect: I remember reading a web article years ago that explained why some watch manufacturer made three models of a particular watch. I can't find the article or remember the details but it went along the lines of: if they made two versions, the cheap $10 watch and the expensive $30 watch, most people buy the cheap one. If they introduce a $100 watch and change nothing else, the exact same group of people will now choose the $30 watch.
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However the $50 up front "proves" their intention to give you money so you will be more prepared to wait for them.
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And in addition they are not so likely to change their already-made-up-mind from test1 to test2 when they are given the £50 as it would get them to question the intention of the £50 up-front (unless i misunderstood that and it is a different sample of people)
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In all cases, the test is added to a customer satisfaction survey on a website. In all cases, you don't actually get any money until you've filled out all the options. In the second case, you get told you're going to get $50, you confirm that's what you're getting, and then you're presented with the choice; in the third you're presented with the choice with the $50 rolled in. So there is absolutely zero real difference between the two cases on which to hang a rational difference of decision.
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So, alternative popsci explanation: Economics has the concept of a "sunk cost" - money you've already lost which should not affect your choice of whether to spend more money towards a certain goal or not. People allegedly have difficulty reasoning about this but maybe this experiment shows that on some level people understand the principle. In case (2) the $50 is a sunk cost for the experimenter, or perhaps a "sunk gain" for the subject. It can't be used to reason about the future behaviour or motivations of the experimenter, so has no effect. The promise of a future $50 indicates something about the experimenter's future behaviour however, and if made good on promotes trust in the distant reward of $900.
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Unless by difference in outcome you mean that people make different choices, but I can't see how we can justify that difference by reference to itself!
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(1) You ask them to choose $300 in a week or $900 in a year.
(2) You give them $50, then ask them to choose $300 in a week or $900 in a year.
(3) You ask them to choose $50 now and $300 in a week, or $50 now and $900 in a year.
So basically, giving them something now has no effect, but offering them the choice of something now does?
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It looks like you've chosen the percentages for 1 and 3 from study 1a, which only considered cases 1 and 3. Case 2 was introduced in study 1c, which used a $100 'token' and a choice between $300 and $1000, resulting in percentages choosing the $1000 of 63%, 67% and 73% for the three cases.
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Suppose option 2 says "You get $50 now, and also you can choose $300 in a week or $900 in a year", and option 3 says "You get $50 now and $300 in a week, or $50 now and $900 in a year". Someone who wasn't listening properly for the first four words of each would naturally treat option 2 exactly like option 1, but would treat option 3 very differently and might easily consider that money right now trumps money in a week in addition to the extra $600 a year later.
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Scenario One. Take the $300, I can't really explain but the idea of having to wait a year means I'm less likely to trust the other person to pay the $900
Scenario Two & Three. Slightly more inclined to go for the $900 but still worried about the year waiting for it, can't explain why though.
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So to my question, what is a useful explanation of this phenomenon? There can be no explanation by logic as in order to apply logic you have to convert option 2 & 3 into identical propositions which leaves you dry. I have discussed above an explanation by analogy. My view is that usually human beings base decision making of this type on heuristics not logic - they try to think of outcomes of similar choices that have been offered to them in the past. You can play around with defining your offer in way that looks like one that was a good bet in the past versus one that has looked like a bad bet in the past. You can play around with the concreteness and the abstractness of the offer (money versus points). The common human strategy while definitely irrational seems to be a somewhat successful option evolutionarily so far which is probably the most you can say. I'd guess that the strictly logical approach to such questions might have flaws too. There'd probably be too many pieces of information to take into account to fully assess the value of $300 now versus $900 later and in order to avoid stasis you just have to break the loop - the precise phrasing of the offer leads to the average human breaking the loop one way or the other. I bet if it was £300 now versus £1m at the end of the year - logical behaviour would reassert. Anyway I've gone on way long - anyone else want a go?
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Yet another cognitive bias to watch out for. I like to think I'm relatively good at this sort of thing. My personal preference for deferred gratification options sometimes errs on the too-strong/time-discount-too-low side, which is unusual. (I've been known to save treats long past their edibility dates, and not particularly regretted it.) But nevertheless - I strongly suspect I'm somewhat prone to this when making snap judgements under pressure. And so I'll be trying to bear this one in mind, along with all the others I'm aware of ... adding to the risk of cognitive overload, making me more prone to errors of judgement. Whereas people seeking to exploit this in offers have the time to consider (and can pick just one).
Actually, though, those who do seek to exploit that sort of flaw (whether legit sales staff or scam artists) tend not to restrict themselves to a single strategy, and spotting any such tactics tends to be a red flag for me, and once I'm actively suspicious I'm very hard to convince.
'Frinstance, I can't see how I'm ever going to get my fogged double glazing panels replaced, since it requires interacting with double glazing sales people, and I've yet to meet ones who don't scream "Run away! Do not buy!" to me. It's life-limitingly foolish to invite known vampires in to your home ... but what if vampires are the only ones who can fix your windows?
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That's only 14% of people changing their minds - it looks like it could well be significant, but it's clearly not as universal/strong a phenomenon as some others. Including the base effect of dramatic discount rates of which the 'mere token' effect is a modulation.
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Second: I get $50 now, and then get to chose between $300 and $500.
Third: I get to chose between $50, $300 and $500.
... which seem completely different, and I can't seem to read em any other way. Like I said, probably me being a dumb.
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No idea why the difference in percentage, though...
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Yes it is, but there's problem. It's not what the study tested. The percentages from the study
For a start, the $50 was not offered 'now' or 'as soon as you've pressed OK'. Additionally, it wasn't always $50. In option three it was offered in three days (page 12 of the paper). In option 2 $100 (not $50) was offered as a separate reward, but still in three days (page 15 of the paper). This was not an instant reward. Whether or not that changes the results is a matter for conjecture, but it still means that the situation wasn't as
That said, if you only look at 1c and don't mix in the results from the earlier survey, I think
Here, as best I can present them, are the options from 1c of the paper (pages 15 & 16), where at least the quantities of money are consistent, so the results should be directly comparable. Please check my working with the original paper - if
Option 1:
Choose between:
* $300 in a week
* $1000 in a year
37% choose $300; 63% choose $1000.
Option 2:
Choose between:
* $100 in three days and $300 in a week
* $100 in three days and $1000 in a year
27% choose $300; 73% choose $1000.
Option 3:
First, agree to receive $100 in three days. Then choose between:
* $300 in a week
* $1000 in a year
33% choose $300; 67% choose $1000
Note that the study includes z- and p-values for the results, but my statistics is too rusty to be certain I'm interpreting them correctly. If anyone else would like to check the original paper and report, I'd be grateful.
And, just to reiterate, I agree that options 2 and 3 are, on the face of it, logically identical but presented differently, and that the fact that people do choose differently between the two options is unexpected and worthy of investigation.
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My guess is that, in more serious and controlled situations the same people would apply a more reasonable depreciation, like *0.8 a year or better. It seems that the "small amount of money now" fixes this for the casual situation of the experiment. It's not clear to me if the monery really suppresses a bias (skewed valuation) or if it addresses a straightforward issue of trust that otherwise confounds the experiment. I would certainly doubt whether I'd see the 1-week or 1-year payments, and fifty-one weeks less of doubt is valuable.
Another possible confounding factor is the "closed world" formulation of the experiment. In a closed world, "broke now" is really bad but "money in my pocket" may be comfortable enough to allow me to wait for the better pay-off in a year. I might be broke again next week, but who cares.
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