« Long hair | Main | Malcolm Gladwell has a blog »

Behavioral economics at Harvard

This article is a good introduction.  Beneath the fold you will find an excerpt with an interesting example of the power of photographs...

Mullainathan worked with a bank in South Africa that wanted to make more loans. A neoclassical economist would have offered simple counsel: lower the interest rate, and people will borrow more. Instead, the bank chose to investigate some contextual factors in the process of making its offer. It mailed letters to 70,000 previous borrowers saying, “Congratulations! You’re eligible for a special interest rate on a new loan.” But the interest rate was randomized on the letters: some got a low rate, others a high one. “It was done like a randomized clinical trial of a drug,” Mullainathan explains.

The bank also randomized several aspects of the letter. In one corner there was a photo—varied by gender and race—of a bank employee. Different types of tables, some simple, others complex, showed examples of loans. Some letters offered a chance to win a cell phone in a lottery if the customer came in to inquire about a loan. Some had deadlines. Randomizing these elements allowed Mullainathan to evaluate the effect of psychological factors as opposed to the things that economists care about—i.e., interest rates—and to quantify their effect on response in basis points.

“What we found stunned me,” he says. “We found that any one of these things had an effect equal to one to five percentage points of interest! A woman’s photo instead of a man’s increased demand among men by as much as dropping the interest rate five points! These things are not small. And this is very much an economic problem. We are talking about big loans here; customers would end up with monthly loan payments of around 10 percent of their annual income. You’d think that if you really needed the money enough to pay this interest rate, you’re not going to be affected by a photo. The photo, cell phone lottery, simple or complicated table, and deadline all had effects on loan applications comparable to interest. Interest rate may not even be the third most important factor. As an economist, even when you think psychology is important, you don’t think it’s this important. And changing interest rates is expensive, but these psychological elements cost nothing.”

Mullainathan is helping design programs in developing countries, doing things like getting farmers to adopt better feed for cows to increase their milk production by as much as 50 percent. Back in the United States, behavioral economics might be able to raise compliance rates of diabetes patients, who don’t always take prescribed drugs, he says. Poor families are often deterred from applying to colleges for financial aid because the forms are too complicated. “An economist would say, ‘With $50,000 at stake, the forms can’t be the obstacle,’” he says. “But they can.” (A traditional explanation would say that the payoff clearly outweighs the cost in time and effort, so people won’t be deterred by complex forms.)

Thanks to a reader -- his name mistakenly deleted from my email -- for the pointer.

Posted by Tyler Cowen on February 27, 2006 at 02:35 PM in Economics | Permalink

TrackBack

TrackBack URL for this entry:
http://www.typepad.com/t/trackback/3576/4348672

Listed below are links to weblogs that reference Behavioral economics at Harvard:

» Mais Sendhil Mullainathan from De Gustibus Non Est Disputandum
O Marginal Revolution escreve trata de uma pesquisa do Prof. Sendhil Mullainathan. Bem interessante. Você já conhece o sujeito. Veja ali no dia 25 de Fevereiro. É...graças ao leitor Erick, o Gustibus está até dando furo no MR. Leo.... [Read More]

Tracked on Feb 27, 2006 3:24:54 PM

» Behavioral economics introduction from Applied Abstractions
Harvard Magazine has a good introductory article on behavioral economics (with sidebars). I liked the idea that the field should have been called cognitive economics - makes sense, with fewer pigeon connotations.(Via Marginal Revolution.)... [Read More]

Tracked on Feb 28, 2006 2:57:54 AM

» U-16 from Innovation Online
Universal Education to Grade 16 I have been thinking a lot about education. I have also been thinking about behavior and information. Why is it that more kids don’t go on to college? Fear? Laziness? Lack of Talent? The returns... [Read More]

Tracked on Feb 28, 2006 12:18:00 PM

» Why Experiments are Misleading from EconLog
Tyler Cowen discusses an interview with Harvard's Mullainathan, in which he talks about a bank's randomized marketing experiment: “What we... [Read More]

Tracked on Feb 28, 2006 4:45:43 PM

» For "Your" Own Good? from Dynamist Blog
With its insights into the ways people act inconsistently or against what they say they want, behavioral economics can provide useful ideas for incrementally improving management, and self-management. Richard Thaler, for instance, has turned his resear... [Read More]

Tracked on Feb 28, 2006 6:39:50 PM

» Obscure Demand Function Factoid from EconLog
Why did so many comic books during the Silver Age features gorillas? (Didn't know that they did? Neither did I!)... [Read More]

Tracked on Mar 5, 2006 7:21:47 PM

» Obscure Demand Function Factoid from EconLog
Why did so many comic books during the Silver Age features gorillas? (Didn't know that they did? Neither did I!)... [Read More]

Tracked on Mar 19, 2006 4:21:29 PM

Comments

I would say that the article rather overstates the role that Harvard has
played in the development of behavioral economics, and the claim that
Harvard has the greatest concentration of behavioral economists, even
among the top five schools or so, is overdone. Berkeley for one probably
beats Harvard, and lower down there are quite a few places that beat it,
including George Mason. While Laibson and Bohnet and Glaeser are
important, and Mullanaithan is a new and rising star, the idea Shleifer
and Summers played some big role in all this is ridiculous.

Posted by: Barkley Rosser at Feb 27, 2006 3:43:20 PM

Sex sells?!???!

Posted by: dan at Feb 27, 2006 4:50:05 PM

Barkley,
Shleifer has had a very significant impact on behavioral finance (cf. survivial of noise traders, limits to arbitrage). So it is not as ridiculous as you think, at least as far as Shleifer is concerned.

Posted by: Commenterlein at Feb 27, 2006 4:53:35 PM

Commenterlein,

The noise trader article is very important (actually there were several
related papers). However, the key to that paper was really the behavior
of the rational agents, who had to take account of the presence of the
noise traders. In terms of the noise traders, most in fact did not do
well. It was a small proportion who, in effect, randomly happened to
buy low and sell high, even more so than the rational fundamentalists.

Also, the Harvard article seems to suggest that the only coauthor on
that paper was Summers. However, there was also Robert Waldmann and
Brad De Long. I am not sure where Waldmann is, but De Long is at Berkeley,
which, I already noted, is at least as rife with major behavioralists
as Harvard, starting with George Akerlof, who is probably more important
than anyone at Harvard for this right now. Of course the most important
behavioralist Harvard had was Tom Schelling, the most recent Nobel Prize
winner, and Tyler Cowen's major prof. But that was long ago and far away.

BTW, of course we can expect the Harvard mag to overstate the contributions
of the Harvard faculty. Also, no, I do not have an animus against Harvard.
Several family members of mine either went there or taught there.

Posted by: Barkley Rosser at Feb 27, 2006 5:13:13 PM

I say these folks need to ask any online marketing on behavior marketing and multivariate testing. Being in the field, there are countless examples of how changes in the layout, color and photo (superfical things) can have a dramatic impact on getting a person to sign up for a service or buying a product.

Here's one company that does this:
http://www.vertster.com/page.asp?article=1052

There are countless others.

Posted by: StrategyUnit at Feb 27, 2006 5:48:21 PM

Barkley,
I know the DSSW paper and the related papers by Shleifer and Vishny, in fact I teach them. Shleifer's most interesting and imho most important paper in that realm is the one on the effect of delegated portfolio management on the limits of arbitrage. If you read that paper (the title of which eludes me right now) and then read "When Genuis Fails" about LTCM's collapse, you'll come away impressed.

Posted by: Commenterlein at Feb 27, 2006 5:55:45 PM

Commenterlein,

I am not disputing that Shleifer has written good and useful and
important papers on finance. What I am disputing is that they were
or are key papers in the development of behavioral finance. Yes,
the noise trader paper and the one on the limits to arbitrage are
not fully EMH ratex papers, but I would view them as more on the
periphery of behavioral finance and far from being the centerpieces
of its development. Obviously this is a matter of judgment.

Posted by: Barkley Rosser at Feb 27, 2006 6:11:28 PM

Barkley,

This is indeed a matter of judgement, and I would strongly argue that these papers are important to the development of behavioral finance. Without limits to arbitrage, individual investors and traders can behave as crazily as they want, their impact on asset prices and returns would still be extremely limited. The Shleifer et al. papers made no contributions to our understanding of investor psychology, which is probably why you think that they are on the periphery of behavioral finance, but they provided a basis for why investor psychology should matter for asset prices. This is an absolutely crucial piece of the behavioralists' argument against the EMH.

Lakonishok, Shleifer, and Vishny (1994, JF) then showed empirically that investment strategies based on exploiting behavioral biases achieve large excess returns without loading on any known risk factors. The results from this paper have then been challenged, supported and / or re-interpreted in dozens of follow-on papers, and even without taking a stance one has to acknowledge that Lakonishok and Vishny (in the end without Shleifer) have used their insights to build one of the most successful value investment firms in the country:

http://www.lsvasset.com/jsps/

Posted by: Commenterlein at Feb 27, 2006 6:29:22 PM

Capital One Financial has made $billions using the same techniques as described in the example.

Posted by: doug at Feb 27, 2006 7:17:59 PM

“We found that any one of these things had an effect equal to one to five percentage points of interest! A woman’s photo instead of a man’s increased demand among men by as much as dropping the interest rate five points!"

Does this mean 5%, .5%, or .05%? If it's the first, I don't believe the assertion.

Posted by: David Andersen at Feb 27, 2006 9:00:04 PM

The article gave an example from Laibson on exercising that doesn't add up. Here it is:

"Consider a project like starting an exercise program, which entails, say, an immediate cost of six units of value, but will produce a delayed benefit of eight units. That’s a net gain of two units, “but it ignores the human tendency to devalue the future,” Laibson says. If future events have perhaps half the value of present ones, then the eight units become only four, and starting an exercise program today means a net loss of two units (six minus four). So we don’t want to start exercising today. On the other hand, starting tomorrow devalues both the cost and the benefit by half (to three and four units, respectively), resulting in a net gain of one unit from exercising. Hence, everyone is enthusiastic about going to the gym tomorrow."

This is wrong. Starting an exercise program tomorrow incurs a benefit today of only 2, not 4 (because the agent would discount twice). So today the agent would choose not to start exercising tomorrow. In technical terms, Laibson is saying here that discounting in this way is not dynamically consistent. This is not true. Perhaps Laibson was just trying to explain hyperbolic discounting (which is not dynamically consistent) simply (but incorrectly) so as not to confuse the average reader of Harvard Magazine (who should be able to understand the concept).

Posted by: Stoves at Feb 27, 2006 9:53:44 PM

Having taken Psych&Ec with Laibson and Shleifer, I can assure you that Laibson understands the difference between hyperbolic discounting and discounting. (For the point he is making in that quotation, by the way, non-hyperbolic discounting doesn't do the job of explaining why we would like to excercise tomorrow, but not today.)

If you are claiming, not that Laibson doesn't understand standard models of discounting, but that he has misrepresented "the human tendency to devalue the future", then you should take a look at his research on modelling saving. He shows that hyperbolic discounting seems to be the predominant influence models of macro phenomena like savings over the life cycle.

Posted by: jt at Feb 27, 2006 10:30:58 PM

I am not arguing against hyperbolic discounting (I think it is quite intriguing). And I know Laibson understands the concept very well. However, if you were to have described hyperbolic discounting this way on a test in Laibson's class, I'm sure you would have gotten it wrong.

Posted by: Stoves at Feb 27, 2006 11:37:03 PM

You have to recognise that there's something a little bit amusing about this whole presentation of the research, headline:

"economists discover, constrary to popular belief, that people are *not* consistent maximisers."

This is after 200 years of headlines:

"economists discover that, contrary to popular belief, people *are* consistent maximisers."

Posted by: TomC at Feb 28, 2006 7:06:58 AM

Another note: politically, this behavioural economics is a bit unpleasant. A lot of old economists have defended the rationality-hypothesis as a noble lie, as well as a simplification device, and as a bold conjecture. It's a noble lie because our politics & culture is based on the sovereignty of the individual: that your preference is your preference, and it won't be second-guessed.

The behavioural economists are scoring easy points, by attacking the problems which other economists had had a gentleman's agreement not to attack.

Posted by: TomC at Feb 28, 2006 7:17:08 AM

This part of the article almost makes it sound like they gave Vernon Smith the Nobel Prize because Tversky was dead:

"In 2002, Kahneman received the Nobel Prize in economics along with Vernon Smith, Ph.D. ’55, of George Mason University, who was honored for work in experimental economics. (Tversky, Kahneman’s longtime collaborator, had died in 1996.)"

Posted by: scott cunningham at Feb 28, 2006 7:17:48 AM

They don't give much information about the profiles of the recipients of the loan offers. As an American ex-pat in Johannesburg, I'm pretty confident that a lot of the bank customers weren't even clear on what the interest rate meant.

South Africans are also unusually accepting of high-interest variability and paying high-percentages of income for matters like this. It's not atypical for a South African to spend 30-40% of monthly income on a car payment. And they follow this pattern even as income increases, which is why every 5th car on the road is a BMW, and there's a car dealership every 5 km or so.

Posted by: Nathan T. Freeman at Feb 28, 2006 9:15:31 AM

The hyperbolic discounting example is correct: there's an intial discount of 1/2 tomorrow and then (as a simplification) no further discount. So instead of the usual hyperbolic discounting of 1, beta, beta*delta, beta*delta^2, ..., the discounting goes 1, 1/2, 1/2, 1/2, ...

In particular, two days from now is weighted the same as one day from now.

Posted by: aram at Feb 28, 2006 9:24:45 AM

People in Sales have known that framing changes purchasing tendecies for hundreds of years. Every insurance salesman knows that you sell larger policies when you state the premium in per month dollars as opposed to annual cost. Likewise, telling people that they can feed a child for "pennies a day" generates much more contributions then asking people for a few hundred dollars a year.

Posted by: Shmuel Melamed at Feb 28, 2006 11:07:38 AM

Commerlein,

So, Lakonishok is at the U. of Illinois and Vishny is at Chicago. At least as important as the paper you mention is Lakonishok-Brock-LeBaron, with Brock at Wisconsin and LeBaron at Brandeis, none of them at Harvard.

The point remains that Shleifer is relatively peripheral here, even if he has more recently gotten on the bandwagon and started teaching a course with Laibson. The Harvard mag overstated the position and role and leadership in this area relative to other institutions.

Of course another howler in the article is its playing up of both Summers and Shleifer. Since it came out, Summers has lost his presidency, and one reason is because of his excessive support of Shleifer in certain matters involving his activities in Russia, none of this mentioned. I suppose one could say that they know a lot about behavioral finance from their actual practice of it...

Posted by: Barkley Rosser at Feb 28, 2006 2:51:42 PM

Most people are too stupid to know how to maximize their economic situation.

Posted by: Half Sigma at Mar 3, 2006 10:50:11 AM

As Doug stated, the credit card industry has known this for a long time... Capital One was the pioneer in this area, and the others have done a reasonable job imitating them

Posted by: Adam at Mar 3, 2006 8:42:51 PM

beroemd lesbisch ^^^ bondage fotos ^^^ soprannaturale lesbiche ^^^ fighetta fottilo a letto ^^^ au lit sous la douche ^^^ prodigieusement film ^^^ la plus chaude fils mpegs ^^^ frais vingt quatre ^^^ desiderio allievo urinate ^^^ fantastico allievo pompino ^^^ tillgjord skolflicka dubbel penetrering ^^^ otrolig ung tillverkningen alska ^^^ imbarazzato studentessa inculate ^^^ congenial segretaria fottilo ^^^ nett ibenholt ^^^ snill kysk ^^^ varm uhyggelig sonn ^^^ utmerket tysk ^^^ esthisi astinomikos ^^^ freskos koritsia piomenos ^^^ le plus froid mman sequences ^^^ chaud mpegs ^^^

Posted by: levan at Sep 6, 2006 3:29:35 AM

riservato allievo ubriache II osare cowgirl ubriache II magoulo kolos sta skalia II exohos lesvia omadiko II aimable etudiante chatte II non sens fille ejaculation II mamme porche nude II osare fighette sesso II kaamea isi II viilein valtava neito II comico allievo II giovane fotti sulle scale II films aktfotografie II jong zaaddrinken in bed II medelmattlig fyllig II i hemmet leksaker II i sovrummet chat II kall orgie II absurd skolflicka varandra II attraktiv elev prostituerad II exipnos gramateas striptiz II adranis efivos katourima II warmer skolepike II heet kralen II adynamos koritsia piomenos II omorfi erasitehnis katourima II fellations etudiante fendue II foto darmowe strony erotyczne II oralne w salonie II

Posted by: gytuk at Sep 14, 2006 1:54:07 AM

codice installazione it geburtstagsgeschenk erwachsener ethernet cable pink panther pantera rosa c t o bowflex leg press targus notebook back pack teatro dell opera roma zoccolo dr schools ippodromo capannelle it the hackers choice uscira nuovo album dei death ss hotel economico marsiglia brueckenbau bremen sale congresso reclaimed motor caravan auction england clinica villa mafalda lane furniture ovation sectional alfred nobel it anwalt wohnrecht book resale rights behinderten kfz kindergeld rechner marbella last minute performance business hemd 30000 euro kredit antique vase appraisal chocolate wedding favours windel machen delaware personal ad alpine cd player divino amore it kind spiel online cruiser rahmen blue pearl incense old wittnauer ladies white gold watch visual studio ppc gesellschaftsspiel risiko outside christmas light hooks dove era cartagine innova pressure cooker model sauna thermometer nikon f4 instruction manual immobilienkauf spanien paulson clay poker chips baldo hotel noleggio auto fidenza blockbuster verleihen adrenalin radsport schlangengift neurodermitis wagner reifen richard petty driving school skulptur steinbildhauer acne trattamento conferenza congresso casino ibis hotel frankfurt wild heart designs sewer backflow valves gio moretti it electronic components resonanz coach parallelport elektronik wildpark hamburg usb steckdose folding keyboard tray sistema operativi windows xp lacie external hd fischer wohnmobil hats and sun visors antonio guerriero dio muenster wohnung biete schlafzimmer nolte marble switch plates internet connection camcorder canon xl2

Posted by: amore at Nov 25, 2006 6:48:46 AM

Post a comment