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Duppe and Weintraub date the birth of Economic Theory,  at June 1949. It was the year in which Koopmans organized the Cowles Commission Activity Analysis Conference. It is also counted as conference Zero of the Mathematical Programming Symposium. I mention this because the connections between Economic Theory and Mathematical Programming and Operations Research had, at one time been very strong. The conference, for example, was conceived of by Tjalling Koopmans, Harold Kuhn, George Dantzig, Albert Tucker, Oskar Morgenstern, and Wassily Leontief with the support of the Rand corporation.

One of the last remaining links to this period who straddled, like a Colossus, both Economic Theory and Operations Research, Herbert Eli Scarf, passed away on November 15th, 2015.

Scarf came to Economics and Operations Research by way of Princeton’s mathematics department. Among his classmates was Gomory of the cutting plane method Milnor of topology fame and Shapley. Subsequently, he went on to  Rand ( Dantzig, Bellman, Ford & Fulkerson). While there he met Samuel Karlin and Kenneth Arrow who introduced him to inventory theory. It was in this subject that Scarf made the first of many important contributions: the optimality of (S, s) polices. He would go on to establish equivalence of the core and competitive equilibrium (jointly with Debreu), identify a sufficient condition for non-emptiness of the core of a NTU game (now known as Scarf’s Lemma), anticipated the application of Groebner basis in integer programming (neighborhood systems) and of course his magnificent `Computation of Economic Equilibria’.

Exegi monumentum aere perennnius regalique situ pyramidum altius, quod non imber edax, non Aquilo impotens possit diruere aut innumerabilis annorum series et fuga temporum. Non omnis moriar…….

I have finished a monument more lasting than bronze and higher than the royal structure of the pyramids, which neither the destructive rain, nor wild North wind is able to destroy, nor the countless series of years and flight of ages. I will not wholly die………….

You shouldn’t swing a dead cat, but if you did, you’d hit an economist doing data. Wolfers wrote:

“…...modern microeconomists are more likely to spend their days knee-deep in large-scale data sets describing the real-world decisions made by millions of people, and less likely to be mired in Greek-letter abstractions.”

Knee-deep usually goes with shit, while mired with bog. I’ll pick bog over shit, but suspect that that was not Wolfers’ intent.

The recent paper by Chang and Li about the difficulty of replicating empirical papers  does rather take the wind out of the empirical sails. One cannot help but wonder about the replicability of replicability studies. No doubt, a paper on the subject will be forthcoming.

Noah Smith on his blog wrote:

So the supply of both good and mediocre empirics has increased, but only the supply of mediocre theory has increased. And demand for good papers – in the form of top-journal publications – is basically constant. The natural result is that empirical papers are crowding out theory papers.

Even if one accepts the last sentence, the first can only be conjecture.  One might very well think that the supply of mediocre empirical papers is caused entirely by an increase in the supply of mediocre theory papers whose deficiencies are  glossed over with a patina of empirics. Interestingly, when reviewers could find nothing nice to say about Piketty’s theories they praised his data instead. Its like praising the author of a false theorem by saying while the proof is wrong, it is long.

The whole business has the feel of  tulip mania. Empirical papers as abundant as weeds. Analytics startups as plentiful as hedge funds. Analytics degree programs spreading like herpes. Positively Gradgrindian.

“THOMAS GRADGRIND, sir. A man of realities. A man of facts and calculations. A man who proceeds upon the principle that two and two are four, and nothing over, and who is not to be talked into allowing for anything over.”

In empirical econ classes around the world I imagine (because I’ve never been in one) Gradgrindian figures laying down the law:

“Facts alone are wanted in life. Plant nothing else, and root out everything else. You can only form the minds of reasoning animals upon Facts: nothing else will ever be of any service to them.”

I have nothing against facts. I am quite partial to some.  But, they do not speak for themselves without an underlying theory.

Chu Kin Chan, an undergraduate student from the Chinese University of Hong Kong, has collected the placement statistics of the top 10 PhD programs in Economics from the last 4 years. You can find the report here. In it you will find the definition of top 10 as well as which placements `counted’. Given that not all PhD’s in economics who get academic positions do so in Economics departments, you can expect some judgement is required in deciding if a placements counts as a `top 10′ or `top 20′.

The results are similar to findings in other disciplines (the report refers to some of these). The top 10 departments place 5 times as many students in the top 20 departments as do those ranked 11 through 20. If you score a top 10 placement as +1, any other academic placement as a 0 and a non-academic placement as a -1, and then compute an average score per school, only one school gets a positive average score: MIT.

Chan also compares ranking of departments  by placement with a ranking  based on a measure of scholarly impact proposed by Glen Ellison. What is interesting is that departments that are very close to each other in the scholarly impact rating can differ quite a lot in terms of placement outcomes.

Read in tandem with the Card & Della Vigna study on falling acceptance rates in top journals and the recent Baghestanian & Popov piece on alma mater effects makes me glad not to be young again!

Chicago’s Booth school surveys select Economics faculty (the IMG panel)  on a variety of questions. Panelists are emailed a question and respond electronically, if so moved. They are asked to state whether they agree, strongly agree, disagree, are uncertain etc. as well as provide a level of confidence and, if they wish, some words of explanation. Here is one of the questions:

Using surge pricing to allocate transportation services — such as Uber does with its cars — raises consumer welfare through various potential channels, such as increasing the supply of those services, allocating them to people who desire them the most, and reducing search and queuing costs.

The correct answer to this question is: it depends. See below for the explanation. Back to the IMG panel. What is its purpose? According to the web site:

This panel explores the extent to which economists agree or disagree on major public policy issues. To assess such beliefs we assembled this panel of expert economists. Statistics teaches that a sample of (say) 40 opinions will be adequate to reflect a broader population if the sample is representative of that population.

Yes, but what is the underlying population? The IMG site does not say, instead it summarizes the cv’s of the sample:

The panel members are all senior faculty at the most elite research universities in the United States. The panel includes Nobel Laureates, John Bates Clark Medalists, fellows of the Econometric society, past Presidents of both the American Economics Association and American Finance Association, past Democratic and Republican members of the President’s Council of Economics, and past and current editors of the leading journals in the profession. This selection process has the advantage of not only providing a set of panelists whose names will be familiar to other economists and the media, but also delivers a group with impeccable qualifications to speak on public policy matters.

This is the high table of Economists, a group so select that the sample probably is the population. Why bother with the remarks about sampling?

How did the panelists respond to the surge pricing question? One  strongly agreed with the statement but with a level of confidence of 1 (which I think is the lowest). This panelist also provided an explanation that makes clear that the reported confidence level  was incorrect.  Another,  offers an `Agree’ with level of confidence of 3. Why not declare `uncertainty’? Or is the panelists trying to say: generally true but with some exceptions. The other responses suggest busy people  trying to be helpful (recall Truman) on a task that is low priority for them.

Only one panelist provides an answer that can be interpreted as `it depends’. That panelist reports being uncertain with a level of confidence of 10. This panelist also provides an explanation:

`Consumer plus producer surplus should rise but in the absence of competition consumer surplus may not. With competition consumers will gain.’

Two make things concrete, consider a monopolist who faces two states of the world characterized by two demand curves: peak and off-peak, with off-peak state occurring most of the time. Now compare consumer surplus in two scenarios: same price in both states of the world, different price in each state. In which scenario will consumer surplus be higher? Which is a lovely intermediate micro question! In addition, if buyers are liquidity constrained, a price mechanism will not efficiently match rides to riders who value them the most.

I think the answer to the question posed reveals less about agreement on policy than the default  assumption of the responder about the nature of the underlying market (passenger transportation).

Because I have white hair and that so sparse as to resemble the Soviet harvest of 1963, I am asked for advice. Just recently I was asked about `hot’ research topics in the sharing economy. `You mean a pure exchange economy?, said I in reply.  Because I have white hair etc, I sometimes forget to bite my tongue.

Returning to topic, the Economist piece I linked to above, gets it about right. With a fall in certain transaction costs, trades that were otherwise infeasible, are realized. At a high level there is nothing more to be said beyond what we know already about exchange economies.

A closer looks suggests something of interest in the role of the mediator (eBay, Uber) responsible for the reduction in transaction costs. They are not indifferent Walrasian auctioneers but self interested ones. eBay and Uber provide an interesting contrast in `intrusiveness’. The first reduces the costs with respect to search, alleviates the lemons problem and moral hazard by providing information and managing payments. It does not, however, set prices. These are left to participants to decide. In sum, eBay it appears,  tries to eliminate the textbook obstacles to a perfectly competitive market. Uber, also does these things but more. It chooses prices and the supplier who will meet the reported demand. One might think eBay does not because of the multitude of products it would have to track. The same is true for Uber. A product on Uber is a triple of origin, destination and time of day.    The rider and driver may not be thinking about things in this way, but Uber certainly must in deciding prices and which supplier will be chosen to meet the demand. Why doesn’t Uber allow riders to post bids and drivers to post asks?

Three items on copyright and revenue all on the same day.

First, is Taylor Swift’s open letter to Apple upbraiding them for not paying royalties to artists for their music during the trial period of its new streaming music service.  It caused the weenies at Apple to change their tune.

Second, a high court ruling in the UK which erased an earlier UK decision that made it lawful for users to copy purchased content for personal use. Related is freedom of panorama  which permits the photographing of copyrighted buildings and sculptures in public places. Up for vote this summer before the European parliament is legislation that would restrict such rights.

The Swift letter echoes the points she made earlier when she pulled her wares from Spotify:

“In my opinion, the value of an album is, and will continue to be, based on the amount of heart and soul an artist has bled into a body of work, and the financial value that artists (and their labels) place on their music when it goes out into the marketplace.”

One of the more poetic renditions of the labor theory of value I’ve read. Here is another line from the same missive:

“Valuable things should be paid for.”

No. Its the added value of a good or service that commands a premium. Pearsall-Smith got this right when writing of the novelists of his age.

“The diction, the run of phrase of each of them seems quite undistinguishable from that of the others, each of whose pages might have been written by any one of his fellows.”

Thus, the question is whether the heart and soul each artist bleeds into their work serve to differentiate it in a way that matters from others. The effectiveness of music recommender systems suggests not.

Enough of `Swiftian’ logic and lets turn to the UK high court ruling. The Electronic Frontier Foundation complained that it contained more economic theory than common sense. An irritating remark as the level of theory barely exceeded that you would find in an intermediate micro-economics course. It makes me wonder whether the pundits at the EFFs ever went to college.

The ruling is a perfect example of how consistency can become a procrustean bed. The UK government had earlier made the duplication of copyrighted material for personal use legal. It claimed that its reasons for doing were consistent with an EU copyright directive that requires the copyright holder to be compensated for forgone revenues lost to copying. The Judge concluded that the government’s rulings were, in fact, inconsistent with the EU directive and overturned it making copying for personal use illegal.

The law, as Dickens said, is an ass (the quadruped not the posterior). So, lets focus on the economics. The ruling by the way quotes Varian’s 2005 piece in the Journal of Economic Perspectives as well as Boldrin and Levine.

Suppose I sell you a song in a medium which is costly to reproduce and transport. If you want to listen to the song both at home and in your office you must purchase two copies. Now, a sea change. The medium on which the song is transmitted changes. The cost of duplication and transport is now zero. Am I worse off? If I am, then under the EU directive I should be compensated for this loss.

With this sea change, you would buy one fewer copy. However, I, recognizing the sea change gives you the same benefit as buying two copies, can simply raise my price to account for this. The High court ruling called this  pricing-in and the case turned upon whether the music seller, me in this example, could perfectly price-in. If not, then under the EU directive I am entitled (bizarre, I know) to compensation for lost profits.

If the sea change allows you to consume music in ways you previously could not (in the bathroom, in your car at night etc.) then it seems obvious that I could anticipate this and price-in. If the sea-change allows you to copy and distribute my music costlessly, then, I may be forced to sell my music at a discount or withhold it (see the Varian paper for intermediate cases). Whether I am harmed or not depends on whether you intend to use the sea change for personal use or to compete with me.

Interestingly, the discussion in the ruling as well as Varian’s paper ignores those who own the devices for transmitting, duplicating, storing and playing the music. Lets use the example in Varian pg. 11. You are willing to pay $20 for home use of a CD and $10 (actually 10 - \epsilon to break ties) for office use. The cost of copying is initially infinity.

The revenue maximizing price is clearly $20 for a CD, unless I could use a 2-part tariff. Now a third party develops a technology for copying CDs that is simple and convenient. Copying is now legal. Under the pricing-in story I should just charge $30 (assuming you have the technology). I’m better off and you are no worse off. However, we have ignored the owner of the copying technology. You, the music consumer have $30 to shell out. I can certainly capture $20 of it but to capture the remaining $10, I need the owner of the copying technology. Any simultaneous split of the $10 is a Nash equilibrium. The point is that the music and the technology that allows one to copy, format shift etc complements the music itself. That $10 is a joint gain to the owner of the song as well as the owner of the copying technology. One might argue that the owner of the copying technology is entitled to the full $10 as it is her innovation that allowed one to capture it. Hence, the copyright holder, me in this example, suffers no loss from the fact you can now copy my music.

Consider the following passage:
The first sound in the mornings was the clumping of the mill-girls’ clogs down the cobbled street. Earlier than that, I suppose, there were factory whistles which I was never awake to hear. There were generally four of us in the bedroom, and a beastly place it was, with that denied impermanent look of rooms that are not serving their rightful purpose. One afternoon, early in October, I was invited to black coffee at Fritz Wendel’s flat.  Fritz always invited you to ‘Black coffee’ with emphasis on the black. He was very proud of his coffee. People used to say that  it was the strongest in Berlin. Fritz himself was dressed in his usual coffee-party costume–a very thick white yachting sweater and very light blue flannel trousers.
Was it written by George Orwell or Christopher Isherwood? In fact, both. Its part of a longer passage composed by Cyril Connolly, a noted literary critic, whose name is now lost to posterity. The longer passage melds Orwell with Isherwood and Hemingway to produce something coherent (it appears in Connolly’s semi-autobiographical Enemies of Promise). With current technologies one wonders if one might form an entire novel using only sentences that have appeared in various other books.
What was Connolly’s purpose for sampling in this way? It was to make a point about competition for market share in literature. Best to let him relate it in his own words:
This, then, is the penalty for writing for the masses. As the writer goes out to meet them half-way he is joined by other writers going out to meet them half-way and they merge into the same creature-the talkie journalist, the advertising, lecturing, popular novelist.

Fox News and CNN have been in knots recently about how to allocate scarce debate slots to the many Republican pretenders to the oval office. Should Poll numbers be the criteria? What about gender, race, state office etc. etc. There is a simple and transparent way to allocate the slots: an auction. Neither CNN or Fox are charities. If the debates are a public good, there is no reason why Fox and CNN alone should forgo profits to host them. They should, instead auction off the rights to participate in the debates.

What design questions would have to be answered? First, how much time to allocate to the debate, i.e., what is the supply of the resource to be allocated? Second, should one auction slots or time. For example, should it be 10 slots of equal time lengths in a 2 hour time period? Or, should one allow the bidders to bid on the actual amount of time they would get in the 2 hour period? Are candidates the only ones allowed to bid, or can anyone submit bids on their behalf? Can one bid to deny time to the candidates? Actually, as these are not debates at all, but parallel news conference, perhaps one should auction off the right to answer questions. In real time. That would be entertainment!

Is it the business of the US Government, indeed any government to police FIFA? Lets start with the legality of bribing of FIFA officials? Under a variety of laws related to commercial bribery, bribing them is indeed illegal. Were I to bribe the CEO of a public company to sell me, below cost, the wares of her company, it is right and proper for the shareholders to have the ability to punish the CEO. However, is it the obligation of the Government to police the CEO for the shareholders? When a FIFA spokesperson announces that it is the damaged party in this, why aren’t they mounting the investigation and bringing charges against those accused of accepting bribes?

When someone burgles my house, the state, upon being informed will mount an investigation. In the event they should identify the burglar the State will, on my behalf, prefer charges and prosecute. The State does not charge me a `user fee’ that is directly tied to the efforts it has made on my behalf. The expenses of the State are covered through my taxes. Were each individual to bear the full costs of investigation, prosecution and punishment, few would elect to do so unless the private gains exceeded the costs. This in a nutshell is the public goods argument for why the Government should police FIFA.

Government resources, however, are limited. Not every crime reported is investigated with equal fervor. Not every suspect is pursued with equal vigor. We give the Government the discretion to decide how best to provide the `public good’. What is the argument for prioritizing the prosecution of FIFA officials for accepting bribes? A New Republic  article by John Affleck suggests it is to preserve the `integrity’ of the game. I suppose the Bravo network is next in line for attention to preserve the `integrity’ of reality TV. Affleck goes on to quote Transparency International:

“Sport is a multi-billion dollar business engaging billions of people. It is also a global symbol of fair play and a source of great joy for many people on this planet, whether participating, attending or watching events,” the group’s introductory statement says. “With so much public involvement, political influence and money at stake, corruption remains a constant and real risk. Mounting scandals around match-fixing, major events and elections, and systemic deficiencies in sports governance are now so undermining public trust that it is reaching a tipping point.”

Billions of people can vote with their eyeballs. Read a book, watch Real Housewives of Atlanta, have sex, see a play. There are many ways in which we can spend our time while hanging around waiting to die. Soccer is just one. If Soccer is in danger of losing its audience surely this is a powerful incentive for FIFA `clean up’. The private benefits probably exceed the private costs of enforcement.

What if FIFA itself suffers from a collective action problem? Each official by themselves would prefer not to take bribes, but given everyone else is doing so, what is one to do? This is easily solved. Allow FIFA officials to be bribed. Instead of running beauty contests to decide where to hold FIFA events, auction off the right to the highest bidder. This can be done in two ways. Allow each FIFA official with a vote to auction off their vote to the highest bidder. Or, do away with the officials altogether and have countries bid directly for the right to hold FIFA events. Full transparency, no bribery and FIFA may be richer than before!

See the notice on the Game Theory Society website.


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