San Francisco school board member Rachel Norton blogs about the most recent school board meeting this week, concerning the new SF school choice algorithm, which they are now implementing in house (see this earlier post, and a followup interview).
The latest news sounds good regarding plans for transparency. Norton writes:
"Staff did pledge to make the documentation of the algorithm requirements and process flows public by February; I will continue to push to make the assignment algorithm itself open source."
Wednesday, November 10, 2010
Tuesday, November 9, 2010
Markets for buying and selling privacy
Noam Nisan at AGT/E reports on New Papers on Auctions by computer scientists, including this one that I find interesting for several reasons: it is about market design for markets in which privacy is sold.
Selling Privacy at Auction by Arpita Ghosh and Aaron Roth
We initiate the study of markets for private data, through the lens of differential privacy. Although the purchase and sale of private data has already begun on a large scale, a theory of privacy as a commodity is missing. In this paper, we propose to build such a theory. Specifically, we consider a setting in which a data analyst wishes to buy information from a population from which he can estimate some statistic. The analyst wishes to obtain an accurate estimate cheaply. On the other hand, the owners of the private data experience some cost for their loss of privacy, and must be compensated for this loss. Agents are selfish, and wish to maximize their profit, so our goal is to design truthful mechanisms. Our main result is that such auctions can naturally be viewed and optimally solved as variants of multi-unit procurement auctions. Based on this result, we derive auctions for two natural settings which are optimal up to small constant factors:
1. In the setting in which the data analyst has a fixed accuracy goal, we show that an application of the classic Vickrey auction achieves the analyst’s accuracy goal while minimizing his total payment.
2. In the setting in which the data analyst has a fixed budget, we give a mechanism which maximizes the accuracy of the resulting estimate while guaranteeing that the resulting sum payments do not exceed the analysts budget.
In both cases, our comparison class is the set of envy-free mechanisms, which correspond to the natural class of fixed-price mechanisms in our setting.
In both of these results, we ignore the privacy cost due to possible correlations between an individuals private data and his valuation for privacy itself. We then show that generically, no individually rational mechanism can compensate individuals for the privacy loss incurred due to their reported valuations for privacy.
Monday, November 8, 2010
How to Fix a Broken Marketplace
That's the title of an interview/story by Carmen Nobel that HBS Working Knowledge put online today: How to Fix a Broken Marketplace
The lead sentence is "An economic handyman of sorts, Alvin E. Roth fixes broken markets."
The lead sentence is "An economic handyman of sorts, Alvin E. Roth fixes broken markets."
Incentives and erroneous research
The Atlantic runs a profile of Dr. John Ioannidis, who studies bad science. He focuses on medicine, where the incentives are perhaps highest (and in which the costs of bad science might be greatest). But the issues he discusses concern all scientists: Lies, Damned Lies, and Medical Science
"He chose to publish one paper, fittingly, in the online journal PLoS Medicine, which is committed to running any methodologically sound article without regard to how “interesting” the results may be. In the paper, Ioannidis laid out a detailed mathematical proof that, assuming modest levels of researcher bias, typically imperfect research techniques, and the well-known tendency to focus on exciting rather than highly plausible theories, researchers will come up with wrong findings most of the time. Simply put, if you’re attracted to ideas that have a good chance of being wrong, and if you’re motivated to prove them right, and if you have a little wiggle room in how you assemble the evidence, you’ll probably succeed in proving wrong theories right. His model predicted, in different fields of medical research, rates of wrongness roughly corresponding to the observed rates at which findings were later convincingly refuted: 80 percent of non-randomized studies (by far the most common type) turn out to be wrong, as do 25 percent of supposedly gold-standard randomized trials, and as much as 10 percent of the platinum-standard large randomized trials. The article spelled out his belief that researchers were frequently manipulating data analyses, chasing career-advancing findings rather than good science, and even using the peer-review process—in which journals ask researchers to help decide which studies to publish—to suppress opposing views. “You can question some of the details of John’s calculations, but it’s hard to argue that the essential ideas aren’t absolutely correct,” says Doug Altman, an Oxford University researcher who directs the Centre for Statistics in Medicine.
"Still, Ioannidis anticipated that the community might shrug off his findings: sure, a lot of dubious research makes it into journals, but we researchers and physicians know to ignore it and focus on the good stuff, so what’s the big deal? The other paper headed off that claim. He zoomed in on 49 of the most highly regarded research findings in medicine over the previous 13 years, as judged by the science community’s two standard measures: the papers had appeared in the journals most widely cited in research articles, and the 49 articles themselves were the most widely cited articles in these journals. These were articles that helped lead to the widespread popularity of treatments such as the use of hormone-replacement therapy for menopausal women, vitamin E to reduce the risk of heart disease, coronary stents to ward off heart attacks, and daily low-dose aspirin to control blood pressure and prevent heart attacks and strokes. Ioannidis was putting his contentions to the test not against run-of-the-mill research, or even merely well-accepted research, but against the absolute tip of the research pyramid. Of the 49 articles, 45 claimed to have uncovered effective interventions. Thirty-four of these claims had been retested, and 14 of these, or 41 percent, had been convincingly shown to be wrong or significantly exaggerated. If between a third and a half of the most acclaimed research in medicine was proving untrustworthy, the scope and impact of the problem were undeniable. That article was published in the Journal of the American Medical Association. "
The article ends on a philosophical note:
"We could solve much of the wrongness problem, Ioannidis says, if the world simply stopped expecting scientists to be right. That’s because being wrong in science is fine, and even necessary—as long as scientists recognize that they blew it, report their mistake openly instead of disguising it as a success, and then move on to the next thing, until they come up with the very occasional genuine breakthrough. But as long as careers remain contingent on producing a stream of research that’s dressed up to seem more right than it is, scientists will keep delivering exactly that.
“Science is a noble endeavor, but it’s also a low-yield endeavor,” he says. “I’m not sure that more than a very small percentage of medical research is ever likely to lead to major improvements in clinical outcomes and quality of life. We should be very comfortable with that fact.”
"He chose to publish one paper, fittingly, in the online journal PLoS Medicine, which is committed to running any methodologically sound article without regard to how “interesting” the results may be. In the paper, Ioannidis laid out a detailed mathematical proof that, assuming modest levels of researcher bias, typically imperfect research techniques, and the well-known tendency to focus on exciting rather than highly plausible theories, researchers will come up with wrong findings most of the time. Simply put, if you’re attracted to ideas that have a good chance of being wrong, and if you’re motivated to prove them right, and if you have a little wiggle room in how you assemble the evidence, you’ll probably succeed in proving wrong theories right. His model predicted, in different fields of medical research, rates of wrongness roughly corresponding to the observed rates at which findings were later convincingly refuted: 80 percent of non-randomized studies (by far the most common type) turn out to be wrong, as do 25 percent of supposedly gold-standard randomized trials, and as much as 10 percent of the platinum-standard large randomized trials. The article spelled out his belief that researchers were frequently manipulating data analyses, chasing career-advancing findings rather than good science, and even using the peer-review process—in which journals ask researchers to help decide which studies to publish—to suppress opposing views. “You can question some of the details of John’s calculations, but it’s hard to argue that the essential ideas aren’t absolutely correct,” says Doug Altman, an Oxford University researcher who directs the Centre for Statistics in Medicine.
"Still, Ioannidis anticipated that the community might shrug off his findings: sure, a lot of dubious research makes it into journals, but we researchers and physicians know to ignore it and focus on the good stuff, so what’s the big deal? The other paper headed off that claim. He zoomed in on 49 of the most highly regarded research findings in medicine over the previous 13 years, as judged by the science community’s two standard measures: the papers had appeared in the journals most widely cited in research articles, and the 49 articles themselves were the most widely cited articles in these journals. These were articles that helped lead to the widespread popularity of treatments such as the use of hormone-replacement therapy for menopausal women, vitamin E to reduce the risk of heart disease, coronary stents to ward off heart attacks, and daily low-dose aspirin to control blood pressure and prevent heart attacks and strokes. Ioannidis was putting his contentions to the test not against run-of-the-mill research, or even merely well-accepted research, but against the absolute tip of the research pyramid. Of the 49 articles, 45 claimed to have uncovered effective interventions. Thirty-four of these claims had been retested, and 14 of these, or 41 percent, had been convincingly shown to be wrong or significantly exaggerated. If between a third and a half of the most acclaimed research in medicine was proving untrustworthy, the scope and impact of the problem were undeniable. That article was published in the Journal of the American Medical Association. "
The article ends on a philosophical note:
"We could solve much of the wrongness problem, Ioannidis says, if the world simply stopped expecting scientists to be right. That’s because being wrong in science is fine, and even necessary—as long as scientists recognize that they blew it, report their mistake openly instead of disguising it as a success, and then move on to the next thing, until they come up with the very occasional genuine breakthrough. But as long as careers remain contingent on producing a stream of research that’s dressed up to seem more right than it is, scientists will keep delivering exactly that.
“Science is a noble endeavor, but it’s also a low-yield endeavor,” he says. “I’m not sure that more than a very small percentage of medical research is ever likely to lead to major improvements in clinical outcomes and quality of life. We should be very comfortable with that fact.”
Sunday, November 7, 2010
"Proofiness" as mathematical truthiness
The NY Times Magazine "On Language" column covers Truthiness, Stephen Colbert's neologism describing things that sound true but aren't.
"The latest in the “X-iness” parade is the title of Charles Seife’s new book, “Proofiness,” defined by Seife as “the art of using bogus mathematical arguments to prove something that you know in your heart is true — even when it’s not.” Seife, an associate professor of journalism at New York University, told me that the title is very much a homage to Colbert. He credits his wife with recognizing during the writing of the book that his topic was “the mathematical analogue of truthiness.” "
"The latest in the “X-iness” parade is the title of Charles Seife’s new book, “Proofiness,” defined by Seife as “the art of using bogus mathematical arguments to prove something that you know in your heart is true — even when it’s not.” Seife, an associate professor of journalism at New York University, told me that the title is very much a homage to Colbert. He credits his wife with recognizing during the writing of the book that his topic was “the mathematical analogue of truthiness.” "
Saturday, November 6, 2010
The market for Ph.D. economists
Here's a description of the market for Ph.D. economists, as viewed by the founders of the site walras.com, on VoxEU: A brief guide to hiring PhD economists by Raphael Auer Goran Mišković Jason Wildhagen
Labels:
academic economics,
academic marketplace,
job market
Friday, November 5, 2010
Dan Ariely constructs a Forbes list of new economists
Dan gives new meaning to the word "new" as applied to economists...at least in my case. (Although I'm reminded of Frank Hahn's wish to live to a very old age but be remembered as having passed away young and full of promise...)
Here is Dan's list in Forbes (Dan Ariely picks the seven most powerful new economists) , and (easier to scan) on his web page: New Economists worth knowing.
Here is Dan's list in Forbes (Dan Ariely picks the seven most powerful new economists) , and (easier to scan) on his web page: New Economists worth knowing.
Thursday, November 4, 2010
Continued unraveling of college admissions, accompanied by growing use of waiting lists
The National Association for College Admission Counseling (NACAC) has released their (gated) 2010 State of College Admission report .
From the press release:
"Early Decision and Early Action Activity Increases: 65 percent of colleges with ED policies reported increases in the number of students accepted through Early Decision, compared to 43 percent in 2008 and 36 percent in 2007. Nearly three-quarters of colleges reported an increase in Early Action applications and Early Action admits.
"At Colleges with Early Decision (ED) Policies, Gap In Acceptance Rates Between ED and Regular Decision Applicants Increases: For the Fall 2009 admission cycle, colleges with Early Decision policies reported a 15-percentage point gap in acceptance rates between ED applicants and the overall applicant pool (70 percent versus 55 percent), up from an 8 percentage point gap in Fall 2006 (61 percent compared to 53 percent)."
Furthermore (the Chronicle of Higher Ed reports),
"The survey also found an uptick in the proportion of colleges with waiting lists: 39 percent used them in the 2009 cycle. That’s a greater share than in recent years, with the exception of 2007, when waiting-list use reached a high of 41 percent. Forty-seven percent of colleges reported placing more students on a waiting list than they did the year before, and 51 percent said they had accepted more students off of the list.
"This year, for the first time, colleges were asked whether they stratified their waiting lists by various criteria. Fifty-six percent said they had stratified the list based on academic credentials; 45 percent by students’ interest in the college; 33 percent based on students’ commitment to attend if admitted; and 27 percent on ability to pay. On average, colleges accepted 34 percent of students who chose to remain on waiting lists."
From the press release:
"Early Decision and Early Action Activity Increases: 65 percent of colleges with ED policies reported increases in the number of students accepted through Early Decision, compared to 43 percent in 2008 and 36 percent in 2007. Nearly three-quarters of colleges reported an increase in Early Action applications and Early Action admits.
"At Colleges with Early Decision (ED) Policies, Gap In Acceptance Rates Between ED and Regular Decision Applicants Increases: For the Fall 2009 admission cycle, colleges with Early Decision policies reported a 15-percentage point gap in acceptance rates between ED applicants and the overall applicant pool (70 percent versus 55 percent), up from an 8 percentage point gap in Fall 2006 (61 percent compared to 53 percent)."
Furthermore (the Chronicle of Higher Ed reports),
"The survey also found an uptick in the proportion of colleges with waiting lists: 39 percent used them in the 2009 cycle. That’s a greater share than in recent years, with the exception of 2007, when waiting-list use reached a high of 41 percent. Forty-seven percent of colleges reported placing more students on a waiting list than they did the year before, and 51 percent said they had accepted more students off of the list.
"This year, for the first time, colleges were asked whether they stratified their waiting lists by various criteria. Fifty-six percent said they had stratified the list based on academic credentials; 45 percent by students’ interest in the college; 33 percent based on students’ commitment to attend if admitted; and 27 percent on ability to pay. On average, colleges accepted 34 percent of students who chose to remain on waiting lists."
Wednesday, November 3, 2010
Visiting student: another option for undergraduates
American students at four year colleges mostly apply to colleges and get admitted as freshmen. A much smaller number of students transfer from one college to another, and graduate from the college that they entered as sophomores or juniors. And of course many students spend a junior year abroad, often visiting a college overseas. But a small number of students spend some time at another American college as visitors. The Crimson describes this at Harvard: Visiting Harvard.
"...Rush and her fellow VUS (pronounced “vuzz” by those in the know) come to Harvard from universities around the world to study for a semester or a year. Though the VUS become involved in most aspects of Harvard life, the existence of this program remains unknown to many at the University and nearly unadvertised outside of Harvard.
"The Visiting Undergraduate Student Program allows undergraduates from any university in the world to apply to attend Harvard for one or two semesters.
"Many of those who participate in this program are international students. Others come from small liberal arts schools in the U.S., and a few come from Harvard’s peer institutions—last year, one visiting student hailed from Princeton and another from Brown.
"The students list a variety of reasons for coming to Harvard, but most center on academics. According to Sarah R. Cole, a lecturer on History and Literature who serves as the advising coordinator for the VUS Program, most of the international students major in economics in their home countries and hope to gain an American perspective on the field. The domestic students, she said, tend to be math or science concentrators who feel they have exhausted the course offerings in their subjects at their colleges.
...
"The application process for visiting students is similar to the regular admissions process, but it differs in several significant ways. First, VUS can enter Harvard in either the fall or spring semesters, so applications are evaluated twice each year.
...
"The number of VUS applications and the admissions rate for the program contrast starkly with the Harvard admissions norm. Whereas 614 students applied for transfer admission and over 30,000 sought regular admission in fall 2010, just 47 applied for the VUS Program. Of those applicants, 32 were admitted, and 30 decided to attend—21 are here for just the fall semester, and 9 will stay for the full year.
"Dean of Admissions and Financial Aid William R. Fitzsimmons ’67 said that the program receives a low number of applicants because the admissions office does not promote it heavily. Though there is a page on the admissions website about the program and the admissions office prints an informational card about it, Fitzsimmons said that his office does not “recruit” VUS applicants as it does for degree candidates.
...
"Another concern for some VUS is the cost of the program. Visiting students are not offered financial aid and thus must pay the full rate of $17,488 per semester to take four courses, in addition to the cost of off-campus housing."
"...Rush and her fellow VUS (pronounced “vuzz” by those in the know) come to Harvard from universities around the world to study for a semester or a year. Though the VUS become involved in most aspects of Harvard life, the existence of this program remains unknown to many at the University and nearly unadvertised outside of Harvard.
"The Visiting Undergraduate Student Program allows undergraduates from any university in the world to apply to attend Harvard for one or two semesters.
"Many of those who participate in this program are international students. Others come from small liberal arts schools in the U.S., and a few come from Harvard’s peer institutions—last year, one visiting student hailed from Princeton and another from Brown.
"The students list a variety of reasons for coming to Harvard, but most center on academics. According to Sarah R. Cole, a lecturer on History and Literature who serves as the advising coordinator for the VUS Program, most of the international students major in economics in their home countries and hope to gain an American perspective on the field. The domestic students, she said, tend to be math or science concentrators who feel they have exhausted the course offerings in their subjects at their colleges.
...
"The application process for visiting students is similar to the regular admissions process, but it differs in several significant ways. First, VUS can enter Harvard in either the fall or spring semesters, so applications are evaluated twice each year.
...
"The number of VUS applications and the admissions rate for the program contrast starkly with the Harvard admissions norm. Whereas 614 students applied for transfer admission and over 30,000 sought regular admission in fall 2010, just 47 applied for the VUS Program. Of those applicants, 32 were admitted, and 30 decided to attend—21 are here for just the fall semester, and 9 will stay for the full year.
"Dean of Admissions and Financial Aid William R. Fitzsimmons ’67 said that the program receives a low number of applicants because the admissions office does not promote it heavily. Though there is a page on the admissions website about the program and the admissions office prints an informational card about it, Fitzsimmons said that his office does not “recruit” VUS applicants as it does for degree candidates.
...
"Another concern for some VUS is the cost of the program. Visiting students are not offered financial aid and thus must pay the full rate of $17,488 per semester to take four courses, in addition to the cost of off-campus housing."
Tuesday, November 2, 2010
Marketing colleges: Two paths to more applications, the common app, and fast-track
An article in the Chronicle of Higher Ed sheds some light on two different ways that colleges try to market themselves to a larger pool of applicants. One is the Common Application (which allows applicants to fill out one application online and then send it to many places, sometimes with supplements required by colleges that don't want too many casual applications). Another is "fast track" applications, which are mailed to high school students with invitations to fill in a shorter application, maybe without any essays at all.
The Curious Case of ‘Catnip’ and the Common Application
"Many high-school counselors offer colorful descriptions of “fast-track” applications, an increasingly popular recruitment tool among colleges. Such applications come with students’ names and other information already filled in. Typically, these solicitations also provide other incentives, like waived essay requirements, and promise quick admissions decisions...
"But there’s growing concern in high schools about how such applications are coexisting with another fixture of the admissions realm—the Common Application, the free admissions form accepted by 414 colleges.
"At the National Association for College Admission Counseling’s annual conference last month, several counselors discussed what they described as an increasingly common scenario: students using a fast-track application to apply to a college that’s a member of the Common Application. In such cases, high schools cannot electronically submit students’ supporting documents—transcripts, secondary-school reports, and letters of recommendation—to colleges.
"Why not? Because a member college isn’t able to download those documents until (or unless) a student submits his or her application through the Common Application’s Web site. In other words, a student can bypass the Common Application’s system by submitting a fast-track app, but that student’s counselor cannot do the same.
...
"Mr. Graf and other counselors have criticized Royall & Company, a direct-marketing firm that has pioneered the use of fast-track applications. Some of Royall’s clients package them as “V.I.P.” applications. The irony: Some colleges send such apps to thousands—even tens of thousands—of prospective students each year...
"The company’s leaders, who did not immediately return a telephone message on Wednesday, have previously described fast-track applications as a time-saving means of simplifying the application process, helping colleges reach more prospective students. They’re also good for business: Most colleges that use them report significant increases in applications.
"In recent years, Robert Killion, the Common Application’s executive director, has heard numerous complaints about the challenges raised by fast-track applicants applying to Common App colleges. Some counselors have asked why the nonprofit association does not transmit supporting documents for students who choose that option.
"Money is one answer, Mr. Killion concedes. For each application filed through the Common Application, the association gets a $4 fee from member colleges who use the Common App exclusively (institutions that also accept other applications pay $4.75 per applicant). “We’ve built a system for students who want to follow the Common App model,” says Mr. Killion. “If a student wants to pursue an alternative path, that’s their prerogative, but I’m not sure why we, for free, should have to subsidize someone else’s system.”
...
"Willamette is a member of the Common Application, and it offers a fast-track application. “Colleges that use both are put in a squeeze,” says Ms. Rhyneer, a former chairwoman of the Common Application’s steering committee.
"Although Ms. Rhyneer seconds the concerns expressed by Mr. Graf and other counselors, she disagrees with negative characterizations of fast-track apps. Willamette sends such an app to about half of its inquiry pool and uses it to encourage particularly promising applicants to apply. “Counselors tend to paint everybody using it with the same brush, but we’re not trying to get a zillion apps,” she says."
The Curious Case of ‘Catnip’ and the Common Application
"Many high-school counselors offer colorful descriptions of “fast-track” applications, an increasingly popular recruitment tool among colleges. Such applications come with students’ names and other information already filled in. Typically, these solicitations also provide other incentives, like waived essay requirements, and promise quick admissions decisions...
"But there’s growing concern in high schools about how such applications are coexisting with another fixture of the admissions realm—the Common Application, the free admissions form accepted by 414 colleges.
"At the National Association for College Admission Counseling’s annual conference last month, several counselors discussed what they described as an increasingly common scenario: students using a fast-track application to apply to a college that’s a member of the Common Application. In such cases, high schools cannot electronically submit students’ supporting documents—transcripts, secondary-school reports, and letters of recommendation—to colleges.
"Why not? Because a member college isn’t able to download those documents until (or unless) a student submits his or her application through the Common Application’s Web site. In other words, a student can bypass the Common Application’s system by submitting a fast-track app, but that student’s counselor cannot do the same.
...
"Mr. Graf and other counselors have criticized Royall & Company, a direct-marketing firm that has pioneered the use of fast-track applications. Some of Royall’s clients package them as “V.I.P.” applications. The irony: Some colleges send such apps to thousands—even tens of thousands—of prospective students each year...
"The company’s leaders, who did not immediately return a telephone message on Wednesday, have previously described fast-track applications as a time-saving means of simplifying the application process, helping colleges reach more prospective students. They’re also good for business: Most colleges that use them report significant increases in applications.
"In recent years, Robert Killion, the Common Application’s executive director, has heard numerous complaints about the challenges raised by fast-track applicants applying to Common App colleges. Some counselors have asked why the nonprofit association does not transmit supporting documents for students who choose that option.
"Money is one answer, Mr. Killion concedes. For each application filed through the Common Application, the association gets a $4 fee from member colleges who use the Common App exclusively (institutions that also accept other applications pay $4.75 per applicant). “We’ve built a system for students who want to follow the Common App model,” says Mr. Killion. “If a student wants to pursue an alternative path, that’s their prerogative, but I’m not sure why we, for free, should have to subsidize someone else’s system.”
...
"Willamette is a member of the Common Application, and it offers a fast-track application. “Colleges that use both are put in a squeeze,” says Ms. Rhyneer, a former chairwoman of the Common Application’s steering committee.
"Although Ms. Rhyneer seconds the concerns expressed by Mr. Graf and other counselors, she disagrees with negative characterizations of fast-track apps. Willamette sends such an app to about half of its inquiry pool and uses it to encourage particularly promising applicants to apply. “Counselors tend to paint everybody using it with the same brush, but we’re not trying to get a zillion apps,” she says."
Monday, November 1, 2010
Class notes for sale?
NoteUtopia seeks to become a marketplace for class notes taken by students; it offers to buy your class notes, or sell you someone else's. Not everyone thinks this is a great idea: they have been told to cease and desist.
"NoteUtopia, a startup company for college students founded by a young Sacramento State graduate, has been ordered to "cease and desist" by the CSU chancellor's office, which said the company is violating state education codes that prohibit students from selling their class notes.
...
"The 10-year-old law that prompted the ban is so obscure that it caught NoteUtopia's founder, campus officials and Internet law experts by surprise.
"Eric Goldman,director of the High-Tech Law Institute at Santa Clara University Law School and a professor of Internet law, said "many people had no idea it's on the books."
"But while the law may be a sleeper, the issue of what students can do with material taken from class lectures "comes up with some regularity," Goldman noted. It's at the heart of an academic and legal debate on intellectual property rights involving how classroom content is shared among students."
The editorial page editors at the Harvard Crimson approve of the ban on selling notes:
"NoteUtopia, a startup company for college students founded by a young Sacramento State graduate, has been ordered to "cease and desist" by the CSU chancellor's office, which said the company is violating state education codes that prohibit students from selling their class notes.
...
"The 10-year-old law that prompted the ban is so obscure that it caught NoteUtopia's founder, campus officials and Internet law experts by surprise.
"Eric Goldman,director of the High-Tech Law Institute at Santa Clara University Law School and a professor of Internet law, said "many people had no idea it's on the books."
"But while the law may be a sleeper, the issue of what students can do with material taken from class lectures "comes up with some regularity," Goldman noted. It's at the heart of an academic and legal debate on intellectual property rights involving how classroom content is shared among students."
The editorial page editors at the Harvard Crimson approve of the ban on selling notes:
Not For Sale Universities alone should decide when to distribute lecture material By THE CRIMSON STAFF
"Recently, California State University prohibited students from buying and selling lecture notes online in light of NoteUtopia, a new website created for this purpose. Their decision is the correct one. The practice of trading class notes does not reflect the purpose of education and should be discouraged. Although proponents of this activity claim that the ban violates free speech, they should acknowledge it is entirely within an institution’s remit to control the distribution of lecture material as it sees fit."
Sunday, October 31, 2010
Richard T. Gill, economist and opera singer
Richard T. Gill, Economist and Opera Singer, Dies at 82
"Mr. Gill, a longtime Harvard faculty member who wrote many widely used economics textbooks, did not undertake serious vocal training (which he began as an anti-smoking regimen) until he was nearly 40.
...
"But after just a few years of study a world-class voice emerged, and Mr. Gill soon forsook chalk and tweed for flowing robes and very large headgear.
...
"This was new and dazzling terrain for the author of “Economics and the Private Interest: An Introduction to Microeconomics.”
...
"Mr. Gill quit his tenured job at Harvard. He became a fixture at City Opera, singing in a wide array of productions over the next few years.
...
"In some respects, he later said, Mr. Gill found the roiling world of opera more appealingly straightforward than the roiling world of academe.
“Performing is a great reality test,” he told Newsweek in 1975. “There’s no tenure in it and the feedback is much less complicated than you get in academia."
"Mr. Gill, a longtime Harvard faculty member who wrote many widely used economics textbooks, did not undertake serious vocal training (which he began as an anti-smoking regimen) until he was nearly 40.
...
"But after just a few years of study a world-class voice emerged, and Mr. Gill soon forsook chalk and tweed for flowing robes and very large headgear.
...
"This was new and dazzling terrain for the author of “Economics and the Private Interest: An Introduction to Microeconomics.”
...
"Mr. Gill quit his tenured job at Harvard. He became a fixture at City Opera, singing in a wide array of productions over the next few years.
...
"In some respects, he later said, Mr. Gill found the roiling world of opera more appealingly straightforward than the roiling world of academe.
“Performing is a great reality test,” he told Newsweek in 1975. “There’s no tenure in it and the feedback is much less complicated than you get in academia."
Oil and gas auctions in Iraq
Apparently it's hard to get energy companies to bid on some of Iraq's energy reserves, but that varies province by province. Iraq recently completed auctions to develop natural gas reserves:
Iraq awards all gas fields in energy auction that draws little interest and 5 bidders
"BAGHDAD _ A South Korean-led consortium walked away with the biggest prize Wednesday in Iraq´s third energy auction since Saddam Hussein´s ouster, while a Kuwaiti company nabbed a gas field along its border with its larger neighbour in a win as politically symbolic as it was a business coup.
...
"Only five companies submitted bids for the fields, a showing that will likely disappoint Iraqi oil officials."
Last year Iraq auctioned oil rights:
Russia's Lukoil Big Winner At 2nd Iraq Oil Auction
"None of the U.S.oil majors, such as Exxon Mobil or Chevron submitted bids, leaving only Occidental among U.S. companies to make one failed offer on the auction's first day."
HT: Jing Li
Iraq awards all gas fields in energy auction that draws little interest and 5 bidders
"BAGHDAD _ A South Korean-led consortium walked away with the biggest prize Wednesday in Iraq´s third energy auction since Saddam Hussein´s ouster, while a Kuwaiti company nabbed a gas field along its border with its larger neighbour in a win as politically symbolic as it was a business coup.
...
"Only five companies submitted bids for the fields, a showing that will likely disappoint Iraqi oil officials."
Last year Iraq auctioned oil rights:
Russia's Lukoil Big Winner At 2nd Iraq Oil Auction
"None of the U.S.oil majors, such as Exxon Mobil or Chevron submitted bids, leaving only Occidental among U.S. companies to make one failed offer on the auction's first day."
HT: Jing Li
Saturday, October 30, 2010
Regulation of repugnant transactions
One argument for not outlawing repugnant transactions is that if they are legal they can be regulated. When people follow that line of reasoning about prostitution, they are normally thinking about testing for sexually transmitted diseases, controlling trafficking and child abuse, etc. But all sorts of regulation are possible, it turns out, the Telegraph reports: Spanish prostitutes ordered to wear reflective vests for their own safety.
"Women touting for customers on a rural highway outside Els Alamus near Lleida in Catalonia have been told to don the yellow fluorescent bibs or pay fines of 40 euros (£36) under road traffic laws."
"Women touting for customers on a rural highway outside Els Alamus near Lleida in Catalonia have been told to don the yellow fluorescent bibs or pay fines of 40 euros (£36) under road traffic laws."
Friday, October 29, 2010
Sally Satel on compensating donors
In my market design class today, I'll start off by talking about kidney exchange (sometimes called kidney paired donation, KPD). After the coffee break we'll switch gears and a guest, Sally Satel, will broach the subject of a monetary market for kidneys. Here's a recent article of hers on the subject: Is It Ever Right to Buy or Sell Human Organs?
Update:
Thursday, October 28, 2010
Physician, heal thyself: kidney docs as kidney donors
Tufts Medical Center's physician newsletter has a feature on Kidney Transplantation (starting on p4) that highlights the story of Dr. Andrew Levy, the chief of Nephrology there, who also donated a kidney to his wife as part of a kidney exchange organized by the New England Program for Kidney Exchange (NEPKE).
"Last year, Levey’s wife — oncologist Roberta Falke, MD — needed a kidney transplant due to worsening
polycystic kidney disease. Levey was a willing but incompatible donor. So he and Falke did what Levey had been advising some of his own patients to do — they signed on with the New England Program for Kidney Exchange in Newton. The exchange program helps to increase the pool of potential donors by orchestrating matches among altruistic strangers.
"In late October, Falke was notified of a match. But it didn’t stop there. Levey was a match for a man named Peter Scheibe. Scheibe’s wife Susan wasn’t a match for her husband, but she was a match for a man named Hai Nguyen. And Nguyen’s wife Vy wasn’t a match for him, but she was a match for Falke. And on December 15, in an exquisitely choreographed series of operations at Tufts Medical Center and the Lahey Clinic Medical Center, the three healthy donor kidneys were harvested and transplanted into the three recipients. Today, all six participants in this “circle of miracles” are doing fine."
The piece mentions in passing another remarkable story:
"In the 1980s, Levey and Susan Hou, MD, who completed her nephrology fellowship here, wrote about how kidney donation from living unrelated donors could help expand the donor pool. Today, approximately
20 percent of kidney transplants at Tufts MC are from such donors (with 30 percent from living related donors and the remaining 50 percent from deceased donors). Hou, incidentally, went on to become Medical Director of the Renal Transplant Program at Loyola University Medical Center in suburban Chicago and made headlines when she donated a kidney to one of her patients in 2003."
The article ends with a quote from Dr. Levy:
"“All of us doctors want to help our patients,” he continues. “But it’s rare to get the chance to do anything so direct and meaningful to restore someone’s health. To give a personal gift that you can give only once to another person, it’s a unique confluence of both professional and personal ideals.”
Here's my earlier post on that exchange, and a story about it in the Globe.
And here is a story about Dr. Hou's donation of a kidney to her patient (nothing ever seems simple in medicine): Doctor's unique donation prompts ethical concerns
Here's a link to another story: Chicago Doctor Donates Kidney to Patient
""I can't bring about world peace, I can't eliminate world hunger, but I can get one person off dialysis," said Hou, 56, medical director of the renal transplant program at Loyola University Medical Center in suburban Chicago."
"Last year, Levey’s wife — oncologist Roberta Falke, MD — needed a kidney transplant due to worsening
polycystic kidney disease. Levey was a willing but incompatible donor. So he and Falke did what Levey had been advising some of his own patients to do — they signed on with the New England Program for Kidney Exchange in Newton. The exchange program helps to increase the pool of potential donors by orchestrating matches among altruistic strangers.
"In late October, Falke was notified of a match. But it didn’t stop there. Levey was a match for a man named Peter Scheibe. Scheibe’s wife Susan wasn’t a match for her husband, but she was a match for a man named Hai Nguyen. And Nguyen’s wife Vy wasn’t a match for him, but she was a match for Falke. And on December 15, in an exquisitely choreographed series of operations at Tufts Medical Center and the Lahey Clinic Medical Center, the three healthy donor kidneys were harvested and transplanted into the three recipients. Today, all six participants in this “circle of miracles” are doing fine."
The piece mentions in passing another remarkable story:
"In the 1980s, Levey and Susan Hou, MD, who completed her nephrology fellowship here, wrote about how kidney donation from living unrelated donors could help expand the donor pool. Today, approximately
20 percent of kidney transplants at Tufts MC are from such donors (with 30 percent from living related donors and the remaining 50 percent from deceased donors). Hou, incidentally, went on to become Medical Director of the Renal Transplant Program at Loyola University Medical Center in suburban Chicago and made headlines when she donated a kidney to one of her patients in 2003."
The article ends with a quote from Dr. Levy:
"“All of us doctors want to help our patients,” he continues. “But it’s rare to get the chance to do anything so direct and meaningful to restore someone’s health. To give a personal gift that you can give only once to another person, it’s a unique confluence of both professional and personal ideals.”
Here's my earlier post on that exchange, and a story about it in the Globe.
And here is a story about Dr. Hou's donation of a kidney to her patient (nothing ever seems simple in medicine): Doctor's unique donation prompts ethical concerns
Here's a link to another story: Chicago Doctor Donates Kidney to Patient
""I can't bring about world peace, I can't eliminate world hunger, but I can get one person off dialysis," said Hou, 56, medical director of the renal transplant program at Loyola University Medical Center in suburban Chicago."
Unraveling of pre-Christmas sales
Stores Push Black Friday Into October says the NY Times (today,Thursday, Oct 28):
"The first “Black Friday Now” deals at Sears will be available beginning Friday and Saturday. Amazon’s electronics department will offer sales on items like Blu-ray players and high-definition TVs on Friday, and Toys “R” Us is putting all the items in its 80-page Christmas toy book on sale on Sunday.
"Black Friday creep has been around for a while, but analysts say this year breaks new ground: the range of stores offering early discounts is wider, the discounts are steeper and the sale periods longer — in some instances, a full month before the real thing. Sears, for example, offered early promotions last year but expanded the hours and days this year, while Amazon is beginning earlier than ever.
“Consumers have been trained to buy merchandise only ‘on sale,’ ” Sherif Mityas, a partner in the retail practice at the consulting firm A. T. Kearney, said in an e-mail. “Given a limited budget, if retailers don’t capture that first or second purchase, they may find themselves with a lot of inventory the week before Christmas and the need for massive discounting to save the holiday.”
"Some shoppers asked for a longer sale period, both for convenience and out of nervousness over crowds, said Barbara Schrantz, executive vice president of marketing and sales promotion at Bon-Ton Stores. After a Wal-Mart employee was trampled and killed on Black Friday in 2008, stores increased their crowd-control measures, but they do not want safety concerns to keep shoppers away from stores.
"In some instances, deal hunters say, stores are just hijacking the Black Friday label. Mike Riddle, who started the site Black-Friday.net in 2006 to track deals, said shoppers should not believe that “special” prices for the Friday were necessarily lower than the usual price.
“Retailers are taking advantage of the term,” he said, citing the first Sears “Black Friday Now” circular as “nothing more than their weekly ad rebranded.” Tom Aiello, a spokesman for Sears Holdings, said the prices were not standard discounts; so far, customer response has been positive about this weekend’s deals, he said.
"Traditionally, stores used low prices on the Friday after Thanksgiving to attract shoppers, who, they hoped, would put full-price items in their carts alongside the bargains.
"The first “Black Friday Now” deals at Sears will be available beginning Friday and Saturday. Amazon’s electronics department will offer sales on items like Blu-ray players and high-definition TVs on Friday, and Toys “R” Us is putting all the items in its 80-page Christmas toy book on sale on Sunday.
"Black Friday creep has been around for a while, but analysts say this year breaks new ground: the range of stores offering early discounts is wider, the discounts are steeper and the sale periods longer — in some instances, a full month before the real thing. Sears, for example, offered early promotions last year but expanded the hours and days this year, while Amazon is beginning earlier than ever.
“Consumers have been trained to buy merchandise only ‘on sale,’ ” Sherif Mityas, a partner in the retail practice at the consulting firm A. T. Kearney, said in an e-mail. “Given a limited budget, if retailers don’t capture that first or second purchase, they may find themselves with a lot of inventory the week before Christmas and the need for massive discounting to save the holiday.”
"Some shoppers asked for a longer sale period, both for convenience and out of nervousness over crowds, said Barbara Schrantz, executive vice president of marketing and sales promotion at Bon-Ton Stores. After a Wal-Mart employee was trampled and killed on Black Friday in 2008, stores increased their crowd-control measures, but they do not want safety concerns to keep shoppers away from stores.
"In some instances, deal hunters say, stores are just hijacking the Black Friday label. Mike Riddle, who started the site Black-Friday.net in 2006 to track deals, said shoppers should not believe that “special” prices for the Friday were necessarily lower than the usual price.
“Retailers are taking advantage of the term,” he said, citing the first Sears “Black Friday Now” circular as “nothing more than their weekly ad rebranded.” Tom Aiello, a spokesman for Sears Holdings, said the prices were not standard discounts; so far, customer response has been positive about this weekend’s deals, he said.
"Traditionally, stores used low prices on the Friday after Thanksgiving to attract shoppers, who, they hoped, would put full-price items in their carts alongside the bargains.
Wednesday, October 27, 2010
Kidney paired donation conference: financing kidney exchange
A conference in Philadelphia today will take a look at a so far unresolved aspect of kidney exchange: how to finance it. Since transplantation is far cheaper than dialysis, this shouldn't in principle be a big problem, but there are still lots of kinks to iron out in determining who pays for what. I spoke to a similarly constituted group in Minneapolis in 2007...
Kidney Paired Donation Conference, Philadelphia, Pennsylvania, WEDNESDAY, OCTOBER 27, 2010
8:00 a.m. Welcome and Opening Remarks, Chris Pricco, Chief Operating Officer, Complex Medical
Conditions, OptumHealth Care Solutions
8:05 a.m. Introduction and Conference Overview, Dennis Irwin, MD, National Medical Director, Transplant Solutions, Complex Medical Conditions, OptumHealth Care Solutions
8:15 a.m. Kidney Transplantation: Alternative Donors, Lloyd E. Ratner, MD, New York-Presb - Columbia
Campus
8:35 a.m. The Unmet Need for Kidney Transplantation as Viewed by the National Kidney Foundation,
Bryan Becker, MD, University of Illinois-Chicago
8:55 a.m. The OptumHealth/UnitedHealthcare Experience with End Stage Renal Disease, Kidney
Transplantation and the Unmet Need, F. Gregory Grillo MD, National Medical Director, Kidney
Resource Services, OptumHealth Care Solutions
9:15 a.m. The United Network for Organ Sharing (UNOS) Pilot, Kenneth Andreoni, The Ohio State
University Hospitals
Representation and Overview from UNOS Coordinating Centers
9:45 a.m. Ruthanne L Hanto RN MPH, New England Program for Kidney Exchange
10:00 a.m. Dorry Segev, MD, PhD, Johns Hopkins Hospital
10:15 a.m. Michael Rees, MD, PhD, Alliance for Paired Donation
10:30 a.m. Jeffrey L. Veale MD, Ronald Reagan UCLA Medical Center
Successful Single Center Experience with Paired Kidney Donation
10:45 a.m. John Friedewald, MD, Northwestern University Hospital
11:00 a.m. Adam Bingaman, MD, PhD, Texas Transplant Institute
11:30 a.m. National Kidney Registry, Garet Hil, National Kidney Registry (Invited)
11:45 a.m. Kidney Paired Donation from the Donor’s Perspective, John Milner, MD, Loyola University
Medical Center
12:00 p.m. The OPO perspective, Speaker TBD
12:15 p.m. Summary of the recent Living Kidney Donor Follow-Up: State of the Art and Future Directions
conference, Alan Leichtman, MD, University of Michigan
12:30 p.m. National Marrow Donor Program (NMDP): 23 Years of Experience in Establishing and
Managing a Successful Program for Matching Willing Donors to Recipients, Jeffrey W. Chell,
MD, Chief Executive Officer, National Marrow Donor Program
1:30 p.m. Facilitated Discussion, Clifford Goodman, PhD, Vice President, The Lewin Group
4:00 p.m. Closing Remarks
Note: OptumHealth reserves the right to make any necessary changes to this program. Efforts will be made to keep presentations as scheduled. However, unforeseen circumstances may result in the substitution of faculty or content. Last Updated: 10/05/10
Kidney Paired Donation Conference, Philadelphia, Pennsylvania, WEDNESDAY, OCTOBER 27, 2010
8:00 a.m. Welcome and Opening Remarks, Chris Pricco, Chief Operating Officer, Complex Medical
Conditions, OptumHealth Care Solutions
8:05 a.m. Introduction and Conference Overview, Dennis Irwin, MD, National Medical Director, Transplant Solutions, Complex Medical Conditions, OptumHealth Care Solutions
8:15 a.m. Kidney Transplantation: Alternative Donors, Lloyd E. Ratner, MD, New York-Presb - Columbia
Campus
8:35 a.m. The Unmet Need for Kidney Transplantation as Viewed by the National Kidney Foundation,
Bryan Becker, MD, University of Illinois-Chicago
8:55 a.m. The OptumHealth/UnitedHealthcare Experience with End Stage Renal Disease, Kidney
Transplantation and the Unmet Need, F. Gregory Grillo MD, National Medical Director, Kidney
Resource Services, OptumHealth Care Solutions
9:15 a.m. The United Network for Organ Sharing (UNOS) Pilot, Kenneth Andreoni, The Ohio State
University Hospitals
Representation and Overview from UNOS Coordinating Centers
9:45 a.m. Ruthanne L Hanto RN MPH, New England Program for Kidney Exchange
10:00 a.m. Dorry Segev, MD, PhD, Johns Hopkins Hospital
10:15 a.m. Michael Rees, MD, PhD, Alliance for Paired Donation
10:30 a.m. Jeffrey L. Veale MD, Ronald Reagan UCLA Medical Center
Successful Single Center Experience with Paired Kidney Donation
10:45 a.m. John Friedewald, MD, Northwestern University Hospital
11:00 a.m. Adam Bingaman, MD, PhD, Texas Transplant Institute
11:30 a.m. National Kidney Registry, Garet Hil, National Kidney Registry (Invited)
11:45 a.m. Kidney Paired Donation from the Donor’s Perspective, John Milner, MD, Loyola University
Medical Center
12:00 p.m. The OPO perspective, Speaker TBD
12:15 p.m. Summary of the recent Living Kidney Donor Follow-Up: State of the Art and Future Directions
conference, Alan Leichtman, MD, University of Michigan
12:30 p.m. National Marrow Donor Program (NMDP): 23 Years of Experience in Establishing and
Managing a Successful Program for Matching Willing Donors to Recipients, Jeffrey W. Chell,
MD, Chief Executive Officer, National Marrow Donor Program
1:30 p.m. Facilitated Discussion, Clifford Goodman, PhD, Vice President, The Lewin Group
4:00 p.m. Closing Remarks
Note: OptumHealth reserves the right to make any necessary changes to this program. Efforts will be made to keep presentations as scheduled. However, unforeseen circumstances may result in the substitution of faculty or content. Last Updated: 10/05/10
Tuesday, October 26, 2010
Flash sales--buying in a hurry
Time Is Money
...
"But commerce will always require the creation of scarcity, bottlenecks and stampedes. The most immediate way to do this is to make time seem tight — the going-going-gone approach to sales. For years, digital-world salespeople have been putting in overtime to resurrect the illusion that consumers must put up their money now or life will pass them by.
"Not long ago they figured it out: the online private-shopping club. It’s brilliant and insidious. No current retail trick so successfully conjures the bygone retail climate of hotness and nowness — with its proven capacity to create value — as luxuriously capitalized clothing vendors like Gilt Groupe, HauteLook and Rue La La. For shoppers who register, these services host “flash sales” — sudden sales of limited inventory that offer a seemingly exclusive group of consumers deep discounts on known labels in a few-frills atmosphere.
...
"Gilt Groupe, HauteLook and Rue La La are the holy trinity of flash-sale event dealers, at least when it comes to clothes. Know them by their five-star labels, their ticking clocks, their sheen of exclusivity and their limited searchability.
"EBay won’t be left out of the private-club revolution. The latest way to beat those preposterous M.S.R.P.’s — manufacturer’s suggested retail prices — is eBay Fashion Vault, a shopping club like Gilt Groupe but with some of the madcapness of eBay. "
...
"But commerce will always require the creation of scarcity, bottlenecks and stampedes. The most immediate way to do this is to make time seem tight — the going-going-gone approach to sales. For years, digital-world salespeople have been putting in overtime to resurrect the illusion that consumers must put up their money now or life will pass them by.
"Not long ago they figured it out: the online private-shopping club. It’s brilliant and insidious. No current retail trick so successfully conjures the bygone retail climate of hotness and nowness — with its proven capacity to create value — as luxuriously capitalized clothing vendors like Gilt Groupe, HauteLook and Rue La La. For shoppers who register, these services host “flash sales” — sudden sales of limited inventory that offer a seemingly exclusive group of consumers deep discounts on known labels in a few-frills atmosphere.
...
"Gilt Groupe, HauteLook and Rue La La are the holy trinity of flash-sale event dealers, at least when it comes to clothes. Know them by their five-star labels, their ticking clocks, their sheen of exclusivity and their limited searchability.
"EBay won’t be left out of the private-club revolution. The latest way to beat those preposterous M.S.R.P.’s — manufacturer’s suggested retail prices — is eBay Fashion Vault, a shopping club like Gilt Groupe but with some of the madcapness of eBay. "
Monday, October 25, 2010
Susan Athey on online experiments
My colleague Susan Athey (in whose class I'll be guest lecturing today) speaks to NPR:
"Susan Athey: Did you know that every time you do a search on Google or Bing, you are improving the quality of the search engine? The more people click on a search advertisement from a clothing company or on a link on an online news story, the more prominently it is displayed for the next consumer. And the firms constantly experiment to get things right. They watch what consumers do and adapt their products in response to the results of their experiments.
"But designing the right experiment is difficult. To see just one example, consider spam. An e-mail provider wants to eliminate spam from your inbox. It is nuisance for all of us. That company might test out a new way to filter spam. The filter may do a great job in short-term experiments, where the spammers don't have a chance to respond. But once the new filter is introduced in practice, spammers may find a way around the filter. So, that means that some legitimate e-mail is filtered out and the end result may be that you haven't solved the spam problem at all. You could very well end up worse than where you started, even though the experimental numbers looked great.
"So, if you want to figure out whether a new product will work out the way you hope, you need to be able to anticipate how people will react to your innovation. That is, you don't just have to be a good statistician. It's not just about the numbers that come out of simple experiments; it is about predicting how people will react to the changes you make. You need to understand behavior and how to build models that reflect the choices we all make.
"Unfortunately, our universities and business schools haven't figured out how to train students to do this kind of modeling and prediction. That is, we aren't preparing students to manage the new data-driven businesses. And let's face it: This is where our economy is headed, as consumers are spending more and more of their time online. Creating new jobs in this economy is a must, but making sure that the workforce is ready for the jobs where our growth is happening is more important. The good news is that the young people who do develop the talent and skills to capitalize on this opportunity will be in high demand, which puts them in a great position in today's tough economy."
"Susan Athey: Did you know that every time you do a search on Google or Bing, you are improving the quality of the search engine? The more people click on a search advertisement from a clothing company or on a link on an online news story, the more prominently it is displayed for the next consumer. And the firms constantly experiment to get things right. They watch what consumers do and adapt their products in response to the results of their experiments.
"But designing the right experiment is difficult. To see just one example, consider spam. An e-mail provider wants to eliminate spam from your inbox. It is nuisance for all of us. That company might test out a new way to filter spam. The filter may do a great job in short-term experiments, where the spammers don't have a chance to respond. But once the new filter is introduced in practice, spammers may find a way around the filter. So, that means that some legitimate e-mail is filtered out and the end result may be that you haven't solved the spam problem at all. You could very well end up worse than where you started, even though the experimental numbers looked great.
"So, if you want to figure out whether a new product will work out the way you hope, you need to be able to anticipate how people will react to your innovation. That is, you don't just have to be a good statistician. It's not just about the numbers that come out of simple experiments; it is about predicting how people will react to the changes you make. You need to understand behavior and how to build models that reflect the choices we all make.
"Unfortunately, our universities and business schools haven't figured out how to train students to do this kind of modeling and prediction. That is, we aren't preparing students to manage the new data-driven businesses. And let's face it: This is where our economy is headed, as consumers are spending more and more of their time online. Creating new jobs in this economy is a must, but making sure that the workforce is ready for the jobs where our growth is happening is more important. The good news is that the young people who do develop the talent and skills to capitalize on this opportunity will be in high demand, which puts them in a great position in today's tough economy."
Subscribe to:
Posts (Atom)