The philosophies generally associated with the University of Chicago usually orbit around free markets, rational actors, and economic efficiencies. These were generally borne out of the Friedman & Stigler cohort and the Chicago School of Economics which reached its peak during the mid-80’s still is a dominant force in economics, politics, and law today.

An interesting spin-off of the classic Chicago school of thinking here has been the Behavioral Finance movement piloted by Richard Thaler in the GSB and by Cass Sunstein in the School of Law. The behavioralists generally think that free markets are all well and good, but that people simply don’t always act in perfectly rational ways. They try to and categorize ways in which people generally deviate from rational behavior so that modeling and predictive techniques can be formed around how people DO act, as opposed to how they SHOULD act. One of the classic models that has emerged from this school of thinking is the Prospect Theory, which models the fact that humans are generally more adverse to losses than they are to gains, i.e., a normal person would feel more pain from loosing $100 than joy they would feel from gaining $100, while a perfectly rational actor would give the same slope coefficient to losses as they would to gains.

Another interesting model that has come from this school of thought is the impact the framing of a question or situation has on the response it generates. For example, people are likely to not be neutral between a 25% chance to win $50 and a 50% chance to win $25, even though the expected payouts are the same ($12.50). Similarly, studies have shown that people tend to anchor expectations to numbers they have recently heard or seen. Smart attorneys attempt to use this heuristic in their closing arguments by referencing numbers near where they would like the jury award to fall, e.g. a attorney who wants a hundred million dollar reward in a pharmaceutical trial would be smart to talk about the hundreds of millions of people who could have been potentially hurt by a drug, thus anchoring the jurors’ minds around numbers of that size.

Anyways, what got me thinking about this whole subject was a reference to the Mechanical Turk on Guy Kawasaki’s blog. Now Guy was a little late to the Mechanical Turk party, as the comments to his post point out, but one thing I noticed in the comments were several references to the Mechanical Turk being a failure. I hadn’t given it much thought before I watched the video below. The classic Mechanical Turk task is paying users $0.005 to tag , or describe, a photo with text. Until a photo has been tagged, a computers currently have no way of telling if the picture is of a boy, a dog, or a airplane. There are some people that will tag photos for pennies, but it isn’t terribly rewarding and it’s not a great way to make any money. But, as you’ll hear in the video, if you frame the same task in the context of a game, you end up having to cut people’s playing time off after fifteen hours because they like it so much.

The video is long, but basically this guy Luis Von Ahn designed the ESP Game and Peekaboom which tagged more photos for free than the Mechanical Turk will ever even come close to seeing. Some recent posts on the Lightspeed Ventures blog have also piqued my interest about game design and its place in social networking and web applications in general. One of the posts is about Yelp harnessing game design to get users to do what they want them too (create listings, contribute reviews, etc.). I think LinkedIn has done a fabulous job of this as well. I still love making connections on LinkedIn but never once have I really gotten any real benefit from it…I just like watching my counter go up. Yahoo! Answers and Amazon’s Askeville are also great examples of game design getting people to do things. Every day on thee sites thousands of people answer questions posed by complete strangers to accrue millions of points that have no more value than a video game score. Nutty.

Edit: Thanks to Jeremy Liew at Lightspeed for the shout out about this post.


  1. Margaret Rouse

    Wow! I hadn’t thought about Mechanical Turk and gaming at all. I’ve been totally sidetracked on it being the secret ingredient behind Powerset. Wouldn’t it be cool if they combined the two ideas?
    http://whatis.blogs.techtarget.com/2007/05/11/jeff-bezos-mechanical-turk-and-powerset/

Leave a Comment




  • Misc.

  • RSS Tweets

  • RSS KnowledgeBid

    • Loyalty Marketing CRM Expert: Mall-Based Apparel Retailers, Specialty Retailers
      We are looking to speak with an loyalty / CRM marketing professional with specific experience in the mall-based apparel / specialty retail space (brands like abercrombie, victoria's secret, american eagle, etc.) The ideal expert will understand how retailers think about targeted marketing, CRM, loyalty programs (like store branded credit cards). We al […]
    • General Expert: Gaming/Las Vegas
      We are looking for former casino executives or other types of experts that can talk about the Vegas market, what is happening there today and what some likely scenarios are for the next 6-12 months. Ideal experts will have direct experience working with or in the casino/gaming industry in Las Vegas.
    • Owners/Operators: Fast Food/Quick Service Restaurants
      We are looking to talk to franchisee owners and operators of fast food restaurants. Ideal candidates will have several years of experience in the field and will own or operate quick service restaurants. We'll hold a sceening call and then connect you with our client if you're a fit.
    • General Expert: Medical Devices (Spinal focus)
      We are trying to identify someone with experience in the medical devices field, specifically relating to products designed for surgical treatment of spine disorders. We are interested in speaking with someone familiar with the business side of the industry, and ideally has knowledge of market sizing and competitive analysis. Potential experts for this sear […]
    • General Expert: Health Care Facilities
      We are currently trying to identify an expert with more than ten years of operational experience in the health care facilities industry. Ideal experts will have a general knowledge of the different aspects of the industry, such as owners and operators of health care facilities including hospitals, nursing homes, rehabilitation centers and animal hospitals. […]
    • General Expert: Health Care Services
      We are currently trying to identify an expert with more than ten years of operational experience in the health care services industry. Ideal experts will have a general knowledge of the different aspects of the industry, focusing primarily providers of health care services such as dialysis centers, lab testing services, pharmacy management services, and an […]
    • General Expert: Healthcare Products Distribution
      We are currently trying to identify an expert with more than ten years of operational experience in the healthcare distribution industry. Ideal experts will have a general knowledge of the different aspects of the industry, focusing primarily on distributors and wholesalers of health care products. Additionally, ideal experts will have current knowledge of […]
    • General Expert (Pricing/Finance): Health Insurance & Health Plans
      We are seeking experts familiar with large health insurance companies who can discuss the process, factors, and analysis involved in pricing health plan products. Ideal candidates will be able to explain the variables involved when setting prices of different benefit plans and premiums, such as Employer based plans, Group plans, and/or Individual health pla […]
    • General Expert: IT (Software and Services)
      We are looking for an expert who can aid us in uncovering well respected data providers and industry consultants in the IT (software and services) field. Qualified experts should have a thorough knowledge of the industry, the companies within the industry, the companies providing data to the industry, and trends within the industry. We will schedule an ini […]
    • General Expert: Semiconductors
      We are looking for an expert who can aid us in uncovering well respected data providers and industry consultants in the semiconductor industry. Qualified experts should have a thorough knowledge of the industry, the companies within the industry, the companies providing data to the industry, and trends within the industry. We will schedule an initial scree […]