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      • Faculty Publications  (134)

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      • November 2023
      • Article

      Algorithmic Mechanism Design with Investment

      By: Mohammad Akbarpour, Scott Duke Kominers, Kevin Michael Li, Shengwu Li and Paul Milgrom
      We study the investment incentives created by truthful mechanisms that allocate resources using approximation algorithms. Some approximation algorithms guarantee nearly 100% of the optimal welfare, but have only a zero guarantee when one bidder can invest before... View Details
      Keywords: Mechanism Design; Market Design; Auctions
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      Akbarpour, Mohammad, Scott Duke Kominers, Kevin Michael Li, Shengwu Li, and Paul Milgrom. "Algorithmic Mechanism Design with Investment." Econometrica 91, no. 6 (November 2023): 1969–2003.
      • May 2023
      • Supplement

      Sian Flowers: Fresher by Sea - Video Supplement

      By: Willy C. Shih
      The setting for this case is the Sian Flowers, a company headquartered in Kitengela, Kenya that exports roses to predominantly Europe. Because cut flowers have a limited shelf life and consumers want them to retain their appearance for as long as possible, Sian or its... View Details
      Keywords: Supply Chain; Supply Chains; Sustainability; Sustainable Agriculture; Sustainability Reporting; Carbon Emissions; Supply Chain Management; Quality; Ship Transportation; Cost Management; Agriculture and Agribusiness Industry; Africa; Kenya; Netherlands; Europe
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      Shih, Willy C. "Sian Flowers: Fresher by Sea - Video Supplement." Harvard Business School Multimedia/Video Supplement 623-713, May 2023.
      • April 6, 2023
      • Article

      A New NFT Launch Strategy: The Wave Mint

      By: Scott Duke Kominers and 1337 Skulls Sers
      In an NFT project, the mint—the process by which tokens are initially allocated—largely determines who your community is and how they and the broader market view the project going forward. In this piece, we review a new minting strategy recently introduced by 1337... View Details
      Keywords: NFTs; Mechanism Design; Sales Management; Sales Model; Crypto Economy; Non-fungible Tokens; Networks; Product Launch; Auctions; Market Design
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      Kominers, Scott Duke, and 1337 Skulls Sers. "A New NFT Launch Strategy: The Wave Mint." a16zcrypto.com (April 6, 2023).
      • September 10, 2022
      • Article

      NFT Sales: Clearing the Market, Avoiding Gas Wars

      By: Scott Duke Kominers and Tim Roughgarden
      Instead of letting the market decide the price for their primary sale offerings, many NFT projects choose to initially sell their NFTs at prices below the market-clearing level. But what happens when market designers trade off efficiency for equity; or when demand far... View Details
      Keywords: Blockchain; Crypto Economy; Cryptocurrency; NFTs; Auctions; Market Design; Price
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      Kominers, Scott Duke, and Tim Roughgarden. "NFT Sales: Clearing the Market, Avoiding Gas Wars." a16zcrypto.com (September 10, 2022).
      • August 2022
      • Case

      SuperRare: Turning an NFT Marketplace into a DAO

      By: Jeffrey J. Bussgang, Scott Duke Kominers and Amy Klopfenstein
      In June 2021, John Crain and Jonathan Perkins, the founders of SuperRare, a marketplace for non-fungible tokens (NFTs), contemplate whether to transform their company into a decentralized autonomous organization (DAO). Crain and Perkins founded SuperRare in 2018 to... View Details
      Keywords: NFTs; Crypto Economy; Alternative Assets; DAOs; Arts; Governance; Governance Controls; Governing Rules, Regulations, and Reforms; Information Technology; Technology Adoption; Internet and the Web; Digital Platforms; Innovation and Invention; Technological Innovation; Disruptive Innovation; Finance; Currency; Investment; Markets; Auctions; Bids and Bidding; Demand and Consumers; Network Effects; Market Design; Market Transactions; Market Timing; Web Services Industry; North and Central America; United States
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      Bussgang, Jeffrey J., Scott Duke Kominers, and Amy Klopfenstein. "SuperRare: Turning an NFT Marketplace into a DAO." Harvard Business School Case 823-027, August 2022.
      • 2022
      • Working Paper

      Consumer Demand with Social Influences: Evidence from an E-Commerce Platform

      By: El Hadi Caoui, Chiara Farronato, John J. Horton and Robert Schultz
      For some kinds of goods, rarity itself is valued. "Fashionable'" goods are demanded in part because they are unique. In this paper, we explore the economics of rare goods using auctions of limited-edition shoes held by an e-commerce platform. We model endogenous entry... View Details
      Keywords: Rare Goods; Scarcity; E-commerce; Consumer Behavior; Auctions
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      Caoui, El Hadi, Chiara Farronato, John J. Horton, and Robert Schultz. "Consumer Demand with Social Influences: Evidence from an E-Commerce Platform." NBER Working Paper Series, No. 30351, August 2022.
      • August 2022 (Revised October 2022)
      • Case

      Sian Flowers: Fresher by Sea?

      By: Willy C. Shih, Michael W. Toffel and Pippa Tubman Armerding
      The setting for this case is the Sian Flowers, a company headquartered in Kitengela, Kenya that exports roses to predominantly Europe. Because cut flowers have a limited shelf life and consumers want them to retain their appearance for as long as possible, Sian or its... View Details
      Keywords: Supply Chain; Supply Chains; Sustainability; Sustainable Agriculture; Sustainability Reporting; Carbon Emissions; Supply Chain Management; Quality; Ship Transportation; Cost Management; Agriculture and Agribusiness Industry; Africa; Kenya; Netherlands; Europe
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      Shih, Willy C., Michael W. Toffel, and Pippa Tubman Armerding. "Sian Flowers: Fresher by Sea?" Harvard Business School Case 623-008, August 2022. (Revised October 2022.)
      • 2022
      • Working Paper

      Confidence, Self-Selection and Bias in the Aggregate

      By: Benjamin Enke, Thomas Graeber and Ryan Oprea
      The influence of behavioral biases on aggregate outcomes like prices and allocations depends in part on self-selection: whether rational people opt more strongly into aggregate interactions than biased individuals. We conduct a series of betting market, auction and... View Details
      Keywords: Prejudice and Bias; Cognition and Thinking; Markets; Price
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      Enke, Benjamin, Thomas Graeber, and Ryan Oprea. "Confidence, Self-Selection and Bias in the Aggregate." NBER Working Paper Series, No. 30262, July 2022.
      • April 2022
      • Teaching Note

      Christie's and Leonardo da Vinci's Salvator Mundi: The Value of a Brand

      By: Jill Avery
      A sixteenth century Renaissance masterpiece, missing for 137 years, believed by many to have been destroyed, and then rediscovered less than a decade ago, becomes the most expensive painting ever sold, all the while surrounded by controversy. Did the buyer of Leonardo... View Details
      Keywords: Brand Management; Brand Valuation; Art; Art Dealer; Auction House; Brand Storytelling; Marketing; Brands and Branding; Marketing Strategy; Fine Arts Industry; United States; Italy
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      Avery, Jill. "Christie's and Leonardo da Vinci's Salvator Mundi: The Value of a Brand." Harvard Business School Teaching Note 522-088, April 2022.
      • December 2021
      • Article

      Auctioneers Sometimes Prefer Entry Fees to Extra Bidders

      By: Jiafeng Chen and Scott Duke Kominers
      We investigate a market thickness–market power tradeoff in an auction setting with endogenous entry. We find that charging admission fees can sometimes dominate the benefit of recruiting additional bidders, even though the fees themselves implicitly reduce competition... View Details
      Keywords: Entry; Reserve Prices; Entry Fees; Auctions; Design
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      Chen, Jiafeng, and Scott Duke Kominers. "Auctioneers Sometimes Prefer Entry Fees to Extra Bidders." Art. 102737. International Journal of Industrial Organization 79 (December 2021).
      • July 2021
      • Article

      Discovering Auctions: Contributions of Paul Milgrom and Robert Wilson

      By: Alex Teytelboym, Shengwu Li, Scott Duke Kominers, Mohammad Akbarpour and Piotr Dworczak
      The 2020 Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel was awarded to Paul R. Milgrom and Robert B. Wilson for “improvements to auction theory and inventions of new auction formats.” In this survey article, we review the contributions of the... View Details
      Keywords: Economics; Auctions; Theory; Design
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      Teytelboym, Alex, Shengwu Li, Scott Duke Kominers, Mohammad Akbarpour, and Piotr Dworczak. "Discovering Auctions: Contributions of Paul Milgrom and Robert Wilson." Scandinavian Journal of Economics 123, no. 3 (July 2021): 709–750. (Authors' names are in certified random order.)
      • June 2021
      • Case

      Reversing Course on a Reverse E-Auction (A)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (A)." Harvard Business School Case 921-051, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (B)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (B)." Harvard Business School Supplement 921-052, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (C)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (C)." Harvard Business School Supplement 921-053, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (D)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (D)." Harvard Business School Supplement 921-054, June 2021.
      • April 2021 (Revised July 2021)
      • Case

      StockX: The Stock Market of Things (Abridged)

      By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley
      Founded in 2015 by Dan Gilbert, Josh Luber, and Greg Schwartz, StockX was an online platform where users could buy and sell unworn luxury and limited-edition sneakers. Sneaker resale prices often fluctuated over time based on supply and demand, creating a robust... View Details
      Keywords: Markets; Auctions; Bids and Bidding; Demand and Consumers; Consumer Behavior; Analytics and Data Science; Market Design; Digital Platforms; Market Transactions; Marketplace Matching; Supply and Industry; Analysis; Price; Product Marketing; Product Launch; Apparel and Accessories Industry; Fashion Industry; North and Central America; United States; Michigan; Detroit
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      Farronato, Chiara, John J. Horton, Annelena Lobb, and Julia Kelley. "StockX: The Stock Market of Things (Abridged)." Harvard Business School Case 621-107, April 2021. (Revised July 2021.)
      • March 2021
      • Supplement

      Sky Deutschland Analysis: Results

      By: Felix Oberholzer-Gee, Sascha L. Schmidt, Renate Imoberdorf and Sebastian Koppers
      Carsten Schmidt, CEO of Sky Deutschland, needs to prepare for the auction of German soccer rights. Much was at stake. Not only was soccer the most widely watched sport in Germany, the company had long advertised that only Sky showed “every game, every goal.” In... View Details
      Keywords: Sports; Entertainment; Television Entertainment; Intellectual Property; Auctions; Bids and Bidding; Sports Industry; Media and Broadcasting Industry; Germany
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      Oberholzer-Gee, Felix, Sascha L. Schmidt, Renate Imoberdorf, and Sebastian Koppers. "Sky Deutschland Analysis: Results." Harvard Business School Spreadsheet Supplement 721-853, March 2021.
      • March 2021
      • Case

      Sky Deutschland - Bidding for Sports Rights (A)

      By: Felix Oberholzer-Gee, Sascha L. Schmidt, Renate Imoberdorf and Sebastian Koppers
      Carsten Schmidt, CEO of Sky Deutschland, needs to prepare for the auction of German soccer rights. Much was at stake. Not only was soccer the most widely watched sport in Germany, the company had long advertised that only Sky showed “every game, every goal.” In... View Details
      Keywords: Sports; Entertainment; Television Entertainment; Intellectual Property; Auctions; Bids and Bidding; Sports Industry; Media and Broadcasting Industry; Germany
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      Oberholzer-Gee, Felix, Sascha L. Schmidt, Renate Imoberdorf, and Sebastian Koppers. "Sky Deutschland - Bidding for Sports Rights (A)." Harvard Business School Case 721-440, March 2021.
      • March 2021
      • Supplement

      Sky Deutschland - Bidding for Sports Rights (B)

      By: Felix Oberholzer-Gee, Sascha L. Schmidt and Sebastian Koppers
      Carsten Schmidt, CEO of Sky Deutschland, needs to prepare for the auction of German soccer rights. Much was at stake. Not only was soccer the most widely watched sport in Germany, the company had long advertised that only Sky showed “every game, every goal.” In... View Details
      Keywords: Sports; Entertainment; Television Entertainment; Intellectual Property; Auctions; Bids and Bidding; Sports Industry; Media and Broadcasting Industry; Germany
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      Oberholzer-Gee, Felix, Sascha L. Schmidt, and Sebastian Koppers. "Sky Deutschland - Bidding for Sports Rights (B)." Harvard Business School Supplement 721-441, March 2021.
      • January 2021 (Revised March 2021)
      • Case

      Juno (A): Leveraging Student Power

      By: Joshua Schwartzstein, Kathleen L. McGinn and Amy Klopfenstein
      In March 2020, Chris Abkarians and Nikhil Agarwal were in the midst of preparing the annual auction for their student loan assistance startup, Juno. Both current MBA students at Harvard Business School, the duo founded Juno in 2018 to leverage student bargaining power... View Details
      Keywords: Decision Making; Decision Choices and Conditions; Decisions; Cost vs Benefits; Education; Higher Education; Finance; Borrowing and Debt; Strategy; Adaptation; Alignment; Negotiation; Agreements and Arrangements; Negotiation Participants; Negotiation Process; Negotiation Tactics; Negotiation Deal; Negotiation Offer; Negotiation Types; Financial Services Industry; Education Industry; North and Central America; United States; Massachusetts; Boston
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      Schwartzstein, Joshua, Kathleen L. McGinn, and Amy Klopfenstein. "Juno (A): Leveraging Student Power." Harvard Business School Case 921-032, January 2021. (Revised March 2021.)
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