Publications

Educators

Web

AI at Work | Working Knowledge

teamwork leads to more innovation . When humans leverage AI, they can identify innovative ideas for addressing social problems more efficiently than either humans or AI could on their own. Success with AI depends on the user’s skills... View Details

2022
Working Paper

Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments

By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso

We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s... View Details

Keywords: Consumer Choice; Consumer Behavior; Competition; Product Marketing

SSRN

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2003
Chapter

Supply-Chain Coordination: How Companies Leverage Information Flows to Generate Value

By: Susan Kulp, Elie Ofek and Jonathan Whitaker

Keywords: Supply Chain Management; Cooperation; Information Management; Knowledge Use and Leverage; Knowledge Management; Value Creation

March 2006 (Revised March 2007)
Background Note

Winning Legally: Using the Law to Create Value, Marshal Resources, and Manage Risk

Describes the four components of legal astuteness: the attitudes, proactive approach, judgment, and knowledge necessary to manage the legal aspects of business effectively. Identifies a number of legal tools legally astute managers can use during different phases of... View Details

Keywords: Management; Law; Business Strategy

Educators

June 2024
Teaching Note

Beamery: Using Skills and AI to Modernize HR

By: Boris Groysberg, David Lane, Susan Pinckney and Alexis Lefort

Teaching Note for HBS Case No. 424-004. Unicorn human relationships startup Beamery evaluates it growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management... View Details

Article

Repairing the Damage: The Effect of Price Knowledge and Gender on Auto-Repair Price Quotes

By: Meghan Busse, Ayelet Israeli and Florian Zettelmeyer

In this paper we investigate whether sellers treat consumers differently on the basis of how well informed consumers appear to be. We implement a large-scale field experiment in which callers request price quotes from automotive repair shops. We show that sellers alter... View Details

Keywords: Pricing; Price Discrimination; Automobiles; Field Experiment; Information; Fairness; Price; Knowledge Use and Leverage; Internet and the Web; Gender; Service Industry; Auto Industry

2018
Article

Prior Ties and the Limits of Peer Effects on Startup Team Performance

By: Sharique Hasan and Rembrand Koning

We conduct a field experiment at an entrepreneurship bootcamp to investigate whether interaction with proximate peers shapes a nascent startup team's performance. We find that teams whose members lack prior ties to others at the bootcamp experience peer effects that... View Details

Keywords: Field Experiment; Peer Effects; Office Space; Knowledge Spillovers; Accelerators; Entrepreneurship; Knowledge Sharing; Performance; Technology Industry; India

August 2021
Article

Multiple Imputation Using Gaussian Copulas

By: F.M. Hollenbach, I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward and A. Volfovsky

Missing observations are pervasive throughout empirical research, especially in the social sciences. Despite multiple approaches to dealing adequately with missing data, many scholars still fail to address this vital issue. In this paper, we present a simple-to-use... View Details

Keywords: Missing Data; Bayesian Statistics; Imputation; Categorical Data; Estimation

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2023
Working Paper

Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality

By: Fabrizio Dell'Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz-Assaf, Katherine C. Kellogg, Saran Rajendran, Lisa Krayer, François Candelon and Karim R. Lakhani

The public release of Large Language Models (LLMs) has sparked tremendous interest in how humans will use Artificial Intelligence (AI) to accomplish a variety of tasks. In our study conducted with Boston Consulting Group, a global management consulting firm, we examine... View Details

Keywords: Large Language Model; AI and Machine Learning; Performance Efficiency; Performance Improvement

SSRN

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October 2013
Supplement

HgCapital and the Visma Transaction (A) Courseware

By: Paul A. Gompers

This courseware is to be used with HgCapital and the Visma Transaction (A), HBS No. 214018. View Details

Keywords: Private Equity; Leveraged Buyouts; Management Buyout; Deal Structuring; Negotiations; Finance; Valuation; Europe

11 May 2020
Working Paper Summaries

Targeting High Ability Entrepreneurs Using Community Information: Mechanism Design in the Field

Keywords: by Reshmaan Hussam, Natalia Rigol, and Benjamin N. Roth

May 2016
Article

Return Migration and Geography of Innovation in MNEs: A Natural Experiment of Knowledge Production by Local Workers Reporting to Return Migrants

By: Prithwiraj Choudhury

I study whether return migrants facilitate knowledge production by local employees working for them at geographically distant R&D locations. Using unique personnel and patenting data for 1,315 employees at the Indian R&D center of a Fortune 500 technology firm, I... View Details

Keywords: Innovation; Innovation and Invention

01 Dec 2023
News

The Imposter Among Us

Edited by Jen McFarland Flint; Illustrations by Peter Arkle It was their rst day at Harvard and like the rest of his cohort, Edgar Wallner (PMD 22, 1971) will never forget meeting Robert Gaines-Cooper. Frankly, it would have been difficult to miss the Englishman, who... View Details

Keywords: Business Schools & Computer & Management Training; Educational Services

12 Dec 2005
Research & Ideas

Using the Law to Strategic Advantage

Most managers think the legal department is that office down the hall where they go to keep out of trouble or write a binding patent agreement. And that's shortsighted, says Harvard Business School professor Constance Bagley. A company... View Details

Keywords: by Sean Silverthorne; Legal Services

11 Mar 2014
Working Paper Summaries

Return Migration and Geography of Innovation in MNEs: A Natural Experiment of On-the-Job Learning of Knowledge Production by Local Workers Reporting to Return Migrants

Keywords: by Prithwiraj Choudhury; Technology

20 Feb 2013
Research & Ideas

Big Deal: Reflections on the Megamerger of American and US Airways

agreements or use the threat of such rejection as leverage to obtain financial concessions from lessors and other counterparties. For an airline that leases its planes, this... View Details

Keywords: Re: Rosabeth M. Kanter & Stuart C. Gilson; Air Transportation

August 2022
Article

What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan

We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details

Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers

SSRN

February 2011
Article

Understanding Analysts’ Use and Under-use of Stock Returns and Other Analysts’ Forecasts when Forecasting Earnings

By: Michael B. Clement, Jeffrey Hales and Yanfeng Xue

We investigate analysts' use of stock returns and other analysts' forecast revisions in revising their own forecasts after an earnings announcement. We find that analysts respond more strongly to these signals when the signals are more informative about future earnings... View Details

Keywords: Learning; Forecasting and Prediction; Performance Evaluation; Knowledge Use and Leverage; Financial Services Industry