Publications

Kash Rangan is the Malcolm P. McNair Professor of Marketing at the Harvard Business School. Formerly the chairman of the Marketing Department (1998-2002), he is now the co-chairman of the school's Social Enterprise Initiative. He has taught in a wide variety of MBA... View Details

Keywords: computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer

15 Aug 2023
HBS Case

(Virtual) Reality Check: How Long Before We Live in the 'Metaverse'?

The recent rollout of ChatGPT by OpenAI has set the world abuzz about the potential of artificial intelligence. But whatever happened to the last tech phenomenon, the “metaverse”? The once-heavily hyped future of immersive 3D technology seems to have drifted into the... View Details

Keywords: by Jay Fitzgerald; Computer; Computer; Computer

2023
Article

Which Models Have Perceptually-Aligned Gradients? An Explanation via Off-Manifold Robustness

By: Suraj Srinivas, Sebastian Bordt and Himabindu Lakkaraju

One of the remarkable properties of robust computer vision models is that their input-gradients are often aligned with human perception, referred to in the literature as perceptually-aligned gradients (PAGs). Despite only being trained for classification, PAGs cause... View Details

Keywords: AI and Machine Learning; Mathematical Methods

November–December 2023
Article

Look the Part? The Role of Profile Pictures in Online Labor Markets

By: Isamar Troncoso and Lan Luo

Profile pictures are a key component of many freelancing platforms, a design choice that can impact hiring and matching outcomes. In this paper, we examine how appearance-based perceptions of a freelancer’s fit for the job (i.e., whether a freelancer "looks the part"... View Details

Keywords: Freelancers; Gig Workers; Demographics; Prejudice and Bias; Selection and Staffing; Jobs and Positions; Analytics and Data Science

Find at Harvard

January–February 2021
Article

Making Space for Emotions: Empathy, Contagion, and Legitimacy’s Double-Edged Sword

By: Andreea Gorbatai, Cyrus Dioun and Kisha Lashley

Legitimacy is critical to the formation and expansion of nascent fields because it lends credibility and recognizability to once overlooked actors and practices. At the same time, legitimacy can be a double-edged sword precisely because it facilitates field growth,... View Details

Keywords: Legitimacy; Collective Identity; Emotional Contagion; Field-congifiguring Events; Empathy; Natural Language Processing; Mixed Methods; Organizational Culture; Emotions; Groups and Teams

Find at Harvard

Register to Read

Article

Total Cost Control in Project Management via Satisficing

By: Joel Goh and Nicholas G. Hall

We consider projects with uncertain activity times and the possibility of expediting, or crashing, them. Activity times come from a partially specified distribution within a family of distributions. This family is described by one or more of the following details about... View Details

Keywords: Project Management; Time And Cost Control; Robust Optimization; Satisficing; Linear Decision Rule; PERT; Management; Cost Management; Projects

Find at Harvard

11 Apr 2024
In Practice

Why Progress on Immigration Might Soften Labor Pains

lack of talent and saying, “Gosh, we need to find more workers.” The unemployment rate is still less for computer programmers than it is for workers who take jobs in fast food restaurants, but both unemployment rates are at historic lows.... View Details

Keywords: by Rachel Layne

March, 2023
Article

Academic Entrepreneurship: Entrepreneurial Advisors and Their Advisees' Outcomes

By: Maria P. Roche

The transfer of complex knowledge and skills is difficult, often requiring intensive interaction and extensive periods of co-working between a mentor and mentee, which is particularly true in apprenticeship-like settings and on-the-job training. This paper studies a... View Details

Keywords: Entrepreneurship; Higher Education; Training; Personal Development and Career; Knowledge Dissemination

2019
Working Paper

The Impact of Professionals' Contributions to Online Knowledge Communities on Their Workplace Knowledge Work

By: Hila Lifshitz - Assaf and Frank Nagle

Knowledge work is becoming increasingly challenging as pace of change in the knowledge frontier is increasing. Organizations have created multiple mechanisms to minimize knowledge gaps and increase learning such internal training, mentorship programs as well as... View Details

Keywords: Open Source; Future Of Work; Software Development; Knowledge Work; Online Community; Learning; Knowledge Sharing; Applications and Software; Open Source Distribution; Performance Productivity

October 2001 (Revised March 2002)
Case

Perlegen Sciences

By: Linda A. Hill and Nicole Tempest

As a biotech start-up company involved in studying human genomes, Perlegen needed to develop an organization that fostered innovation and teamwork among a group of highly trained professionals from both the science and technology fields. Perlegen's CEO, Brad Margus,... View Details

Keywords: Innovation Leadership; Groups and Teams; Management Teams; Problems and Challenges; Business Startups; Genetics; Talent and Talent Management; Innovation Strategy; Biotechnology Industry

Educators

08 Mar 2017
HBS Seminar

Fernanda Viégas and Martin Wattenberg, Google

Web

Research Services - Faculty & Research

problems. Some specific research services available to HBS faculty include: Computing resources HBS provides an expansive computing infrastructure for research, as well as the guidance and expertise of... View Details

2020
Working Paper

Do Lenders Still Discriminate? A Robust Approach for Assessing Differences in Menus

By: David Hao Zhang and Paul Willen

We use a new methodology to assess mortgage pricing discrimination by race. We make four main contributions. First, we show that existing estimates of mortgage pricing differences by race can be confounded by a "menu problem," which is the problem associated with... View Details

Keywords: Mortgages; Financing and Loans; Prejudice and Bias; Race; Measurement and Metrics; Banking Industry; United States

Youngme Moon is the Donald K. David Professor of Business at Harvard Business School. Professor Moon's research sits at the intersection of brand strategy and culture, with a particular focus on the emergent AI economy. She is the author of the bestselling book, View Details

Keywords: computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer; computer

05 Dec 2023
Research & Ideas

Are Virtual Tours Still Worth It in Real Estate? Evidence from 75,000 Home Sales

data from the real estate platform Redfin for 75,178 houses sold in the greater Los Angeles area from March 2019 to March 2021. The time period gives a snapshot of how the effect might linger beyond lockdowns. They combed listings for text and photos using View Details

Keywords: by Rachel Layne; Real Estate

Jan W. Rivkin

Jan W. Rivkin is a Professor in the Strategy Unit at Harvard Business School. In the past, he has served as Faculty Chair of the MBA Program, Senior Associate Dean for Research, and head of the Strategy Unit. His research, course development, and teaching focus on... View Details

Keywords: computer; computer; computer; computer; computer

2023
Chapter

Marketing Through the Machine’s Eyes: Image Analytics and Interpretability

By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan

he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the... View Details

Keywords: Transparency; Marketing Research; Algorithmic Bias; AI and Machine Learning; Marketing

Article

A Choice Prediction Competition for Market Entry Games: An Introduction

By: Ido Erev, Eyal Ert and Alvin E. Roth

A choice prediction competition is organized that focuses on decisions from experience in market entry games (http://sites.google.com/site/gpredcomp/ and http://www.mdpi.com/si/games/predict-behavior/). The competition is based on two experiments: An estimation... View Details

Keywords: Experience and Expertise; Decision Choices and Conditions; Forecasting and Prediction; Learning; Market Entry and Exit; Game Theory; Behavior; Competition