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Publications
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- 2023
- Working Paper
Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation
By: Dae Woong Ham, Michael Lindon, Martin Tingley and Iavor I. Bojinov
Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers’ decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to...
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- May–June 2023
- Article
Analytics for Marketers: When to Rely on Algorithms and When to Trust Your Gut
By: Fabrizio Fantini and Das Narayandas
Advanced analytics can help companies solve a host of management problems, including those related to marketing, sales, and supply-chain operations, which can lead to a sustainable competitive advantage. But as more data becomes available and advanced analytics are...
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- May 2023
- Case
IBM’s Ginni Rometty: Leading with Good Power
By: Hubert Joly, Leonard A. Schlesinger and Stacy Straaberg
In March 2023, Virginia (Ginni) Rometty published Good Power: Leading Positive Change in our Lives, Work, and World, which covered her personal history and career at International Business Machines (IBM). Rometty was IBM’s ninth and first woman CEO from 2012–2020. Her...
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Keywords:
Transformation;
Acquisition;
Trends;
Gender;
Diversity;
Education;
Training;
Values and Beliefs;
Profit;
Revenue;
Leadership Style;
Leading Change;
Business or Company Management;
Negotiation;
Corporate Social Responsibility and Impact;
Mission and Purpose;
Organizational Change and Adaptation;
Organizational Culture;
Family and Family Relationships;
Business and Community Relations;
Business and Government Relations;
Business and Shareholder Relations;
Business and Stakeholder Relations;
Personal Characteristics;
Perspective;
Social Issues;
Adaptation;
Business Strategy;
Commercialization;
Competition;
Corporate Strategy;
Information Infrastructure;
Information Technology;
Information Technology Industry;
Information Technology Industry;
Information Technology Industry;
Information Technology Industry;
Information Technology Industry;
New York (city, NY);
United States
- May 2023
- Article
Equilibrium Effects of Pay Transparency
By: Zoë B. Cullen and Bobak Pakzad-Hurson
The public discourse around pay transparency has focused on the direct effect: how workers seek
to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting
and hiring practices of the firm respond in equilibrium has received...
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Keywords:
Pay Transparency;
Online Labor Market;
Privacy;
Wage Gap;
Corporate Disclosure;
Wages;
Negotiation
- 2023
- Working Paper
The Hidden Cost of Coordination: Evidence from Last-Mile Delivery Services
By: Natalie Epstein, Santiago Gallino and Antonio Moreno
Problem definition: Communication and customer interaction design have been used as elements to improve customer satisfaction and future purchasing behavior, but little is known about how they can be used as levers to improve operational...
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- April 2023
- Case
Apple's iPhone Revolution: Pioneering the Circular Economy
By: George Serafeim
When asked to identify an example of a circular economy business model that has generated billions in revenues for a company, ChatGPT, the famous chatbot that in 2022 rocked the world with its ability to perform a variety of tasks, immediately identified and...
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- April 12, 2023
- Article
Using AI to Adjust Your Marketing and Sales in a Volatile World
By: Das Narayandas and Arijit Sengupta
Why are some firms better and faster than others at adapting their use of customer data to respond to changing or uncertain marketing conditions? A common thread across faster-acting firms is the use of AI models to predict outcomes at various stages of the customer...
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- 2023
- Working Paper
Using GPT for Market Research
By: James Brand, Ayelet Israeli and Donald Ngwe
Large language models (LLMs) have quickly become popular as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners who...
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- March 2023
- Teaching Note
VideaHealth: Building the AI Factory
By: Karim R. Lakhani
Teaching Note for HBS Case No. 621-021. The case “VideaHealth: Building the AI Factory” examines the creation of dental startup VideaHealth (Videa) and the development of its artificial intelligence (AI)-led business strategy through the eyes of founder and CEO Florian...
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- March 2023
- Case
Woven Planet - Designing Software for the Car of the Future
By: Gary P. Pisano and Catherine Piner
Founded in 2021, Woven Planet Holdings—a subsidiary of Toyota Motor Corporation—was developing Arene, an automotive software platform consisting of an operating system, development and simulation tools, and a cloud-based service that could store and analyze vehicle...
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- March–April 2023
- Article
Market Segmentation Trees
By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market...
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- February 2023
- Case
Adyen: Reshaping the Payment Ecosystem
By: Marco Di Maggio, Antonio Moreno and Elena Corsi
A payment services company rethinks its strategy to reach out to a different customer base.
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- February 2023 (Revised May 2023)
- Case
Accelerating the Accelerator: Raja Al Mazrouei at DIFC Fintech Hive
By: Linda A. Hill, Emily Tedards and Lydia Begag
In January 2023, Raja Al Mazrouei became the Managing Director and Acting CEO of Etihad Credit Insurance (ECI) in Dubai, UAE. In her previous role as the Executive Vice President of the DIFC Fintech Hive, she successfully built and led an accelerator program for...
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Keywords:
Organizational Change and Adaptation;
Organizational Culture;
Organizational Design;
Organizational Structure;
Management;
Strategy;
Technology Adoption;
Information Infrastructure;
Financial Management;
Financial Strategy;
Technological Innovation;
Digital Marketing;
Digital Strategy;
Digital Transformation;
Global Strategy;
Globalized Markets and Industries;
Banks and Banking;
Corporate Finance;
Leadership;
Leadership Development;
Leadership Style;
Financial Services Industry;
Technology Industry;
Banking Industry;
Middle East;
Singapore;
London;
United Arab Emirates;
Dubai
- February 22, 2023
- Article
How to Seed Organic Marketing in a Video-First World
By: Ayelet Israeli, Leonard A. Schlesinger and Matt Higgins
Early direct-to-consumer (DTC) companies relied on plentiful capital and low-cost digital marketing to power growth. But as this sector has matured, capital is more constrained, social media is more cluttered, and customer acquisition costs are rising. DTC companies...
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Keywords:
Online Business;
Ecommerce;
E-commerce;
E-Commerce Strategy;
Omnichannel Retail;
Omnichannel Retailing;
Influencer Marketing;
Consumer;
Organic Growth;
Video Advertising;
Promotion;
Celebrities;
Online Advertising;
Online Channel;
Online Communities;
Online Community;
Go To Market Strategy;
Platform;
Media;
Media Content;
Digital;
Digital Culture;
Digital Influencers;
Direct To Consumer Marketing;
Direct-to-consumer;
Innovation ＆ Entrepreneurship;
Innovation;
Sales;
Digital Platforms;
Digital Marketing;
Digital Strategy;
Consumer Behavior;
Internet and the Web;
Advertising;
Business Model;
Growth Management;
Marketing;
Marketing Strategy;
Marketing Channels;
Marketing Communications;
Communication Strategy;
Innovation Strategy;
Retail Industry;
Consumer Products Industry;
Fashion Industry;
Advertising Industry;
Apparel and Accessories Industry;
Beauty and Cosmetics Industry;
Food and Beverage Industry;
Media and Broadcasting Industry;
United States;
North America
- February 2023
- Case
Roblox: Virtual Commerce in the Metaverse
By: Ayelet Israeli and Nicole Tempest Keller
In 2022, Roblox had 58.8 million daily active users, including over half of all children and teens under the age of 16 in the United States. Roblox, a free-to-use “co-experience platform”, allowed users to come together in immersive 3D experiences to socialize, work,...
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Keywords:
Entertainment;
Games, Gaming, and Gambling;
Market Design;
Marketing;
Brands and Branding;
Marketing Channels;
Marketing Strategy;
Business Strategy;
Economics;
Economy;
Economic Systems;
Advertising;
Advertising Campaigns;
Digital Platforms;
Markets;
Price;
Innovation and Management;
Entertainment and Recreation Industry;
Video Game Industry;
Technology Industry;
United States;
California;
North America;
South America;
Asia;
Europe
- February 2023
- Supplement
Shanty Real Estate: Teaching Note Supplement
By: Michael Luca
Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough....
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- February 2023 (Revised March 2023)
- Case
Hey, Insta & YouTube, Are You Watching TikTok?
In early 2023, the entertainment app TikTok reached close to 1 billion users globally, placing it 4th behind the leading social networks of Facebook, YouTube, and Instagram. Featuring a sophisticated recommendation engine, TikTok mastered the art of keeping users...
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- 2023
- Working Paper
Black Ownership Matters: Does Revealing Race Increase Demand for Minority-Owned Businesses?
By: Abhay Aneja, Michael Luca and Oren Reshef
Is there consumer demand to support Black-owned businesses? To explore, we investigate the impact of a new feature on a large online platform that made the race of a set of Black business owners salient to customers. We find that this feature substantially increased...
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- January 2023 (Revised April 2023)
- Case
Cobalt Robotics: Scaling Workplace Robotics
By: Jeffrey F. Rayport, Nicole Tempest Keller and Kyung Keun Park
Founded in 2016, Cobalt Robotics, based in Fremont, California, was a Robot-as-a-Service (RaaS) company that built autonomous workplace robots that were designed to replace or supplement human security guards. Outfitted with over 60 sensors, Cobalt robots patrolled...
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- January 2023 (Revised March 2023)
- Case
OhmConnect: Energizing the Future
By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller
Founded in 2013, OhmConnect was a free consumer web app that alerted customers about peak hours of electricity demand, and paid them to lower their energy use at home during these periods. The company sold the aggregated reductions generated by thousands of households...
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Keywords:
App Development;
Renewable Energy;
Electricity Usage;
Regulations;
VC;
Technology;
Customer Acquisition Cost (CAC);
Scalability;
Applications and Software;
Growth and Development Strategy;
Governing Rules, Regulations, and Reforms;
Business Model;
Venture Capital;
Energy Industry;
United States;
California;
Texas;
Europe