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May 2023
Article

Self-Preferencing at Amazon: Evidence from Search Rankings

By: Chiara Farronato, Andrey Fradkin and Alexander MacKay

We study whether Amazon engages in self-preferencing on its marketplace by favoring its own brands (e.g., Amazon Basics) in search. To address this question, we collect new micro-level consumer search data using a custom browser extension installed by a panel of study... View Details

Keywords: Consumer Behavior; E-commerce; Product Positioning; Brands and Branding

May–June 2023
Article

Unmasking Behaviors During the Pandemic with Video Analytics

By: Shunyuan Zhang, Kaiquan Xu and Kannan Srinivasan

In 2020, as the novel coronavirus spread globally, face masks were recommended in public settings to protect against and slow down viral transmission. People complied to varying extents, and their reactions may have been driven by a variety of psychological factors.... View Details

Keywords: COVID-19 Pandemic; Social Influence; Social Norms; Health Pandemics; Behavior

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April 2023
Case

Twitter: The Freedom to Speak Freely and Be Heard

By: Randolph B. Cohen, Carin-Isabel Knoop and Mel Martin

In April 2022, serial entrepreneur Elon Musk announced that he would be interested in purchasing the social media site Twitter for $44 billion. With more than 100 million twitter followers, Musk had historically leveraged the site to engage with the customers of his... View Details

Keywords: Values and Beliefs; Acquisition; Social Media; Power and Influence; Technology Industry; Communications Industry; Public Relations Industry; United States

April 18, 2023
Article

The Rebirth of Software as a Service

By: Frank V. Cespedes and Jacco van der Kooij

Traditional sales models focus on customer acquisition and the “funnel” or “pipeline” metrics that dominate talk about sales. But this approach falls short when applied to a recurring revenue business, where the customer life cycle looks more like a bowtie, not a... View Details

Keywords: Customers; Sales; Technology Industry

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2024
Working Paper

Using LLMs for Market Research

By: James Brand, Ayelet Israeli and Donald Ngwe

Large language models (LLMs) have rapidly gained popularity 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... View Details

Keywords: Large Language Model; Research; AI and Machine Learning; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry

April 2023
Technical Note

An Art & A Science: How to Apply Design Thinking to Data Science Challenges

By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li

We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure... View Details

Keywords: Decision Making; Framework; Analytics and Data Science

Spring 2023
Article

Incentive Contract Design and Employee-Initiated Innovation: Evidence from the Field

By: Wei Cai, Susanna Gallani and Jee-Eun Shin

This study examines how the design of incentive contracts for tasks defined as workers’ official responsibilities (i.e., standard tasks) influences workers’ propensity to engage in employee-initiated innovation (EII). EII corresponds to innovation activities that are... View Details

Keywords: Employee-initiated Innovation; Contract Design; Rank-and-file; Extra-role Behaviors; Compensation and Benefits; Motivation and Incentives; Innovation and Management

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March–April 2023
Article

The New-Collar Workforce

By: Colleen Ammerman, Boris Groysberg and Ginni Rometty

Many workers today are stuck in low-paying jobs, unable to advance simply because they don’t have a bachelor’s degree. At the same time, many companies are desperate for workers and not meeting the diversity goals that could help them perform better while also reducing... View Details

Keywords: Diversity; Recruitment; Social Issues; Higher Education; Competency and Skills

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March 31, 2023
Article

What Is the Optimal Pattern of a Customer Journey?

By: Julian De Freitas

Even though customer experience (CX) leaders are becoming increasingly focused on optimizing their firms’ customer journeys, they face a clear challenge: Which touchpoints along the journey should they invest in? That is, which moments when the customer interacts with... View Details

Keywords: Consumer Behavior; Customers; Brands and Branding

March 2023 (Revised January 2025)
Case

Wilshire Lane Capital

By: Jeffrey J. Bussgang, Lindsay N. Hyde and Stacy Straaberg

In September 2021, Adam Demuyakor (MBA 2017) was faced with decisions about how to launch his venture capital (VC) investment firm. His previous investment activities were a series of angel investments and special purpose vehicles alongside two part-time general... View Details

Keywords: Ownership Stake; Investment Funds; Venture Capital; Business and Shareholder Relations; Real Estate Industry; Technology Industry; Los Angeles; California; United States

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... View Details

Keywords: AI and Machine Learning; Applications and Software; Business Model; Marketing Strategy; Product Development; Health Industry; Technology Industry

March 2023
Background Note

A Primer on OKRs

By: Suraj Srinivasan and Li-Kuan (Jason) Ni

The OKR framework is a popular goal-setting and strategy execution tool that uses goal setting through “Objectives” and measuring performance using “Key Results” on a periodic basis to measure and drive performance. The OKR framework has been adopted and practiced at... View Details

Keywords: Business Organization; Talent and Talent Management; Framework; Corporate Governance; Goals and Objectives; Growth and Development; Growth and Development Strategy; Growth Management; Management Analysis, Tools, and Techniques; Management Practices and Processes; Management Skills; Management Systems; Measurement and Metrics; Outcome or Result; Performance Effectiveness; Performance Evaluation; Performance Expectations; Performance Productivity; Performance Efficiency

March 2023 (Revised March 2023)
Case

On

By: Ramon Casadesus-Masanell, Karolin Frankenberger and Sascha Mader

Founded in 2010, in just one decade, the Swiss company On had established itself as a main player in global sports footwear and apparel. Based on an unconventional strategy which one of the founders labeled as “obsessively distinct,” On grew its sales with a compound... View Details

Keywords: Growth and Development Strategy; Environmental Sustainability; Product Positioning; Business Model; Apparel and Accessories Industry; Consumer Products Industry; Europe

March 9, 2023
Article

Linking Growth and the Frontline

By: Frank V. Cespedes, Jay Galeota and Michael Wong

Most strategies are about growing the business. But about one quarter of companies do not grow at all and, even before the pandemic, only one in eight achieved more than 10% revenue growth annually, according to data from S&P Global regulatory filings. One reason is a... View Details

Keywords: Growth and Development Strategy; Customer Focus and Relationships; Competency and Skills

March 2023
Case

Roche: ESG and Access to Healthcare

By: George Serafeim, Susanna Gallani and Benjamin Maletta

In May 2022, Roche Group, one of the largest healthcare companies in the world, hosted its first ESG investor event focused exclusively on its efforts to impact access to healthcare. While Roche had recently set an ambitious goal to double the number of patients that... View Details

March 13, 2023
Article

Sales Teams Need to Stop Focusing on the Customer Funnel

By: Frank V. Cespedes

Understanding where customers are, how they navigate streams in your market, and how to interact with them in a given stream is now central to crafting a good customer experience, and that has implications. Among other things, companies need to shift from thinking... View Details

Keywords: Customer Experience; Customer Value and Value Chain; Customer Relationship Management; Consumer Behavior

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21 Feb 2023
Interview

How Miami Can Become a Global Climate Solutions Hub

By: Rosabeth M. Kanter

Miami has been described as the epicenter of the climate change crisis in the country. But how can Miami transform its climate vulnerability into solutions? Harvard Business School professor Rosabeth Moss Kanter released a study in 2022 that focused on Miami’s climate... View Details

Keywords: Climate Change; ＂Solutions Approach; Network; Future; Change; Economic Growth; Environmental Management; City; Miami

February 2023
Module Note

Illiberalism and Interdependence

By: Meg Rithmire

This module note explains the themes of Illiberalism and Interdependence, the cases and readings used to teach these themes, and how the themes fit into the MITI course. After decades of international political economy scholarship focusing on the impact of rules, there... View Details

Keywords: International Relations; Globalized Economies and Regions; Business and Government Relations; National Security; Economic Systems

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... View Details

February 2023
Supplement

Astyanax Kanakakis at norbloc: A Founder's Experience with the DIFC Fintech Hive

By: Linda A. Hill and Lydia Begag

norbloc was founded in 2016 in Stockholm, Sweden, by Astyanax Kanakakis and his co-founders, Vitalii Demianets and Sam Saatchi. Kanakakis and Demianets got to work to address a key gap in the industry: Know Your Customer (KYC) data sharing. As the first distributed KYC... View Details

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