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- 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
Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
- March 2022 (Revised July 2022)
- Teaching Note
Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences
By: Jill Avery
Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details
Keywords: Brand Management; Virtual Reality; Augmented Reality; B2B; E-commerce; Technology Platform; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Digital Marketing; Internet and the Web; Growth Management; Customer Relationship Management; Customer Value and Value Chain; Social Media; Applications and Software; Digital Platforms; Advertising Industry; United States
- August 2021 (Revised March 2022)
- Case
Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences
By: Jill Avery and Rayan Nahas
Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details
Keywords: Brand Management; Virtual Reality; Augmented Reality; B2B; Technology Platform; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Digital Marketing; Internet and the Web; Growth Management; Customer Relationship Management; Customer Value and Value Chain; Social Media; E-commerce; Applications and Software; Digital Platforms; Advertising Industry; United States
Avery, Jill, and Rayan Nahas. "Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences." Harvard Business School Case 522-002, August 2021. (Revised March 2022.)
- August 2019 (Revised March 2023)
- Case
Rand Fishkin at Moz (A)
In 2016, senior management at Moz, a venture capital–backed startup providing software tools for digital marketing professionals, must decide how to address a looming cash flow crisis precipitated by failed efforts to broaden its product line. Seattle-based Moz had... View Details
Keywords: Startups; Scaling; Entrepreneurship; Failure; Business Startups; Diversification; Growth Management; Technology Industry
Eisenmann, Thomas R. "Rand Fishkin at Moz (A)." Harvard Business School Case 820-002, August 2019. (Revised March 2023.)
- March 2018 (Revised March 2019)
- Case
Gender and Free Speech at Google (A)
By: Nien-hê Hsieh, Martha J. Crawford and Sarah Mehta
In August 2017, Google fired James Damore, a 28-year-old software engineer who had been employed by the company since 2013. The move came after Damore penned an internal company memo titled “Google’s Ideological Echo Chamber,” which posited that innate biological... View Details
Keywords: Free Speech; Representation; Diversity; Gender; Race; Human Resources; Employees; Employee Relationship Management; Recruitment; Selection and Staffing; Labor; Employment; Lawsuits and Litigation; Organizational Culture; Technology Industry; United States; California
Hsieh, Nien-hê, Martha J. Crawford, and Sarah Mehta. "Gender and Free Speech at Google (A)." Harvard Business School Case 318-085, March 2018. (Revised March 2019.)
- March 2011 (Revised December 2012)
- Case
Demand Media
By: John Deighton and Leora Kornfeld
Google search had helped Demand Media grow to be a $1.9 billion online publisher. Then, social media and smartphone apps began to change the way people navigated the Internet. How should Demand Media respond? The business ran on a radically new model in which a stable... View Details
Keywords: Business Model; Information Publishing; Consumer Behavior; Customization and Personalization; Internet and the Web; Publishing Industry
Deighton, John, and Leora Kornfeld. "Demand Media." Harvard Business School Case 511-043, March 2011. (Revised December 2012.) (request a courtesy copy.)
- Article
Why Schumpeter Was Right: Innovation, Market Power and Creative Destruction in 1920s America
By: Tom Nicholas
Are firms with strong market positions powerful engines of technological progress? Joseph Schumpeter thought so, but his hypothesis has proved difficult to verify empirically. This article highlights Schumpeterian market-power and creative-destruction effects in a... View Details
Keywords: Innovation and Invention; Power and Influence; Emerging Markets; Rank and Position; Status and Position; Capital Markets; Capital Structure; Information Technology; Patents; Creativity; Economic Systems; Development Economics; United States
Nicholas, Tom. "Why Schumpeter Was Right: Innovation, Market Power and Creative Destruction in 1920s America." Journal of Economic History 63, no. 4 (December 2003).
- December 1996 (Revised December 2006)
- Background Note
Introduction to Corporate Financial Engineering
By: Peter Tufano
Describes the content of the Corporate Financial Engineering (CFE) course at HBS. Used on the first day of class to let students know what the course will cover and the main ideas to be developed in CFE. View Details
Keywords: Corporate Finance
Tufano, Peter. "Introduction to Corporate Financial Engineering." Harvard Business School Background Note 297-053, December 1996. (Revised December 2006.)
- February 1987 (Revised August 1989)
- Background Note
United States Trade Law
By: David B. Yoffie
Examines the manner in which U.S. trade law and policy has evolved, with emphasis on trade in manufactured goods and services as well as the relationship between the executive and the legislature. The structure and content of U.S. trade law is discussed including a... View Details
Keywords: Trade; Machinery and Machining; Policy; Law Enforcement; Outcome or Result; Business and Government Relations; United States
Yoffie, David B. "United States Trade Law." Harvard Business School Background Note 387-137, February 1987. (Revised August 1989.)
- Teaching Interest
Digital Marketing Strategy
By: John A. Deighton
When the tools of marketing change, strategies change too. The focus of this course is on firms trying to navigate the transition from offline to online market-making and strategy development. Our concern is primarily with corporations that have products and... View Details