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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.
- February 2013
- Article
Commercial Property Rent Dynamics in U.S. Metropolitan Areas: An Examination of Office, Industrial, Flex and Retail Space
By: Maria Ibanez and Anthony Pennington-Cross
This paper is concerned with the market rental rate for space offered by commercial property and how that rental rate evolves over time. Rental rates reflect the value of the services provided by the property and can have a significant impact on the ability of its... View Details
Keywords: Commercial Real Estate; Rent Dynamics; Office Property; Flex Property; Retail Property; Industrial Property; Property; Real Estate Industry; United States
Ibanez, Maria, and Anthony Pennington-Cross. "Commercial Property Rent Dynamics in U.S. Metropolitan Areas: An Examination of Office, Industrial, Flex and Retail Space." Journal of Real Estate Finance and Economics 46, no. 2 (February 2013): 232–259.
- April 2022
- Article
Demand Interactions in Sharing Economies: Evidence from a Natural Experiment Involving Airbnb and Uber/Lyft
By: Shunyuan Zhang, Dokyun Lee, Param Singh and Tridas Mukhopadhyay
We examine whether and how ride-sharing services influence the demand for home-sharing services. Our identification strategy hinges on a natural experiment in which Uber/Lyft exited Austin, Texas, in May 2016 due to local regulation. Using a 12-month longitudinal... View Details
Keywords: Airbnb; Uber; Natural Experiment; Geographic Demand Dispersion; Sharing Economy; Transportation; Demand and Consumers; Geographic Scope
Zhang, Shunyuan, Dokyun Lee, Param Singh, and Tridas Mukhopadhyay. "Demand Interactions in Sharing Economies: Evidence from a Natural Experiment Involving Airbnb and Uber/Lyft." Journal of Marketing Research (JMR) 59, no. 2 (April 2022): 374–391.
- 05 Jul 2006
- Working Paper Summaries
The IPS Property
- 28 Aug 2011
- News
Long-term housing demand trend is positive
- 28 May 2007
- Research & Ideas
How Property Ownership Changes Your World View
a home, and achieve some level of success, security, and happiness. But how does this vision change in parts of the world where property rights, if they are present at all, are threatened by weak law enforcement, corruption, crime, and... View Details
Keywords: by Julia Hanna
- Research Summary
AIDS in Africa: Life, Death and Property Rights
By: Debora L. Spar
In the final years of the twentieth century, the world was hit by a plague of epidemic proportions--the plague of AIDS, a life-threatening disease that remained stubbornly immune to any cure or vaccine. In the developed nations of the West, AIDS was slowly brought... View Details
- 2011
- Working Paper
Price Competition under Multinomial Logit Demand Functions with Random Coefficients
In this paper, we postulate a general class of price competition models with Mixed Multinomial Logit demand functions under affine cost functions. We first characterize the equilibrium behavior of this class of models in the case where each product in the market is... View Details
Keywords: Customers; Income Characteristics; Price; Product Marketing; Mathematical Methods; Competition; Segmentation
Allon, Gad, Awi Federgruen, and Margaret Pierson. "Price Competition under Multinomial Logit Demand Functions with Random Coefficients." Harvard Business School Working Paper, No. 12-030, October 2011.
- June 2002 (Revised November 2005)
- Case
Life, Death, and Property Rights: The Pharmaceutical Industry Faces AIDS in Africa
By: Debora L. Spar
In the final years of the 20th century, the world was hit by a plague of epidemic proportions--AIDS, a life-threatening disease that remained stubbornly immune to any cure or vaccine. In the developed nations of the West, AIDS was slowly brought under control through a... View Details
Keywords: Patents; Health Pandemics; Corporate Social Responsibility and Impact; Pharmaceutical Industry; Africa
Spar, Debora L., and Nick Bartlett. "Life, Death, and Property Rights: The Pharmaceutical Industry Faces AIDS in Africa." Harvard Business School Case 702-049, June 2002. (Revised November 2005.)
- 2020
- Working Paper
Digitization and the Demand for Physical Works: Evidence from the Google Books Project
By: Abhishek Nagaraj and Imke Reimers
The digital era promised to deliver a centralized repository of all pre-existing knowledge through mass digitization. However, concerns about cannibalizing demand for physical works have led publishers and authors to block the realization of this vision. We investigate... View Details
Nagaraj, Abhishek, and Imke Reimers. "Digitization and the Demand for Physical Works: Evidence from the Google Books Project." Working Paper, June 2020.
- May 1996 (Revised May 1997)
- Case
Colliers International Property Consultants, Inc.: Managing a Virtual Organization
By: Lynda M. Applegate and Carin-Isabel Knoop
In less than 20 years, the real estate firm Colliers International expanded into a federation of 180 offices with close to 4,500 professionals in over 30 countries. Because Colliers expanded by signing up existing firms strong in their local markets, its leaders had to... View Details
Keywords: Demand and Consumers; Globalized Firms and Management; Management Practices and Processes; Service Operations; Information Technology; Organizational Structure; Mergers and Acquisitions; Business Strategy; Budgets and Budgeting; Real Estate Industry
Applegate, Lynda M., and Carin-Isabel Knoop. "Colliers International Property Consultants, Inc.: Managing a Virtual Organization." Harvard Business School Case 396-080, May 1996. (Revised May 1997.)
- February 2019 (Revised January 2022)
- Case
The U.S. – China Trade War
By: Alberto Cavallo, Mariana Cal and Anne Laski
On December 1, 2018, U.S. President Donald Trump and China’s Leader Xi Jinping faced each other across a dinner table during a G20 meeting in Buenos Aires, Argentina. After what Trump called an “amazing and productive meeting,” the two leaders announced a truce in the... View Details
Keywords: Trade War; Trump; Current Account; NAFTA; Balance Of Payments; Intellectual Property Protection; Trade; Macroeconomics; Economic Slowdown and Stagnation; International Relations; United States; China
Cavallo, Alberto, Mariana Cal, and Anne Laski. "The U.S. – China Trade War." Harvard Business School Case 719-034, February 2019. (Revised January 2022.)
- October 2012 (Revised December 2013)
- Case
Urbanizing China
By: Lakshmi Iyer and G.A. Donovan
In 2012, China attained a historic development milestone with more Chinese citizens living in cities than in the countryside. China's rapid urbanization, and the accompanying conversion of agricultural land to non-agricultural uses, raised a number of economic, social,... View Details
Keywords: China; Urbanization; Industrialization; Property Rights; Local Government Finance; Social Protest; Business Environment; Food Security; Safety; Change Management; Food; Urban Development; Social Issues; Growth and Development Strategy; Public Administration Industry; Agriculture and Agribusiness Industry; China
Iyer, Lakshmi, and G.A. Donovan. "Urbanizing China." Harvard Business School Case 713-037, October 2012. (Revised December 2013.)
- July 2018 (Revised August 2018)
- Case
Rocky Mountain Condiments: Close Encounters with the Legal System for the First Time
By: Lena G. Goldberg
The founder of a Colorado start-up focused on developing a line of condiments confronts a host of legal issues that threaten the viability of her young enterprise. She is suing a co-packer for, among other things, breach of contract, theft of recipes and trade secrets,... View Details
Keywords: Law And Regulation; Start-ups; Founders' Agreements; Cross-Border Jurisdiction; Torts; Consumer Protection; Non-disclosure Agreements; Intellectual Property Protection; Fraud; Legal Remedies; Law; Lawsuits and Litigation; Laws and Statutes; Business Startups; Contracts; Intellectual Property; Food and Beverage Industry
Goldberg, Lena G. "Rocky Mountain Condiments: Close Encounters with the Legal System for the First Time." Harvard Business School Case 319-029, July 2018. (Revised August 2018.)
- Forthcoming
- Article
Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile
By: Shunyuan Zhang, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar and Xupin Zhang
Non-informational cues, such as facial expressions, can significantly influence judgments and interpersonal impressions. While past research has explored how smiling affects business outcomes in offline or in-store contexts, relatively less is known about how smiling... View Details
Keywords: Sharing Economy; Airbnb; Image Feature Extraction; Machine Learning; Facial Expressions; Prejudice and Bias; Nonverbal Communication; E-commerce; Consumer Behavior; Perception
Zhang, Shunyuan, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar, and Xupin Zhang. "Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile." Journal of Consumer Research (forthcoming). (Pre-published online August 9, 2024.)
- May 2016 (Revised January 2018)
- Case
Airbnb, Etsy, Uber: Acquiring the First Thousand Customers
By: Thales S. Teixeira and Morgan Brown
By 2016, two-sided online platforms (or marketplaces) were pervasive among the highest growing internet startups around. These marketplaces sought to match suppliers of assets for rent, physical products or services with customers demanding them. Among the most notable... View Details
Keywords: Airbnb; Etsy; Uber; Growth Hacking; Two-sided Market; Internet and the Web; Marketing Strategy; Digital Platforms; Digital Marketing; Business Startups; Transportation Industry; Accommodations Industry
Teixeira, Thales S., and Morgan Brown. "Airbnb, Etsy, Uber: Acquiring the First Thousand Customers." Harvard Business School Case 516-094, May 2016. (Revised January 2018.)
- Working Paper
Visual Uniqueness in Peer-to-Peer Marketplaces: Machine Learning Model Development, Validation, and Application
By: Flora Feng, Charis Li and Shunyuan Zhang
Peer-to-peer (P2P) marketplaces have seen exponential growth in recent years featured by unique offerings from individual providers. Despite the perceived value of uniqueness, scalable quantification of visual uniqueness in P2P platforms like Airbnb has been largely... View Details
Keywords: Peer-to-peer Markets; Marketplace Matching; AI and Machine Learning; Demand and Consumers; Digital Platforms; Marketing
Feng, Flora, Charis Li, and Shunyuan Zhang. "Visual Uniqueness in Peer-to-Peer Marketplaces: Machine Learning Model Development, Validation, and Application." SSRN Working Paper Series, No. 4665286, February 2024.
- June 2016 (Revised January 2018)
- Case
Airbnb, Etsy, Uber: Growing from One Thousand to One Million Customers
By: Thales S. Teixeira and Morgan Brown
By 2016, two-sided online platforms (or marketplaces) were pervasive among the highest growing internet startups around. These marketplaces sought to match suppliers of assets for rent, physical products or services with customers demanding them. Among the most notable... View Details
Keywords: Airbnb; Etsy; Uber; Growth Hacking; Two Sided Markets; Digital Platforms; Marketing; Digital Marketing; Growth Management; Service Industry
Teixeira, Thales S., and Morgan Brown. "Airbnb, Etsy, Uber: Growing from One Thousand to One Million Customers." Harvard Business School Case 516-108, June 2016. (Revised January 2018.)
- Research Summary
Overview
By: Shunyuan Zhang
Professor Zhang uses machine learning to address marketing problems that have arisen within the nascent sharing economy. She conducts rigorous analyses of structured and unstructured data generated by new sharing economy platforms to address important issues emerging... View Details
- August 2008 (Revised January 2014)
- Case
Polanco: A Fashionable Opportunity
By: Arthur I Segel and Ben Creo
Roberto Charvel is a young MBA graduate making his first personal real estate investment in his native Mexico City. Charvel is planning to purchase and renovate a nine-unit apartment building. Is the market good? Should he sell or lease the units? How should he handle... View Details
Segel, Arthur I., and Ben Creo. "Polanco: A Fashionable Opportunity." Harvard Business School Case 209-012, August 2008. (Revised January 2014.)