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November–December 2024
Article

Outcome-Driven Dynamic Refugee Assignment with Allocation Balancing

By: Kirk Bansak and Elisabeth Paulson

This study proposes two new dynamic assignment algorithms to match refugees and asylum seekers to geographic localities within a host country. The first, currently implemented in a multi-year pilot in Switzerland, seeks to maximize the average predicted employment... View Details

Keywords: AI and Machine Learning; Refugees; Geographic Location; Employment

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March 2024
Case

ixigo

By: Ranjay Gulati and Rachna Tahilyani

Ixigo is India’s second-largest online travel aggregator (OTA) and the market leader among private train OTAs. It has overcome numerous near-death crises to emerge as a customer-centric, profitable firm. It aspires to become the leading OTA in the next billion Internet... View Details

Keywords: Initial Public Offering; Profit; Growth and Development; Product Positioning; Travel Industry; India

March 2024
Teaching Note

Sonder Holdings Inc.: Using Technology to Solve Hospitality's Frictions

By: John A. Deighton and Leora Kornfeld

Teaching Note for HBS Case No. 922-039. Digital disruption is challenging the hospitality industry. Traditional hotels face competition from platforms, most visibly Airbnb but also the homeshare divisions of online travel agencies such as Expedia and Booking.com, that... View Details

Keywords: Digital Platforms; Disruptive Innovation; Competition; Market Participation; Accommodations Industry

January 2024 (Revised February 2024)
Exercise

Travelogo: Understanding Customer Journeys

By: Eva Ascarza, Nicolas Padilla and Oded Netzer

In late May 2023, Sarah Merino, the newly appointed manager of the Customer Insights group at Travelogo—an online travel booking platform—initiates a comprehensive analysis of clickstream data to understand the varied behaviors and needs of their users. In preparation... View Details

Keywords: Customer Relationship Management; Analysis; Analytics and Data Science; Marketing Strategy; Segmentation; Consumer Behavior; Travel Industry; United States

2023
Working Paper

The Customer Journey as a Source of Information

By: Nicolas Padilla, Eva Ascarza and Oded Netzer

In the face of heightened data privacy concerns and diminishing third-party data access, firms are placing increased emphasis on first-party data (1PD) for marketing decisions. However, in environments with infrequent purchases, reliance on past purchases 1PD... View Details

Keywords: Customer Journey; Privacy; Consumer Behavior; Analytics and Data Science; AI and Machine Learning; Customer Focus and Relationships

2025
Working Paper

Managing Remote Work Quality: Evidence from Auditing Management Systems Standards

By: Ashley Palmarozzo, Michael W. Toffel and Melissa Ouellet

Remote work has become more common, providing operational flexibility and productivity benefits, but questions remain about whether and how it affects work quality. We investigate the quality effects of remote work in a context in which remote work separates workers... View Details

Keywords: Audit; Auditing; Remote Work; Compliance; Assessment; Environment; Management Systems; Quality Management; Quality Management System; Quality; Operations; Supply Chain Management; Environmental Management; Safety

March 2023
Case

Interior Collab

By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn

After venture capital-funded online interior design agency Homepolish collapsed, its former freelance designers met to discuss next steps. The bitter experience led some of them to create a workers’ collaborative called Interior Collab. The founding members needed to... View Details

Keywords: Business Exit or Shutdown; Business Model; Entrepreneurship; Human Capital; Growth and Development Strategy; Cooperative Ownership; Employee Ownership; Trust; Service Industry; Technology Industry; United States; New York (city, NY)

January 2022 (Revised November 2023)
Supplement

Uber in China (C): The Cost of Success for Didi

By: William C. Kirby and Noah B. Truwit

On June 30, 2021, ride-hailing giant Didi Chuxing (Didi) raised $4.4 billion in its initial public offering (IPO) on the New York Stock Exchange (NYSE), the largest IPO of a Chinese company listed on an American exchange since Alibaba raised $25 billion in 2014.... View Details

Keywords: Uber; Didi Chuxing; Start-up Growth; Regulation; Ride-sharing; Transportation; Business Startups; Business and Government Relations; Cross-Cultural and Cross-Border Issues; Growth and Development; Policy; Competition; Laws and Statutes; Transportation Industry; Technology Industry; China

November 2020
Case

Wilderness Safaris: Responses to the COVID-19 Crisis

By: James E. Austin, Megan Epler Wood and Herman B. "Dutch" Leonard

This case is an epilogue to “Wilderness Safaris: Impact Investing and Ecotourism Conservation in Africa” (2-321-020), which ends with the emergence of the pandemic in March 2020. The final discussion area for that case can be “What should Wilderness Safari CEO Keith... View Details

Keywords: Communities; COVID-19; Ecotourism; Travel; Travel Industry; Conservation Planning; Reopening; Investor Relations; Project Strategy; Governance; Decision Making; Cash; Health Pandemics; Business and Shareholder Relations; Tourism Industry; Africa

November 2019 (Revised September 2022)
Case

TripAdvisor: An Itinerary for Growth

By: Jeffrey F. Rayport, Spencer Rascoff and Susie L. Ma

In 2019, TripAdvisor was one of the best-known and most-trafficked online travel sites. For nearly 20 years, its founder and CEO Steve Kaufer had steered TripAdvisor through many phases of growth and profitability, but recently the company’s growth had started to slow.... View Details

Keywords: Business Growth and Maturation; Decision Making; Business or Company Management; Growth Management; Innovation and Invention; Brands and Branding; Operations; Customer Value and Value Chain; Information Technology; Travel Industry; Massachusetts

October 2018
Case

Booking.com

By: Stefan Thomke and Daniela Beyersdorfer

The case reveals how Booking.com has become the world's leading travel accommodation platform. The company has put online experimentation at the heart of how it designs digital experiences for its customers and partners. To unlock the potential of large-scale testing,... View Details

Keywords: Travel; Product Innovation; Experimentation; A/B Testing; User Experience Design; Product Development; Product Design; Innovation and Management; Transformation; Information Technology; Digital Transformation; Travel Industry

January 2018 (Revised March 2020)
Case

SAP: Branding in the Digital Age

By: Das Narayandas and Amram Migdal

By 2017, digital, social, and mobile technologies were rapidly changing the way many of SAP’s traditional customers did business over the last decade. In response to this trend, SAP had acquired companies with capabilities in e-commerce, human capital, workforce... View Details

Keywords: Brand Positioning; Marketing; Sales; Brands and Branding; Strategy; Technology Industry

September 2017 (Revised November 2018)
Case

Marriott International: The Next 90 Years

By: Chiara Farronato and Gary Pisano

The case examines how Marriott should respond to the potential threats from new home-sharing platforms and the rise of online travel agencies. In 2017 Marriott was the largest hotel chain, with more than one million rooms and 7% of worldwide room supply. In the... View Details

August 2017 (Revised August 2018)
Case

Busbud: Building a Data Company

By: Srikant M. Datar, Alistair Croll and Caitlin N. Bowler

The case features the work of LP Maurice (HBS '08) as he decides to take on the fragmented bus travel industry and launch an online business that aggregates and shares bus schedules for routes around the world. His first challenge: finding that the data he needs is... View Details

Keywords: Data Science; Analytics and Data Science; Business Startups; Knowledge Acquisition; Customers; Measurement and Metrics; Transportation Industry

Article

Landing the First Job: The Value of Intermediaries in Online Hiring

By: Christopher Stanton and Catherine Thomas

Online markets for remote labor services allow workers and firms to contract with each other directly. Despite this, intermediaries—called outsourcing agencies—have emerged in these markets. This paper shows that agencies signal to employers that inexperienced workers... View Details

Keywords: Marketplace Matching; Agency Theory

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June 2015 (Revised January 2017)
Case

Accor: Strengthening the Brand with Digital Marketing

By: Jill Avery, Chekitan S. Dev and Peter O'Connor

Accor, the world's leading hotel operator with a portfolio of fourteen hospitality brands (including Sofitel and Novotel) in 92 countries, prided itself on living up to its motto, "To open new frontiers in hospitality." Accor was indeed contemplating how to do just... View Details

Keywords: Digital; Hospitality; Branding; Brand Management; Marketing; Brands and Branding; Marketing Channels; Marketing Communications; Marketing Strategy; E-commerce; Travel Industry; Travel Industry; Travel Industry; Europe; France

2015
Book

MOVE: Putting America's Infrastructure Back in the Lead

By: Rosabeth M. Kanter

Americans are stuck. We live with travel delays on congested roads; shipping delays on clogged railways; and delays on repairs, project approvals, and funding due to gridlocked leadership. These delays affect us all, whether you are a daily commuter, a frequent flyer,... View Details

December 2014 (Revised August 2024)
Case

HomeAway: Organizing the Vacation Rental Industry

By: Rory McDonald, Feng Zhu and Cheng Gao

In less than 10 years, cofounders Brian Sharples and Carl Shepherd had transformed HomeAway from just another Internet startup into the world's leading vacation-rental marketplace—a global online platform that links customers seeking vacation-home rentals to the... View Details

Keywords: Strategy; Innovation; Technology; Acquisitions; Operations Management; Digital Platforms; Acquisition; Entrepreneurship; Business Model; Disruptive Innovation; Disruption; Accommodations Industry

September 2014
Case

Victors & Spoils: 'Born Open'

By: Karim R. Lakhani and Michael L. Tushman

Victors & Spoils (V&S), located in Boulder, Colorado, was the first advertising agency built on open innovation and crowdsourcing principles from the ground-up. V&S was co-founded in 2009 by John Winsor, Claudia Batten and Evan Fry, all former members of the... View Details

Keywords: Advertising Agency; Marketing; Crowdsourcing; Open Innovation; Growth; Acquisitions; Advertising; Advertising Campaigns; Digital Marketing; Acquisition; Innovation and Invention; Advertising Industry; United States

July 2012
Case

Droga5: Launching Jay-Z's Decoded

By: Anita Elberse and Kwame Owusu-Kesse

In 2010, David Droga and Andrew Essex, co-founders of advertising agency Droga5, hope to convince both John Meneilly, manager of hip-hop star Shawn Carter—better known as Jay-Z—and a partner in Carter's company Roc Nation and Yusuf Mehdi, senior vice president of... View Details

Keywords: Advertising; Advertising Campaigns; Marketing; Brands and Branding; Entertainment; Advertising Industry; Entertainment and Recreation Industry

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