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- Article
Towards Robust and Reliable Algorithmic Recourse
By: Sohini Upadhyay, Shalmali Joshi and Himabindu Lakkaraju
As predictive models are increasingly being deployed in high-stakes decision making (e.g., loan
approvals), there has been growing interest in post-hoc techniques which provide recourse to affected
individuals. These techniques generate recourses under the assumption... View Details
- December 2020
- Case
Urban Company
Urban Company is an India-based market platform that helps customers book home services and at home beauty services. The company differentiated itself by investing heavily in building customer trust. Rather than merely positioning itself as a lead generating... View Details
- December 2020 (Revised March 2025)
- Case
Responsive Working at PepsiCo UK (A): Designing a Turnaround
By: Amy C. Edmondson and Nancy Boghossian Staples
Facing a significant decline in revenues in 2016, David Gwilliam, Head of Transformation at PepsiCo UK introduced a new way of working (“Responsive Working”), which encompasses a set of work practices and some new team structures. The work practices comprise a set of 9... View Details
- 2023
- Working Paper
The Market for Healthcare in Low Income Countries
By: Abhijit Banerjee, Abhijit Chowdhury, Jishnu Das, Jeffrey Hammer, Reshmaan Hussam and Aakash Mohpal
Patient trust is an important driver of the demand for healthcare. But it may also impact supply:
doctors who realize that patients may not trust them may adjust their behavior in response. We
assemble a large dataset that assesses clinical performance using... View Details
- November–December 2020
- Article
Rethinking the On-Demand Workforce
By: Joseph B. Fuller, Manjari Raman, Allison Bailey and Nithya Vaduganathan
As companies struggle with chronic skills shortages and changing labor demographics, a new generation of talent platforms, offering on-demand access to highly trained workers, has begun to help. These platforms include marketplaces for premium expertise (such as Toptal... View Details
- November 2020
- Article
Tackling Youth Unemployment: Evidence from a Labor Market Experiment in Uganda
By: Livia Alfonsi, Oriana Bandiera, Vittorio Bassi, Robin Burgess, Imran Rasul, Munshi Sulaiman and Anna Vitali
We design a labor market experiment to compare demand- and supply-side policies to tackle youth unemployment, a key issue in low-income countries. The experiment tracks 1700 workers and 1500 firms over four years to compare the effect of offering workers either... View Details
- October 2020
- Case
Michael Phelps: 'It's Okay to Not Be Okay'
By: Boris Groysberg, Carin-Isabel Knoop and Michael Norris
In 2020, Michael Phelps, the most decorated Olympian of all time, with 28 medals in various swimming events, was now retired. As he looked back on his 20+ year athletic career, he considered what had gone into making him the greatest of all time—the highs and lows,... View Details
- October 2020 (Revised March 2021)
- Supplement
Migros Turkey: Scaling Online Operations During COVID-19 (C)
By: Antonio Moreno and Gamze Yucaoglu
The case opens in August 2020 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are navigating Migros through COVID-19 and the unprecedented... View Details
Keywords: Business Model; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Competition; Expansion; Logistics; Profit; Resource Allocation; Diversification; Corporate Strategy; Crisis Management; Health Pandemics; Strategic Planning; Food and Beverage Industry; Turkey
- September 2020
- Case
Wladimir Klitschko: F.A.C.E. Your Challenges
By: Boris Groysberg, Michael Norris and Carin-Isabel Knoop
In 2020, Olympic goal medal winning boxer and former heavyweight world champion Wladimir Klitschko had built himself a “second ring” to continue his career after retiring from professional boxing. He was a hotelier, boxing promoter, author, teacher, speaker, and had... View Details
- September 2020 (Revised April 2021)
- Case
Hitachi Rail Limited (A)
By: David J. Collis, Akiko Kanno and Nobuo Sato
Hitachi must decide whether to make a British executive, who has successfully built its European rail business from scratch, head of its global rail division even though the bulk of revenues for the unit still come from Japan. The case describes the history of Hitachi... View Details
- 2020
- Book
Better, Not Perfect: A Realist's Guide to Maximum Sustainable Goodness
By: Max Bazerman
Every day, you make hundreds of decisions. They’re largely personal, but these choices have an ethical twinge as well; they value certain principles and ends over others. Bazerman argues that we can better balance both dimensions—and we needn’t seek perfection to make... View Details
- September 2020
- Teaching Note
Miami's Tech Future (B): Building the Entrepreneurial Ecosystem
By: Rosabeth Moss Kanter and Joyce J. Kim
In 2017, Miami was rated #1 among U.S. cities for startups, but about 40th for “scale-ups” – growth companies. This case shows how leaders of incubators and accelerators supported startups and a culture of entrepreneurship, but also describes some factors limiting... View Details
- August 2020
- Case
Gerald Chertavian
By: Leslie Perlow and Matthew Preble
Gerald Chertavian (HBS 1992) finds himself at a personal crossroads. It is 1999--the height of the dot com-bubble--and Chertavian and his business partners have just sold their Internet-based business for $83 million. His share of the sale’s proceeds means that he has... View Details
- August 2020 (Revised September 2020)
- Technical Note
Assessing Prediction Accuracy of Machine Learning Models
The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
- 2021
- Working Paper
Time and the Value of Data
By: Ehsan Valavi, Joel Hestness, Newsha Ardalani and Marco Iansiti
Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount of recent data instead of... View Details
- July 2020 (Revised April 2022)
- Case
Paris Saint-Germain: Building One of the World's Top Sports Brands
By: Anita Elberse and David Moreno Vicente
In March 2020, Nasser Al-Khelaifi, the president of French soccer club Paris Saint-Germain (‘PSG’) sees his team clinch a spot among the last eight clubs to compete in the UEFA Champions League. Established in 1970 and initially a club with only moderate success, PSG’s... View Details
- July 2020 (Revised October 2020)
- Case
Valentina Tereshkova: Conquering Space
By: Boris Groysberg and Annelena Lobb
On June 13, 1963, Valentina Tereshkova of the USSR became the first woman to fly in space on Vostok 6. Soviet leaders publicly espoused gender equity, but also sent Tereshkova on her mission in order to be the first country to send a woman to space, a milestone they... View Details
- Article
Assessing the Training Costs and Work of Diagnostic Radiology Residents Using Key Performance Indicators—An Observational Study
By: Robert S. Kaplan, Marta E. Heilbrun, Brad Poss, Luca Boi, Yoshimi Anzai and Nan Hu
- July 2020
- Case
Super 30: Educating the Elite Poor
By: Prithwiraj Choudhury, Tarun Khanna and Shreya Ramachandran
In the summer of 2019 in New Delhi, S K Shahi and his daughter, Meenakshi, faced a difficult problem. India had 19 centers of their non-profit, the Center for Social Responsibility and Leadership. Also called the 'Super 30' program, this offered free training for... View Details