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  • August 2024 (Revised July 2025)
  • Case

agilon health

By: Regina E. Herzlinger and Nicholas Samonas
agilon health is part of the Module 1 of the Innovating Healthcare course: How to Evaluate Innovative Health Ventures. agilon health serves two pedagogical purposes: • it faces a difficult evaluation about how to grow the firm • It introduces the students to... View Details
Keywords: Health Industry
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Herzlinger, Regina E., and Nicholas Samonas. "agilon health." Harvard Business School Case 325-004, August 2024. (Revised July 2025.)
  • 07 Jul 2008
  • Research & Ideas

Innovation Corrupted: How Managers Can Avoid Another Enron

for natural gas, and to create derivative supply contracts that could help customers manage the risks of demand volatility and price swings more effectively than before. In this way, Skilling and his colleagues solved a major contracting... View Details
Keywords: by Martha Lagace; Energy; Utilities
  • 2018
  • Working Paper

Forecasting Airport Transfer Passenger Flow Using Real-Time Data and Machine Learning

By: Xiaojia Guo, Yael Grushka-Cockayne and Bert De Reyck
Problem definition: In collaboration with Heathrow Airport, we develop a predictive system that generates quantile forecasts of transfer passengers’ connection times. Sampling from the distribution of individual passengers’ connection times, the system also produces... View Details
Keywords: Quantile Forecasts; Regression Tree; Copula; Passenger Flow Management; Data-driven Operations; Forecasting and Prediction; Data and Data Sets
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Guo, Xiaojia, Yael Grushka-Cockayne, and Bert De Reyck. "Forecasting Airport Transfer Passenger Flow Using Real-Time Data and Machine Learning." Harvard Business School Working Paper, No. 19-040, October 2018.
  • Teaching Interest

Data Science for Managers

  • Served as a teaching fellow; assisted MBA students with classroom coding exercises. 
  • Developed course materials, including new case studies, technical notes, and code notebooks students used to analzye case data. 
  • Developed interactive web... View Details
  • Research Summary

Consumer-Brand Relationships

Susan M. Fournier is conducting extensive research into the relationships consumers form with brands. Her work builds on the premise that, although marketers espouse the notion of relationships in current thought and practice, none have theoretically maximized the... View Details
  • November 2023
  • Article

Effects of Remote Patient Monitoring Use on Care Outcomes Among Medicare Patients with Hypertension

By: Mitchell Tang, Carter Nakamoto, Ariel Dora Stern, Jose Zubizarreta, Felippe Marcondes, Lori Uscher-Pines, Lee Schwamm and Ateev Mehrotra
Background: Remote patient monitoring (RPM) is a promising tool for improving chronic disease management. Use of RPM for hypertension monitoring is growing rapidly, raising concerns about increased spending. However, the effects of RPM are still... View Details
Keywords: Cost; Health Care and Treatment; Measurement and Metrics
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Tang, Mitchell, Carter Nakamoto, Ariel Dora Stern, Jose Zubizarreta, Felippe Marcondes, Lori Uscher-Pines, Lee Schwamm, and Ateev Mehrotra. "Effects of Remote Patient Monitoring Use on Care Outcomes Among Medicare Patients with Hypertension." Annals of Internal Medicine 176, no. 11 (November 2023): 1465–1475.
  • 23 Apr 2024
  • In Practice

Getting to Net Zero: The Climate Standards and Ecosystem the World Needs Now

With each month clocking record-breaking temperatures across the planet, this Earth Day reflected the renewed urgency of regulators and businesses to find climate-change solutions. The US Securities and Exchange Commission recently adopted new rules that will mandate... View Details
Keywords: by Rachel Layne
  • September 2011
  • Article

Political Instability: Effects on Financial Development, Roots in the Severity of Economic Inequality

By: Mark J. Roe and Jordan I. Siegel
We here bring forward strong evidence that political instability impedes financial development, with its variation a primary determinant of differences in financial development around the world. As such, it needs to be added to the short list of major determinants of... View Details
Keywords: Financial Development; Political Instability; Government and Politics; Finance; Growth and Development; Economics; Equality and Inequality
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Roe, Mark J., and Jordan I. Siegel. "Political Instability: Effects on Financial Development, Roots in the Severity of Economic Inequality." Journal of Comparative Economics 39, no. 3 (September 2011): 279–309. (We here bring forward strong evidence that political instability impedes financial development, with its variation a primary determinant of differences in financial development around the world. As such, it needs to be added to the short list of major determinants of financial development. First, structural conditions first postulated by Engerman and Sokoloff (2002) as generating long-term inequality are shown here empirically to be exogenous determinants of political instability. Second, that exogenously-determined political instability in turn holds back financial development, even when we control for factors prominent in the last decade's cross-country studies of financial development. The findings indicate that inequality-perpetuating conditions that result in political instability are fundamental roadblocks for international organizations like the World Bank that seek to promote financial development. The evidence here includes country fixed effect regressions and an instrumental model inspired by Engerman and Sokoloff's (2002) work, which to our knowledge has not yet been used in finance and which is consistent with current tests as valid instruments. Four conventional measures of national political instability — Alesina and Perotti's (1996) well-known index of instability, a subsequent index derived from Banks' (2005) work, and two indices of managerial perceptions of nation-by-nation political instability — persistently predict a wide range of national financial development outcomes for recent decades. Political instability's significance is time consistent in cross-sectional regressions back to the 1960's, the period when the key data becomes available, robust in both country fixed-effects and instrumental variable regressions, and consistent across multiple measures of instability and of financial development. Overall, the results indicate the existence of an important channel running from structural inequality to political instability, principally in nondemocratic settings, and then to financial backwardness. The robust significance of that channel extends existing work demonstrating the importance of political economy explanations for financial development and financial backwardness. It should help to better understand which policies will work for financial development, because political instability has causes, cures, and effects quite distinct from those of many of the key institutions most studied in the past decade as explaining financial backwardness.)
  • 31 Mar 2022
  • Op-Ed

Navigating the ‘Bermuda Triangle’ in Professional Services

differentiator for some services. Linklaters’ clients, for example, derive comfort from knowing that the firm has the resources to work on large, high-stakes, complex matters. A 2007 analysis found that the firm’s average billing rate... View Details
Keywords: by Ashish Nanda
  • Research Summary

Wearing a Red Hat ¨C The Impact of Activist Industrial Policy on Software Development in China

The idea that the government should steer economic development by strategically hand-picking and managing certain industries is controversial but appeals to many developing countries that are eager to upgrade their industries. In this paper, I study China's recent... View Details

  • August 2019
  • Article

When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details
Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
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Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
  • 24 Jan 2005
  • Research & Ideas

Rethinking Activity-Based Costing

minutes to handle an inquiry, and 50 minutes to perform a credit check. Deriving cost-driver rates. The cost-driver rates can now be calculated by multiplying the two input variables we have just estimated. For our customer service... View Details
Keywords: by Robert S. Kaplan & Steven R. Anderson
  • 12 Mar 2006
  • Research & Ideas

New Research Explores Multi-Sided Markets

operating systems like Apple, Microsoft, Symbian, and Palm derive their profits from users through licensing fees and do not charge much to allow application developers to access their platforms. On the contrary, videogame console makers... View Details
Keywords: by Sean Silverthorne; Technology
  • Research Summary

Dissertation Summary

From a contractual viewpoint, the employment relations observed in the early 1960s in large unionized manufacturing firms in the U.S. and Japan represented two contrasting cases. Employment relations in the U.S. were based largely on explicit, elaborate, and... View Details
  • Article

Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness

By: Michael J Kearns, Seth Neel, Aaron Leon Roth and Zhiwei Steven Wu
The most prevalent notions of fairness in machine learning are statistical definitions: they fix a small collection of pre-defined groups, and then ask for parity of some statistic of the classifier (like classification rate or false positive rate) across these groups.... View Details
Keywords: Machine Learning; Algorithms; Fairness; Mathematical Methods
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Kearns, Michael J., Seth Neel, Aaron Leon Roth, and Zhiwei Steven Wu. "Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness." Proceedings of the International Conference on Machine Learning (ICML) 35th (2018).
  • 04 Feb 2002
  • Research & Ideas

How To Do Business in Islamic Countries

commerce, to greater and lesser degrees depending on the country. "This law is seen as deriving from direct, divine command," said Vogel. "This is important to grasp." Frank E. Vogel Executives who understand the basic... View Details
Keywords: by Martha Lagace
  • Research Summary

Why Do Consumers Contribute to Connected Goods? A Dynamic Game of Competition and Cooperation in Social Networks

Social network platforms and media rely on the voluntary contributions of individual users to stay relevant. Consumers (users) contribute content such as photographs, videos, tweets etc.: these are available to any of their friends or peers, but not... View Details

  • November 2024
  • Case

Group AMANA: Built to Last

By: Hise Gibson and Fares Khrais
The case chronicles the Bsaibes brothers’ journey in founding and operating Group AMANA; a contracting business founded in 1993, based in the United Arab Emirates with operations across the Middle East. Over the years, the business found itself grappling with major... View Details
Keywords: Business Model; Family Business; Transformation; Growth and Development Strategy; Management Succession; Business Strategy; Construction Industry; Middle East; Saudi Arabia; United Arab Emirates
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Gibson, Hise, and Fares Khrais. "Group AMANA: Built to Last." Harvard Business School Case 625-068, November 2024.
  • Research Summary

Platform Competition

Technology has challenged the underlying foundations of business, and firms must evaluate and change strategies accordingly. Professor Halaburda studies the interaction of technology and economic theory, and her findings indicate that conventional wisdom and rules... View Details

  • 14 Jan 2019
  • Op-Ed

These 4 CEOs Created a New Standard of Leadership

highest return on equity. He guided it through the 2008-09 financial crisis without a glitch by avoiding high-risk subprime mortgages and derivatives that felled so many other banks. Concerned about the crisis’ impact on bank reputations,... View Details
Keywords: by Bill George; Health; Banking; Food & Beverage; Consumer Products
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