Publications

Research Summary

Overview

Paul is primarily interested in studying explainable machine learning (ML), digital transformation, and data science operations. He works on research that explores how stakeholders within organizations can use machine learning to make better decisions. In particular,... View Details

28 Apr 2015
News

Data Science Contest “Keeping it Fresh”: Predict Restaurant Health Scores

May 2025
Case

Boutiqaat: Influencing Retail in MENA

By: Juan Alcacer and Noor Al Qadhi

Boutiqaat, a Kuwait-based e-commerce platform, scaled an influencer-driven beauty retail model across MENA and now faces critical strategic choices about offline expansion and globalization. Founded in 2015, Boutiqaat combined social commerce, localized logistics, and... View Details

Keywords: Emerging Markets; Digital Strategy; Growth and Development; Expansion; Distribution Channels; Global Strategy; Business Model; Market Design; Beauty and Cosmetics Industry; Retail Industry; Kuwait; Saudi Arabia; Middle East; North Africa

2023
Working Paper

Toward a Better Understanding of Open Ecosystems: Implications for Policymakers

By: Feng Zhu and Carmelo Cennamo

The digital realm is undergoing a significant transformation, marked by the emergence of platform business models and the concept of open ecosystems. This paper delves into the intricate nature of ecosystem openness, underscoring the point that the openness of... View Details

Keywords: Digital Platforms; Business Model; Governance; System; Situation or Environment

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15 Jan 2014
Research & Ideas

Managing the Family Business: It Takes a Village

Editor's note: This is the first of occasional columns on managing the family business written by Senior Lecturer John A. Davis. In this first of two articles, Davis discusses leadership models. Part One: Global Norms And The One-leader... View Details

January 2020 (Revised March 2020)
Case

LOLA: Do You Know What's in Your Tampon?

By: Leonard A. Schlesinger and Aldo Sesia

LOLA is a direct-to-consumer (DTC) business launched in 2015. What started as a company to provide women with organic and transparent material-labeled tampons via a subscription model, had, by 2019 evolved to include additional menstrual and sexual wellness products.... View Details

Keywords: Direct-to-consumer; Channels; Disruption; Business Model; Brands and Branding; Internet and the Web; Strategy; Retail Industry; United States; Canada

April 2021
Case

Transforming BlackBerry: From Smartphones to Software

By: Ranjay Gulati and Nicole Tempest Keller

On the verge of failure, BlackBerry brought in John Chen as CEO in 2013 to orchestrate a bold turnaround of the company. Once an iconic leader in the smartphone market, BlackBerry was best known for its tactile QWERTY keyboard, strong security, and a focus on business... View Details

Keywords: Pivot; Managing Change; Turnaround; Smartphone; Change Management; Leading Change; Transformation; Organizational Change and Adaptation; Digital Platforms; Change; Information Infrastructure; Applications and Software; Competitive Strategy; Cybersecurity; Technology Industry; Transportation Industry; Canada

March 2018
Case

Summit Public Schools (A)

By: John J-H Kim and Aldo Sesia

Summit Public Schools was a very successful charter management organization with schools in California and Washington State. The students came from a variety of socioeconomic backgrounds, many from economically disadvantaged households. While nearly all of its students... View Details

Keywords: K-12; Online Learning; Virtual Learning; Blended Learning; Secondary Education; Middle School Education; Early Childhood Education; Learning; Business Model; Performance Improvement; Technology

May 2023 (Revised June 2023)
Supplement

Novartis (B): Reimagining Medicine

By: Ramon Casadesus-Masanell, Claudio Feser, Karolin Frankenberger and David Redaschi

This case unfolds around the first-ever approved personalized cancer treatment, how Novartis wrapped it into a new business model design, and how Novartis scaled it. Novartis — one of the largest pharmaceutical companies in the world — is, among other ventures,... View Details

Keywords: Health Care and Treatment; Business Model; Production; Business Strategy; Pharmaceutical Industry

May 2025
Teaching Note

Boutiqaat: Influencing Retail in MENA

By: Juan Alcacer and Noor Al Qadhi

Boutiqaat, a Kuwait-based e-commerce platform, scaled an influencer-driven beauty retail model across MENA and now faces critical strategic choices about offline expansion and globalization. Founded in 2015, Boutiqaat combined social commerce, localized logistics, and... View Details

Keywords: Emerging Markets; Digital Strategy; Growth and Development; Expansion; Global Strategy; Distribution Channels; Business Model; Beauty and Cosmetics Industry; Retail Industry; Kuwait; Saudi Arabia; Middle East; North Africa

November 2010 (Revised June 2011)
Case

La Fageda

By: Ramon Casadesus-Masanell, Joan Enric Ricart and Jordan Mitchell

La Fageda is a manufacturer of high-quality, naturally-made yogurts in northern Catalonia, Spain. La Fageda is substantially different from its main competitors such as multinational Danone in that it is a 270-person workers' cooperative with 60 percent of its... View Details

Keywords: Agribusiness; Business Model; Production; Cooperative Ownership; Quality; Competition; Agriculture and Agribusiness Industry; Spain

April 2019 (Revised June 2019)
Case

Western Governors University: 10x Vision

By: William R. Kerr and Susie L. Ma

Western Governors University (WGU) was a nonprofit institution of higher education whose online learning model served more than 100,000 students in 2019 and was scaling rapidly. President Scott Pulsipher wanted to expand WGU’s reach to millions more with a plan called... View Details

Keywords: Online Education; Enrollment; Scaling; Higher Education; Internet and the Web; Business Model; Expansion; Growth and Development Strategy; Education Industry; United States

Marco Iansiti and Karim R. Lakhani show how reinventing the firm around data, analytics, and AI removes traditional constraints on scale, scope, and learning that have restricted business growth for hundreds of years. From... View Details

November 2007
Article

The Accidental Entrepreneur: The Emergent and Collective Process of User Entrepreneurship

By: Sonali K. Shah and Mary Tripsas

We develop a process model of how users, an understudied source of entrepreneurship, create, evaluate, share, and commercialize their ideas. We compare and contrast our model to the classic model of the entrepreneurial process, highlighting the emergent and... View Details

Keywords: Entrepreneurship; Valuation; Business Model; Commercialization; Adoption; Adaptation; Product; Civil Society or Community

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April 2012
Case

Novozymes: Cracking the Emerging Markets Code

By: Krishna G. Palepu and Karol Misztal

In 2011, the management of Novozymes, the industrial enzymes leader, reflected on the viability of their positioning in the fast growing, yet increasingly competitive Chinese market. Novozymes, a technological innovation pioneer, was prominent in China's premium enzyme... View Details

August 2017
Case

CareMore Health System

By: Robert S. Huckman and Brian W. Powers

CareMore Health System—a physician-founded care delivery system and health plan—had developed and refined an innovative care model for at-risk seniors enrolled in Medicare managed care (i.e., Medicare Advantage) plans. CareMore's President, Sachin Jain, and his... View Details

Keywords: Health Care Delivery; Health Insurance; Medicare; Medicaid; Managed Care; Extensivist; Social Determinants Of Health; Health Care and Treatment; Insurance; Business Model; Growth and Development Strategy; Decision Choices and Conditions; Health Industry; United States

February 2025 (Revised March 2025)
Case

Accounting for Bitcoin at Block

By: Charles C.Y. Wang, Seil Kim and Sa-Pyung Sean Shin

Abstract: This case explores Block Inc.'s accounting practices for Bitcoin transactions and their impact on financial reporting. Following a 10% stock price drop after missing revenue estimates in Q3 2024, Block faced scrutiny over its Bitcoin-driven revenue model.... View Details

Keywords: Cryptocurrency; Bitcoin; Fair Value Accounting; Revenue Recognition; Business Model; Fluctuation; Volatility; Revenue; Standards; Valuation