Data As A Service - Publications - Faculty & Research - Harvard Business School

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2012
Article

Exploring Re-Identification Risks in Public Domains

By: Aditi Ramachandran, Lisa Singh, Edward Porter and Frank Nagle

While re-identification of sensitive data has been studied extensively, with the emergence of online social networks and the popularity of digital communications, the ability to use public data for re-identification has increased. This work begins by presenting two... View Details

Keywords: Safety; Analytics and Data Science; Social and Collaborative Networks

March 2016 (Revised April 2019)
Technical Note

ESG Metrics: Reshaping Capitalism?

By: George Serafeim

In the past twenty-five years, the world had seen an exponential growth in the number of companies reporting environmental, social and governance (ESG) data. Investor interest in ESG data also grew rapidly. A growing belief that increasing levels of social inequality... View Details

Keywords: Capitalism; Sustainability; Accountability; Corporate Social Responsibility; Responsibilities To Society; Environment; Social Impact Investment; ESG; Corporate Social Responsibility and Impact; Environmental Sustainability; Measurement and Metrics; Integrated Corporate Reporting; Corporate Accountability; Accounting; Economic Systems

14 Aug 2015
Working Paper Summaries

Are ‘Better’ Ideas More Likely to Succeed? An Empirical Analysis of Startup Evaluation

Keywords: by Pian Shu; Financial Services

November 2020 (Revised March 2021)
Case

Amazon: Cult or Culture?

By: Boris Groysberg, Sarah L. Abbott and Tricia Gregg

Amazon was one of the first entrants in e-commerce. Under the leadership of founder Jeff Bezos, Amazon had expanded beyond books to manufacturing and selling a wide range of products and services globally. Bezos had built a customer-centric culture that permeated all... View Details

Keywords: Culture; Technology Companies; Retail; Human Resource Practices; Growth; Founder; Leadership; Organizational Culture; Growth Management; Information Technology; Human Resources; Talent and Talent Management; Retail Industry; Technology Industry

2025
Working Paper

Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach

By: Ta-Wei Huang and Eva Ascarza

As firms increasingly rely on customer data for personalization, concerns over privacy and regulatory compliance have grown. Local Differential Privacy (LDP) offers strong individual-level protection by injecting noise into data before collection. While... View Details

Keywords: Targeted Intervention; Conditional Average Treatment Effect Estimation; Differential Privacy; Honest Estimation; Post-processing; Analytics and Data Science; Consumer Behavior; Marketing

March 2011
Case

Valuation of AirThread Connections

By: Erik Stafford and Joel L. Heilprin

This case can be used as a capstone valuation exercise for first-year MBA students in an introductory finance course. A senior associate in the business development group at American Cable Communications, one of the largest cable companies in the U.S., must prepare a... View Details

Keywords: Communication; Present Value; Tax Accounting; Capital Costs; Synergy; Telephony; Wireless Technologies; Communication Technology; Assets; Cost of Capital; Valuation; Cash Flow; Capital Structure; Accounting; Wireless Technology; Communications Industry; Media and Broadcasting Industry

July 2000 (Revised May 2002)
Case

Gateway: Moving Beyond the Box

By: Frances X. Frei, Youngme E. Moon and Hanna Rodriguez-Farrar

Gateway has opened retail stores to differentiate itself from its competitors (e.g., Dell). Describes how the company has created an excellent service experience, but has struggled financially as a result. View Details

Keywords: Transition; Change Management; Valuation; Service Operations; Service Delivery; Distribution Channels; Computer Industry; Electronics Industry; United States

February 2018 (Revised March 2018)
Case

Artificial Intelligence and the Machine Learning Revolution in Finance: Cogent Labs and the Google Cloud Platform (GCP)

By: Lauren Cohen, Christopher Malloy and William Powley

This case examines the intersection of two firms (Cogent Labs—a machine learning software firm in Tokyo; and Google, the technology infrastructure giant) attempting to exploit the benefits of artificial intelligence and machine learning in the financial services... View Details

Keywords: Technological Innovation; Finance; Growth and Development Strategy; Business Model; Applications and Software; Infrastructure; Financial Services Industry; Financial Services Industry

16 May 2011
Research & Ideas

What Loyalty? High-End Customers are First to Flee

competition." But as new research from Harvard Business School demonstrates, the customers you think are your best and most loyal are likely to be the first to cast you aside when a challenger to your... View Details

Keywords: by Julia Hanna

February 2022 (Revised April 2022)
Case

CVS Health: Prescription for Transformation

By: Rosabeth Moss Kanter and Tuna Cem Hayirli

In 2021, new CEO Karen Lynch (named the most powerful woman in business) considered the next transformation phase for CVS Health (a Fortune 5 corporate giant. The 2018 acquisition of Aetna insurance brought her to the company as part of its long evolution from a... View Details

Keywords: COVID; Caregiving; Healthcare; Access; Change; Retail; Health; Health Care and Treatment; Organizational Change and Adaptation; Transformation; Health Industry; Retail Industry

January 2025
Case

Hebbia: Redefining Productivity for Knowledge Workers Using AI

By: Suraj Srinivasan and Minoshka Narayan

In early 2025, George Sivulka, founder and CEO of Hebbia, reflected on the company’s rapid ascent as a pioneer in GenAI-powered productivity tools for knowledge workers. With its proprietary technology, Hebbia had redefined information retrieval and analysis and earned... View Details

Keywords: Transformation; Customer Relationship Management; AI and Machine Learning; Innovation and Management; Innovation Strategy; Service Delivery; Technological Innovation; Growth and Development Strategy; Competitive Strategy; Financial Services Industry; Financial Services Industry; Financial Services Industry; United States; New York (city, NY)

October 2001 (Revised October 2017)
Case

Pilgrim Bank (A): Customer Profitability

By: Frances X. Frei and Dennis Campbell

Provides a context in which students can explore managerial decision making that is critically informed by data analysis. The setting is a retail bank and the decision making relates to the bank's policy toward online banking. The management team is evaluating whether... View Details

Keywords: Banks and Banking; Customers; Profit; Banking Industry

July 2006 (Revised February 2007)
Case

LinkedIn (A)

By: Mikolaj Jan Piskorski

In the summer of 2005, LinkedIn, a two-year-old start-up, was choosing between two options to monetize its 5 million business people network. Members could contact each other through trusted intermediaries on the network to offer or seek jobs, consulting engagements,... View Details

Keywords: Risk and Uncertainty; Business Growth and Maturation; Internet and the Web; Social and Collaborative Networks; Business Startups; Growth and Development Strategy; Service Industry

March 2023 (Revised May 2025)
Case

On

By: Ramon Casadesus-Masanell, Karolin Frankenberger and Sascha Mader

Founded in 2010, in just one decade, the Swiss company On had established itself as a main player in global sports footwear and apparel. Based on an unconventional strategy which one of the founders labeled as “obsessively distinct,” On grew its sales with a compound... View Details

October 2014 (Revised August 2018)
Case

Caesars Entertainment

By: Janice H. Hammond and Aldo Sesia

This case describes the introduction of a regression analysis model for forecasting guest arrivals to Caesars Palace hotel in Las Vegas, Nevada. The company will use the forecast to staff the front desk in the hotel. The staff is unionized and the company has little... View Details

Keywords: Forecasting; Staffing; Gaming; Gaming Industry; Hotel Industry; Decision Making; Forecasting and Prediction; Human Resources; Selection and Staffing; Entertainment; Games, Gaming, and Gambling; Operations; Service Delivery; Service Operations; Accommodations Industry; Travel Industry; Tourism Industry; Food and Beverage Industry; Las Vegas

August 2014
Case

Netflix in 2011

By: Willy Shih and Stephen Kaufman

Reed Hastings founded Netflix to provide a home movie service that would do a better job satisfying customers than the traditional retail rental model. But as it encountered challenges it underwent several major strategy shifts, ultimately developing a business model... View Details

September 2020 (Revised December 2021)
Case

Building India's 2.0: PayNearby

By: Lauren Cohen and Spencer C. N. Hagist

Headquartered in Mumbai, India, FinTech startup Nearby Technologies has seen its flagship brand, PayNearby, rapidly flourish across most of its target market within just four years. The unprecedented success of its payment app, which allows users to access banking... View Details

Keywords: Fintech; Developing Markets; Payments; Financial Inclusion; Finance; Entrepreneurship; Emerging Markets; Competitive Strategy; Banking Industry; India

12 Dec 2023
Blog Post

Bridging Science and Business: My Summer Internship at Eli Lilly

skills in business, making it a summer to remember. Our first academic year, known as the Required Curriculum (RC) year, laid a robust foundation for our new directions, but it... View Details

Article

Collection, Exploration and Analysis of Crowdfunding Social Networks

By: Miao Cheng, Anand Sriramulu, Sudarshan Muralidhar, Boon Thau Loo, Laura Huang and Po-Ling Loh

Crowdfunding is a recent financing phenomenon that is gaining wide popularity as a means for startups to raise seed funding for their companies. This paper presents our initial results at understanding this phenomenon using an exploratory data driven approach. We have... View Details

Find at Harvard

August 2016 (Revised July 2017)
Background Note

Brand Portfolio Strategy and Brand Architecture

While companies choose to brand their products and services in many different ways, there are some central tenets that help define an optimal brand portfolio and associated brand architecture. Brand portfolio strategy involves the design, deployment, and management of... View Details

Keywords: Brand Management; Brand Portfolio; Brand Extension; Brand Portfolio Strategy; Brand Architecture; Consumer Behavior; Marketing; Brands and Branding; Marketing Strategy

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