Publications

February 2019 (Revised August 2019)
Case

Maccabitech: The Promise of Israel's Healthcare Data

By: Scott Duke Kominers and Carin-Isabel Knoop

Dr. Varda Shalev bridges technology and medicine through Maccabitech, a "research and innovation wing" of Israel's Maccabi Healthcare Services (MHS) that partners with research institutions, pharmaceutical companies, and startups. Shalev hopes to scale Maccabitech's... View Details

Keywords: Big Data; Healthcare; Analytics and Data Science; Digital Platforms; Health Care and Treatment; Innovation and Invention; Research; Entrepreneurship; Risk Management; Israel

2021
Working Paper

The Value of Data and Its Impact on Competition

By: Marco Iansiti

Common regulatory perspective on the relationship between data, value, and competition in online platforms has increasingly centered on the volume of data accumulated by incumbent firms. This view posits the existence of "data network effects," where more data leads to... View Details

Keywords: Online Platforms; Data Network Effects; Analytics and Data Science; Value; Competition; Digital Platforms

SSRN

Winter 2017
Article

Why Big Data Isn't Enough

By: Sen Chai and Willy C. Shih

There is a growing belief that sophisticated algorithms can explore huge databases and find relationships independent of any preconceived hypotheses. But in businesses that involve scientific research and technological innovation, this approach is misguided and... View Details

Keywords: Big Data; Science-based; Science; Scientific Research; Data Analytics; Data Science; Data-driven Management; Data Scientists; Technological Innovation; Analytics and Data Science; Mathematical Methods; Theory

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First Quarter 2013
Article

Big Data in the Age of the Telegraph

By: Caitlin C. Rosenthal

Daniel McCallum's 1854 organizational chart for the New York and Erie Railroad resembled a tree rather than a pyramid. It empowered frontline managers by clarifying data flows. View Details

Keywords: Big Data; Telegraph; Organizational Charts; History; Data and Data Sets; Business History; Information Technology; Organizational Structure; Rail Industry

March 2018
Article

Scraped Data and Sticky Prices

By: Alberto Cavallo

I use daily prices collected from online retailers in five countries to study the impact of measurement bias on three common price stickiness statistics. Relative to previous results, I find that online prices have longer durations, with fewer price changes close to... View Details

Keywords: Online Data; Scraped Data; Sticky Prices; Scanner Data; Consumer Price Index; Price; Data and Data Sets

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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

Research Summary

Knowledge flows and capability acquisition

By: Willy C. Shih

Technological advancements are a major source of improvement in competiveness, and a firm’s incentives to invest are diminished when the knowledge generated is involuntarily dispersed to competitors. While intellectual property rights can moderate this flow to the... View Details

Keywords: Knowledge Aspects Of Strategy; Knowledge Management; Knowledge Spillovers; Knowledge Acquisition; Manufacturing Industry; Biotechnology Industry; Technology Industry; United States; China

February 2021 (Revised June 2021)
Case

Bairong and the Promise of Big Data

By: Lauren Cohen, Xiaoyan Zhang and Spencer C.N. Hagist

Bairong CEO Felix Zhang, in launching his credit scoring start-up that incorporates 74,000 variables per individual, found strong initial success. However, the shifting regulatory environment, growing breadth of competitors, difficulties in retaining top talent, and... View Details

Keywords: Fintech; Big Data; Artificial Intelligence; Credit Scoring; Finance; Credit; Business Startups; AI and Machine Learning; Analytics and Data Science; China

01 Nov 2018
Working Paper Summaries

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

Keywords: by Xiaojia Guo, Yael Grushka-Cockayne, and Bert De Reyck; Air Transportation; Travel

Article

Short-Termism and Capital Flows

By: Jesse M. Fried and Charles C.Y. Wang

During 2007–2016, S&P 500 firms distributed to shareholders $7 trillion via buybacks and dividends, over 96% of their aggregate net income, prompting claims that "short-termism" is impairing firms' ability to invest and innovate. We show that, when taking into account... View Details

Keywords: Short-termism; Quarterly Capitalism; Share Buybacks; Open Market Repurchases; Dividends; Equity Issuances; Seasoned Equity Offerings; Equity Compensastion; Acquisitions; Payout Policy; Capital Flows; Capital Distribution; Working Capital; Business and Shareholder Relations; Acquisition

August 2018 (Revised September 2018)
Case

LendingClub (A): Data Analytic Thinking (Abridged)

By: Srikant M. Datar and Caitlin N. Bowler

LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns... View Details

Keywords: Data Science; Data Analytics; Investing; Loans; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction; Business Model

March 2021
Article

The Impact of the General Data Protection Regulation on Internet Interconnection

By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein

The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on... View Details

Keywords: Personal Data; Privacy Regulation; GDPR; Interconnection Agreements; Internet and the Web; Governing Rules, Regulations, and Reforms

Article

Equitable and Efficient Coordination in Traffic Flow Management

By: Cynthia Barnhart, Dimitris Bertsimas, Constantine Caramanis and Douglas S. Fearing

When air traffic demand is projected to exceed capacity, the FAA implements Traffic Flow Management programs. Independently, these programs maintain a first-scheduled, first-served invariant, which is the accepted standard of fairness within the industry. Coordinating... View Details

Keywords: Traffic Flow Management; Ground Holding Programs; Equitable Flight Delay; Equity; Saving; Management; Management Practices and Processes; Demand and Consumers; Performance Capacity; Performance Efficiency; Conflict and Resolution; System; Aerospace Industry

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May 2022
Case

TikTok and National Security: Investment in an Age of Data Sovereignty?

By: Jeremy Friedman, Sarah Bauerle Danzman and David Lane

This case covers TikTok’s purchase of Musical.ly and the reaction of the United States government, including the review of the purchase by the Committee on Foreign Investment in the United States (CFIUS) and the reaction of the presidential administration of Donald... View Details

Keywords: Data Security; Mergers and Acquisitions; Cybersecurity; Internet and the Web; International Relations; Laws and Statutes; Globalized Firms and Management

1982
Working Paper

Pattern of OPEC Capital Flows

By: S. L. Hayes III, Dwight B. Crane and Elaine C. Ide

August 1976 (Revised October 1976)
Background Note

Cash Flow and the Time Value of Money

With the use of charts and examples, gives a detailed description of cash flows, the time value of money, and discounted cash flow analysis. View Details

Keywords: Cash Flow; Value

2019
Working Paper

Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 10 Variations on the Theme of Flow Production

By: Carliss Y. Baldwin

The purpose of this chapter is to explore how technologies and organizations engaged in flow production evolve over time. To allow for an apples-to-apples comparison, I examine organizations using essentially the same physical technologies, making similar products, and... View Details

Keywords: Flow Production; Ford; General Motors; Competitiveness; Information Technology; Organizational Design; Production; Auto Industry

2019
Working Paper

Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 8 Rationalizing Flow Processes

By: Carliss Y. Baldwin

The purpose of this chapter is to examine the value structure of flow production processes and to explain why it is necessary to rationalize flow processes using the tools of systematic management. I first explain the problems facing managers of multi-step flow... View Details

Keywords: Flow Processes; Bottlenecks; Systematic Management; Production; Management; Problems and Challenges

October 2021 (Revised September 2022)
Case

SmartOne: Building an AI Data Business

By: Karim R. Lakhani, Pippa Armerding, Gamze Yucaoglu and Fares Khrais

The case opens in August 2021, as Habib and Shahysta Hassim, husband and wife co-founders of the data labeling company SmartOne, contemplate the strategy of the high growth company. Between 2016 and 2021, SmartOne had kept doubling its size every two years and now,... View Details

Keywords: Artificial Intelligence; Data Labeling; Entrepreneurship; Strategy; Operations; Business Model; Growth Management; Growth and Development Strategy; AI and Machine Learning; Africa; Madagascar; Europe; France; United States