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  • April 2025 (Revised May 2025)
  • Background Note

Customer Acquisition and the Cash Flow Trap

By: E. Ofek, Barak Libai and Eitan Muller
Startups as well as existing firms recognize the need to invest in order to acquire customers for their new ventures. And as each customer is expected at some point to have generated sufficient gross margins to cover their CAC, management expects that, soon enough, the... View Details
Keywords: Business Model; Customers; Forecasting and Prediction; Cash Flow; Business or Company Management
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Ofek, E., Barak Libai, and Eitan Muller. "Customer Acquisition and the Cash Flow Trap." Harvard Business School Background Note 525-056, April 2025. (Revised May 2025.)
  • September 2023
  • Teaching Note

Shad Process Flow Design Exercise: Kick-Off Class

By: Willy C. Shih
The Shad Process Flow Design Exercise is a simulation designed to help students cement what they learn in the process fundamentals section of the RCTOM course by giving them the opportunity to translate classroom concepts into actual physical processes and experience... View Details
Keywords: Production; Business Processes; Manufacturing Industry; United States
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Shih, Willy C. "Shad Process Flow Design Exercise: Kick-Off Class." Harvard Business School Teaching Note 624-043, September 2023.
  • May 2007
  • Article

Capital Flows and Capital Goods

By: Laura Alfaro and Eliza Hammel
Studying the relation between equity market liberalization and imports of capital goods, we examine one channel through which international financial integration can promote growth. For the period 1980–1997, we find that after controlling for other policies and... View Details
Keywords: Cash Flow; Equity; Financial Markets; Economy; Distribution Channels; Machinery and Machining; Capital
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Alfaro, Laura, and Eliza Hammel. "Capital Flows and Capital Goods." Journal of International Economics 72, no. 1 (May 2007): 128–150. (Link to working paper version.)
  • February 2017
  • Case

Yemeksepeti: Growing and Expanding the Business Model through Data

By: William R. Kerr, Gamze Yucaoglu and Eren Kuzucu
In October 2016, Nevzat Aydin, co-founder and CEO of Yemeksepeti, the Turkish online food-ordering company, was looking over the company's quarterly results and projections for the upcoming year with his management team. It had been almost a year and a half since Aydin... View Details
Keywords: Entrepreneurial Management; Entrepreneurial Ventures; Turkey; Big Data; Customer Focused Organization; Service Management; Continuous Improvement; Data Analysis; Internet; Growth Strategy; Technological Change; Information Systems; Entrepreneurship; Corporate Strategy; Analytics and Data Science; Analysis; Customer Focus and Relationships; Emerging Markets; Service Operations; Competitive Advantage; Performance Improvement; Internet and the Web; Growth and Development Strategy; Information Technology; Value Creation; Food and Beverage Industry; Turkey
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Kerr, William R., Gamze Yucaoglu, and Eren Kuzucu. "Yemeksepeti: Growing and Expanding the Business Model through Data." Harvard Business School Case 817-095, February 2017.
  • October 1987 (Revised January 2013)
  • Background Note

Note on Free Cash Flow Valuation Models

By: William A. Sahlman
Explores some of the issues involved in valuing cash flow streams. A simple model is presented that reveals the effect on value of changing assumptions about the appropriate discount rate, the level of profitability, the growth rate of sales, the asset intensity ratio,... View Details
Keywords: Cash Flow; Valuation
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Sahlman, William A. "Note on Free Cash Flow Valuation Models." Harvard Business School Background Note 288-023, October 1987. (Revised January 2013.)
  • Website

Data Sources: Economics of Digitization

By: Shane Greenstein
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Greenstein, Shane. Data Sources: Economics of Digitization. https://economicsofdigitization.hackpad.com/Data-sources-economics-of-digitization-8LSKSVZ38oR.
  • March 2020
  • Article

Diagnosing Missing Always at Random in Multivariate Data

By: Iavor I. Bojinov, Natesh S. Pillai and Donald B. Rubin
Models for analyzing multivariate data sets with missing values require strong, often assessable, assumptions. The most common of these is that the mechanism that created the missing data is ignorable—a twofold assumption dependent on the mode of inference. The first... View Details
Keywords: Missing Data; Diagnostic Tools; Sensitivity Analysis; Hypothesis Testing; Missing At Random; Row Exchangeability; Analytics and Data Science; Mathematical Methods
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Bojinov, Iavor I., Natesh S. Pillai, and Donald B. Rubin. "Diagnosing Missing Always at Random in Multivariate Data." Biometrika 107, no. 1 (March 2020): 246–253.
  • February 1991 (Revised November 1993)
  • Exercise

Valuation and Discounted Cash Flows

A set of five exercises in valuation of simple fixed income securities. No capital budgeting. Students use present value analysis to compute discounted cash flows. Situations/concepts covered include: future value; mortgage payment and repayment; calculating implicit... View Details
Keywords: Finance
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"Valuation and Discounted Cash Flows." Harvard Business School Exercise 291-028, February 1991. (Revised November 1993.)
  • February 1999 (Revised September 2006)
  • Exercise

"Shad" Process Flow Design (B)

By: Roy D. Shapiro
Provides detailed instructions to prepare for factory demonstration day. A rewritten version of an earlier exercise. View Details
Keywords: Production
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Shapiro, Roy D. "Shad" Process Flow Design (B). Harvard Business School Exercise 699-144, February 1999. (Revised September 2006.)
  • October 2023 (Revised April 2024)
  • Case

TetraScience: Unlocking the Power of Scientific Data

By: Satish Tadikonda and William Marks
After pivoting from a focus on hardware to a focus on scientific data, TetraScience, led by veteran SaaS executive, Patrick Grady and Founder Spin Wang, has embarked on a journey from nearly cash-out to a player in the scientific data management space. This case... View Details
Keywords: Business Model; Change Management; Entrepreneurship; Information Management; Business Strategy; Market Entry and Exit; Information Technology Industry
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Tadikonda, Satish, and William Marks. "TetraScience: Unlocking the Power of Scientific Data." Harvard Business School Case 824-072, October 2023. (Revised April 2024.)
  • Article

Gathering Data for Archival, Field, Survey, and Experimental Accounting Research

By: Robert Bloomfield, Mark W. Nelson and Eugene F. Soltes
In the published proceedings of the first Journal of Accounting Research Conference, Vatter (1966) lamented that “Gathering direct and original facts is a tedious and difficult task, and it is not surprising that such work is avoided.” For the 50th JAR Conference,... View Details
Keywords: Archival; Data; Experiment; Empirical Methods; Field Study; Analytics and Data Science; Surveys; Financial Reporting
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Bloomfield, Robert, Mark W. Nelson, and Eugene F. Soltes. "Gathering Data for Archival, Field, Survey, and Experimental Accounting Research." Journal of Accounting Research 54, no. 2 (May 2016): 341–395.
  • April 29, 2014
  • Column

Corporate Reporting in the Big Data Era

By: George Serafeim
Advancements in information technology can improve corporate communication with shareholders, but not through incessant data dumps. Instead, companies will more likely be poised for continued success if they use digital platforms for long-term oriented engagement and... View Details
Keywords: Integrated Reporting; Big Data; Corporate Reporting; Sustainability; Corporate Social Responsibility; Corporate Governance; Accounting; Reporting; Organizational Change and Adaptation; Corporate Accountability; Analytics and Data Science; Information Technology; Communication; Financial Reporting; Business and Shareholder Relations
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Serafeim, George. "Corporate Reporting in the Big Data Era." IIRC Blog (April 29, 2014).
  • January 2009
  • Journal Article

The Fiscal Impact of High-skilled Emigration: Flows of Indians to the U.S.

By: Mihir Desai, D. Kapur, J. McHale and K Rogers
Easing immigration restrictions for the highly skilled in developed countries portends a future of increased human capital outflows from developing countries. The myriad consequences of these developments for developing countries include the direct loss of the fiscal... View Details
Keywords: Talent and Talent Management; Diasporas; Developing Countries and Economies; Taxation; Compensation and Benefits; Human Capital; Mathematical Methods; India; United States
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Desai, Mihir, D. Kapur, J. McHale, and K Rogers. "The Fiscal Impact of High-skilled Emigration: Flows of Indians to the U.S." Journal of Development Economics 88, no. 1 (January 2009).
  • 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
  • September 2006
  • Exercise

"Shad" Process Flow Design (A)

By: Roy D. Shapiro
Provides detailed instructions to prepare for factory demonstration day. A rewritten version of an earlier exercise. View Details
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Shapiro, Roy D. "Shad" Process Flow Design (A). Harvard Business School Exercise 607-025, September 2006.
  • February 1999 (Revised June 2003)
  • Exercise

"Shad" Process Flow Design (C)

By: Roy D. Shapiro
Provides detailed instructions to prepare for factory demonstration day. A rewritten version of an earlier exercise. View Details
Keywords: Production
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Shapiro, Roy D. "Shad" Process Flow Design (C). Harvard Business School Exercise 699-145, February 1999. (Revised June 2003.)
  • February 1996 (Revised August 1998)
  • Exercise

Process Flow Design Exercise (C)

By: Janice H. Hammond
Provides detailed instructions for auditors to help them prepare for the factory demonstration day. Each audit position is described and a time line outlining responsibilities for the four phases of the simulation is provided. View Details
Keywords: Business Processes
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Hammond, Janice H. "Process Flow Design Exercise (C)." Harvard Business School Exercise 696-085, February 1996. (Revised August 1998.)
  • October 2009
  • Article

Attracting Flows by Attracting Big Clients

By: Lauren Cohen and Breno Schmidt
We explore a new channel for attracting inflows using a unique dataset of corporate 401(k) retirement plans and their mutual fund family trustees. Families secure substantial inflows by being named the trustee of a 401(k) plan. We find that family trustees... View Details
Keywords: Value; Information; Investment Funds; Stocks; Relationships; Financial Services Industry
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Cohen, Lauren, and Breno Schmidt. "Attracting Flows by Attracting Big Clients." Journal of Finance 64, no. 5 (October 2009): 2125–2151. (Winner of the Barclays Global Investors Best Paper Prize, Asset Allocation Symposium, European Finance Association 2006. Winner of the Society of Quantitative Analysts Award, Best Paper in Quantitative Investments, Western Finance Association 2007.)
  • 15 May 2017
  • Sharpening Your Skills

The Promises and Limitations of Big Data

Source: peterhowell Although many people claim we have entered the era of big data, research firms tell us that most collected information is never used. It sits uncleaned, unanalyzed, unused in databases.  But when View Details
Keywords: by Sean Silverthorne; Financial Services; Utilities; Public Administration; Health
  • 14 Mar 2011
  • Research & Ideas

Keeping Credit Flowing to Consumers in Need

The credit crunch and subsequent collapse of the nonprime mortgage market claimed many victims, including hundreds of thousands of low- and moderate-income Americans who lost... View Details
Keywords: by Sean Silverthorne; Financial Services; Construction; Real Estate
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