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      • April 2018
      • Exercise

      Stoy Foods: Role Information for Milan Stoyanovic

      By: John Beshears
      In this simulation exercise, four family members must negotiate over the future of the family business. Should the business be sold to a strategic buyer, or should the family retain control? If the business is sold, how should the proceeds of the sale be distributed... View Details
      Keywords: Succession; Sale Of Business; Understanding Interests; Value Creation; Family Business; Business Exit or Shutdown; Negotiation; Ownership Stake; Perspective; Agreements and Arrangements
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      Beshears, John. "Stoy Foods: Role Information for Milan Stoyanovic." Harvard Business School Exercise 918-046, April 2018.
      • April 2018
      • Exercise

      Stoy Foods: Role Information for Petja Stoyanovic

      By: John Beshears
      In this simulation exercise, four family members must negotiate over the future of the family business. Should the business be sold to a strategic buyer, or should the family retain control? If the business is sold, how should the proceeds of the sale be distributed... View Details
      Keywords: Succession; Sale Of Business; Understanding Interests; Value Creation; Family Business; Business Exit or Shutdown; Negotiation; Ownership Stake; Perspective; Agreements and Arrangements
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      Beshears, John. "Stoy Foods: Role Information for Petja Stoyanovic." Harvard Business School Exercise 918-047, April 2018.
      • March 2018
      • Case

      Lufax: FinTech and the Transformation of Wealth Management in China

      By: Christopher J. Malloy, Lauren H. Cohen and Anthony K. Woo
      This case examines the rise and competitive positioning of Lufax, an online marketplace headquartered in Shanghai, China, and a pioneer in the origination and trading of financial assets. The company had grown at a remarkable rate, and was awarded “Trading Platform of... View Details
      Keywords: Asset Management; Internet and the Web; Competitive Strategy; Situation or Environment; Product Positioning; Financial Services Industry; China
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      Malloy, Christopher J., Lauren H. Cohen, and Anthony K. Woo. "Lufax: FinTech and the Transformation of Wealth Management in China." Harvard Business School Case 218-088, March 2018.
      • 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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      Cavallo, Alberto. "Scraped Data and Sticky Prices." Review of Economics and Statistics 100, no. 1 (March 2018): 105–119.
      • February 2018 (Revised May 2019)
      • Case

      CEWD: Closing the Skills Gap

      By: William Kerr, Michael Norris and Manjari Raman
      In 2018, Ann Randazzo, executive director of the Center for Energy Workforce Development (CEWD) is assessing the organization’s performance since its 2006 founding. Founded to address an imminent retirement bubble of middle skills workers in the utilities industry,... View Details
      Keywords: Workforce Development; Industry Cooperation; Skills Gap; Middle Skills; Training; Strategic Planning; Competency and Skills; Utilities Industry; United States
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      Kerr, William, Michael Norris, and Manjari Raman. "CEWD: Closing the Skills Gap." Harvard Business School Case 818-081, February 2018. (Revised May 2019.)
      • February 2018 (Revised June 2021)
      • Case

      New Constructs: Disrupting Fundamental Analysis with Robo-Analysts

      By: Charles C.Y. Wang and Kyle Thomas
      This case highlights the business challenges associated with a financial technology firm, New Constructs, that created a technology that can quickly parse complicated public firm financials to paint a clearer economic picture of firms, remove accounting distortions,... View Details
      Keywords: Fundamental Analysis; Machine Learning; Robo-analysts; Financial Statements; Financial Reporting; Analysis; Information Technology; Accounting Industry; Financial Services Industry; Information Technology Industry; North America; Tennessee
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      Wang, Charles C.Y., and Kyle Thomas. "New Constructs: Disrupting Fundamental Analysis with Robo-Analysts." Harvard Business School Case 118-068, February 2018. (Revised June 2021.)
      • January 2018 (Revised January 2019)
      • Case

      ZappRx

      By: Jeffrey J. Bussgang and Olivia Hull
      In October 2015, ZappRx founder Zoe Barry is deciding between two business models for her health technology start-up. Her product, a software application that aims to expedite the prescription fulfillment process for patients with rare diseases, has attracted interest... View Details
      Keywords: Speciality Drugs; Hub Services; Pivot; Speciality Prescriptions; Health Care and Treatment; Customization and Personalization; Internet and the Web; Business Model; Decision Choices and Conditions; Pharmaceutical Industry; Massachusetts
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      Bussgang, Jeffrey J., and Olivia Hull. "ZappRx." Harvard Business School Case 818-001, January 2018. (Revised January 2019.)
      • Article

      Mitigating Bias in Adaptive Data Gathering via Differential Privacy

      By: Seth Neel and Aaron Leon Roth
      Data that is gathered adaptively—via bandit algorithms, for example—exhibits bias. This is true both when gathering simple numeric valued data—the empirical means kept track of by stochastic bandit algorithms are biased downwards—and when gathering more complicated... View Details
      Keywords: Bandit Algorithms; Bias; Analytics and Data Science; Mathematical Methods; Theory
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      Neel, Seth, and Aaron Leon Roth. "Mitigating Bias in Adaptive Data Gathering via Differential Privacy." Proceedings of the International Conference on Machine Learning (ICML) 35th (2018).
      • 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).
      • December 2017 (Revised March 2019)
      • Case

      Armarium: Luxury Fashion Brands for Rent

      By: Jill Avery, David Fubini, Natasha Dossa and Devon Stewart
      Armarium, a two-sided online platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:... View Details
      Keywords: Brand Management; Retailing; Sharing Economy; Luxury Brand; Ecommerce; Startup; Fashion; Brand Positioning; Customer Acquisition; Internet Marketing; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Business Startups; Luxury; Consumer Behavior; Growth and Development Strategy; Social Media; E-commerce; Fashion Industry; Retail Industry; Apparel and Accessories Industry; United States; North America
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      Avery, Jill, David Fubini, Natasha Dossa, and Devon Stewart. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Case 518-047, December 2017. (Revised March 2019.)
      • November 2017
      • Teaching Note

      Predicting Consumer Tastes with Big Data at Gap

      By: Ayelet Israeli and Jill Avery
      CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
      Keywords: Brands; Brand & Product Management; Big Data; "Marketing Analytics"; Consumer Behavior; Predictive Analytics; Forecasting; Preferences; Operation Management; Distribution Channels; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Forecasting and Prediction; Data and Data Sets; Retail Industry; Fashion Industry; Apparel and Accessories Industry; United States; North America
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      Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Teaching Note 518-053, November 2017.
      • 2017
      • Working Paper

      The Use and Misuse of Patent Data: Issues for Corporate Finance and Beyond

      By: Josh Lerner
      Patents and citations are powerful tools for understanding innovative activity inside the firm and are increasingly used in corporate finance research. But due to the complexities of patent data collection and the changing spatial and industry composition of innovative... View Details
      Keywords: Patents; Analytics and Data Science; Corporate Finance; Research; Problems and Challenges
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      Lerner, Josh, and Amit Seru. "The Use and Misuse of Patent Data: Issues for Corporate Finance and Beyond." Harvard Business School Working Paper, No. 18-042, November 2017.
      • November 2017
      • Technical Note

      21st Century Populism

      By: George Serafeim and David Freiberg
      While the first decade of the 21st century saw a massive financial crisis that led to significant economic downturn, the second decade saw the rise of political leaders, who built their support upon a political message that championed the common person against the... View Details
      Keywords: Populism; Market Efficiency; Market Liberalization; Political Influence; Political Instability; Capital Controls; Partnerships; Coalition; Inequality; Role Of Business In Society; Government Intervention In The Markets; Labor Market; Equality and Inequality; Financial Markets; Social Issues; Immigration; Financial Crisis; Capital Markets; Business and Government Relations
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      Serafeim, George, and David Freiberg. "21st Century Populism." Harvard Business School Technical Note 118-029, November 2017.
      • Article

      The IT Transformation Health Care Needs

      By: Nikhil R. Sahni, Robert S. Huckman, Anuraag Chigurupati and David M. Cutler
      In recent years, health care organizations have made sizable investments in information technology. They’ve used their IT systems to replace paper records with electronic ones and to improve billing processes, thereby boosting revenue. But so far, IT has been of little... View Details
      Keywords: Health Care and Treatment; Information Technology; Performance Improvement; Business Model
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      Sahni, Nikhil R., Robert S. Huckman, Anuraag Chigurupati, and David M. Cutler. "The IT Transformation Health Care Needs." Harvard Business Review 95, no. 6 (November–December 2017): 128–136.
      • August 2017 (Revised November 2017)
      • Case

      Accounting for Political Risk at AES

      By: Gerardo Pérez Cavazos and Suraj Srinivasan
      As a global energy generating company, AES frequently faces challenges from political changes and instability. This is exacerbated by the fact that in many instances AES' primary customer is the government, which is also in charge of law-making. For example, AES'... View Details
      Keywords: Political Risk; Asset Impairment; Risk Factors; Fair Value; Fair Value Accounting; Financial Reporting; Financial Statements; Energy Industry; Bulgaria; Dominican Republic; United States; Venezuela
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      Pérez Cavazos, Gerardo, and Suraj Srinivasan. "Accounting for Political Risk at AES." Harvard Business School Case 118-023, August 2017. (Revised November 2017.)
      • August 2017 (Revised July 2019)
      • Case

      GROW: Using Artificial Intelligence to Screen Human Intelligence

      By: Ethan Bernstein, Paul McKinnon and Paul Yarabe
      Over 10% of all 2017 university graduates in Japan used GROW, an artificial intelligence platform and mobile app developed by Tokyo-based people analytics startup IGS, to recruit for a job. This case puts participants in the shoes of IGS founder and CEO Masahiro... View Details
      Keywords: Big Data; Artificial Intelligence; Talent and Talent Management; Recruitment; Selection and Staffing; Human Resources; Information Technology; AI and Machine Learning; Analytics and Data Science; Financial Services Industry; Air Transportation Industry; Advertising Industry; Manufacturing Industry; Technology Industry; Japan
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      Bernstein, Ethan, Paul McKinnon, and Paul Yarabe. "GROW: Using Artificial Intelligence to Screen Human Intelligence." Harvard Business School Case 418-020, August 2017. (Revised July 2019.)
      • 2017
      • Working Paper

      The Accounting Rookie Job Market: A Practitioner's Guide

      By: Ethan Rouen
      This paper offers guidance and shares collective wisdom for accounting Ph.D. students who will be entering the academic job market. It is divided into two sections. The first offers subjective advice on the dissertation process—from choosing a topic to surviving the... View Details
      Keywords: Accounting; Jobs and Positions; Job Search
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      Rouen, Ethan. "The Accounting Rookie Job Market: A Practitioner's Guide." Harvard Business School Working Paper, No. 18-008, July 2017.
      • 2017
      • Working Paper

      Knowledge Flows within Multinationals—Estimating Relative Influence of Headquarters and Host Context Using a Gravity Model

      By: Prithwiraj Choudhury, Mike Horia Teodorescu and Tarun Khanna
      From the perspective of a multinational subsidiary, we employ the classic gravity equation in economics to model and compare knowledge flows to the subsidiary from the MNC headquarters and from the host country context. We also generalize traditional economics gravity... View Details
      Keywords: Multinationals; Knowledge Flows; Cosine Similarity; Gravity Model; Multinational Firms and Management; Knowledge Dissemination; Business Headquarters; Immigration
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      Choudhury, Prithwiraj, Mike Horia Teodorescu, and Tarun Khanna. "Knowledge Flows within Multinationals—Estimating Relative Influence of Headquarters and Host Context Using a Gravity Model." Working Paper, July 2017.
      • 2019
      • Chapter

      Product Market Strategy

      By: Anoop Menon and Dennis Yao
      Product market strategy is the collection of choices, actions and activities of a firm that determines how it positions itself in its product markets, and allows it to achieve and maintain a COMPETITIVE ADVANTAGE. This article examines product market strategy from the... View Details
      Keywords: Product Positioning; Competitive Advantage
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      Menon, Anoop, and Dennis Yao. "Product Market Strategy." In The Palgrave Encyclopedia of Strategic Management. Continuously updated edition, edited by Mie Augier and David J. Teece. Palgrave Macmillan, 2017. Electronic. (Pre-published, October 2013.)
      • May 2017 (Revised March 2018)
      • Case

      Predicting Consumer Tastes with Big Data at Gap

      By: Ayelet Israeli and Jill Avery
      CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
      Keywords: Retailing; Preference Elicitation; Big Data; Predictive Analytics; Artificial Intelligence; Fashion; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Consumer Behavior; Demand and Consumers; Analytics and Data Science; Forecasting and Prediction; E-commerce; Apparel and Accessories Industry; Consumer Products Industry; Fashion Industry; Retail Industry; United States; Canada; North America
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      Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
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