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      • 2019
      • Article

      Can Big Data Improve Firm Decision Quality? The Role of Data Quality and Data Diagnosticity

      By: Maryam Ghasemaghaei and Goran Calic
      Anecdotal evidence suggests that, despite the large variety of data, the huge volume of generated data, and the fast velocity of obtaining data (i.e., big data), quality of big data is far from perfect. Therefore, many firms defer collecting and integrating big data as... View Details
      Keywords: Big Data; Analytics and Data Science; Decisions; Quality
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      Ghasemaghaei, Maryam, and Goran Calic. "Can Big Data Improve Firm Decision Quality? The Role of Data Quality and Data Diagnosticity." Decision Support Systems 120 (2019): 38–49.
      • Article

      Four Things No One Will Tell You About ESG Data

      By: Sakis Kotsantonis and George Serafeim
      As the ESG finance field and the use of ESG data in investment decision-making continue to grow, the authors seek to shed light on several important aspects of ESG measurement and data. This article is intended to provide a useful guide for the rapidly rising number of... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Reporting; Data Analytics; Sustainability; Sustainability Reporting; CSR; Transparency; Investment Management; Socially Responsible Investing; Sustainable Finance; Sustainable Development; Inclusion; Inclusive Growth; Corporate Social Responsibility and Impact; Corporate Accountability; Investment; Management; Climate Change; Corporate Governance; Diversity; Integrated Corporate Reporting
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      Kotsantonis, Sakis, and George Serafeim. "Four Things No One Will Tell You About ESG Data." Journal of Applied Corporate Finance 31, no. 2 (Spring 2019): 50–58.
      • Article

      Corporate Culture and Analyst Catering

      By: Joseph Pacelli
      This study examines the relation between financial institutions’ corporate culture and the quality of analysts’ research services. Using data collected from the Financial Industry Regulatory Authority, I measure the weakness of financial institutions’ corporate culture... View Details
      Keywords: Analysts; Corporate Culture; Global Settlement; Financial Institutions; Organizational Culture; Conflict of Interests; Performance; Quality
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      Pacelli, Joseph. "Corporate Culture and Analyst Catering." Journal of Accounting & Economics 67, no. 1 (February 2019): 120–143.
      • May 2018 (Revised June 2018)
      • Case

      Cowen Inc.: Leveraging Data

      By: Boris Groysberg, Sarah Abbott and Annelena Lobb
      Cowen Inc.’s broker-dealer, Cowen and Company, LLC, boasted a number of analysts who had made prescient stock calls on the basis of creative data analysis. Now Cowen Inc. had opened a new subsidiary, Kyber, which would attempt to monetize new data science products.... View Details
      Keywords: Data Science; Equity Research; Research Analysts; Investment; Analytics and Data Science; Equity; Research; Analysis; Competitive Strategy
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      Groysberg, Boris, Sarah Abbott, and Annelena Lobb. "Cowen Inc.: Leveraging Data." Harvard Business School Case 418-035, May 2018. (Revised June 2018.)
      • April 2017
      • Teaching Note

      Basecamp: Pricing

      By: Frank V. Cespedes
      This Teaching Note accompanies HBS No. 817-067 “Basecamp: Pricing” in which a data analyst at Basecamp is evaluating the results of pricing research and its potential implications for the venture's latest version of its project management software product. View Details
      Keywords: Analytics and Data Science; Price; Analysis; Customers; Product Marketing
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      Cespedes, Frank V. "Basecamp: Pricing." Harvard Business School Teaching Note 817-128, April 2017.
      • January 2017
      • Supplement

      Q&A: Ghislain de Charentenay, Sanford C. Bernstein Director of Research, Asia

      By: Linda A. Hill and Allison J. Wigen
      In this video supplement to the HBS case series "Sanford C. Bernstein Goes to Asia," case protagonist Ghislain de Charentenay recalls his leadership priorities and challenges upon being appointed director of research in Asia. View Details
      Keywords: Talent Management; Sell-side Analysts; Organizational Behavior; Leadership And Managing People; Leadership, Personal Strategy & Style; Leadership Style; Asia; Hong Kong; Collaboration; Leadership; Organizational Culture; Talent and Talent Management; Financial Services Industry; Asia; Hong Kong
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      Hill, Linda A., and Allison J. Wigen. "Q&A: Ghislain de Charentenay, Sanford C. Bernstein Director of Research, Asia." Harvard Business School Multimedia/Video Supplement 417-707, January 2017.
      • November 2016 (Revised April 2017)
      • Case

      Basecamp: Pricing

      By: Frank Cespedes and Robb Fitzsimmons
      A data analyst at Basecamp is evaluating the results of pricing research and its potential implications for the venture’s latest version of its project management software product. View Details
      Keywords: Pricing; Entrepreneurial Management; Data Analysis; Marketing; Customer Acquisition; Customer Retention; Value Proposition; Sales Management; Product Management; Market Research; Life Time Value; Testing; Entrepreneurship; Analytics and Data Science; Customers; Value; Sales; Product Marketing; United States
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      Cespedes, Frank, and Robb Fitzsimmons. "Basecamp: Pricing." Harvard Business School Case 817-067, November 2016. (Revised April 2017.)
      • July 2016 (Revised March 2024)
      • Case

      Alphabet Eyes New Frontiers (A)

      By: Juan Alcacer, Raffaella Sadun, Olivia Hull and Kerry Herman
      In October 2015, Google restructured into Alphabet, a holding company, which analysts said would facilitate innovation among its diverse subsidiaries. But when news reports surfaced revealing struggles within Alphabet companies including Nest, the smart thermostat... View Details
      Keywords: Innovation; Conglomerates; Corporate Restructuring; Google; Corporate Strategy; Corporate Entrepreneurship; Innovation Strategy; Business and Stakeholder Relations; Research and Development; Diversification; Financial Reporting; Talent and Talent Management; Technology Industry; Computer Industry; California; United States
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      Alcacer, Juan, Raffaella Sadun, Olivia Hull, and Kerry Herman. "Alphabet Eyes New Frontiers (A)." Harvard Business School Case 717-418, July 2016. (Revised March 2024.)
      • 2015
      • Working Paper

      Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      This paper investigates how sell-side analysts build and sustain their client networks; the economic gains to successfully managing this challenge; and the metrics through which these incentives are delivered. In a typical semiannual period, the average analyst... View Details
      Keywords: Networks; Measurement and Metrics; Operations; Customer Focus and Relationships; Jobs and Positions
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry." Working Paper, 2015.
      • October 2014 (Revised September 2015)
      • Case

      Sanford C. Bernstein Goes to Asia

      By: Linda A. Hill, Dana M. Teppert and Allison J. Wigen
      Sanford C. Bernstein, a premier sell-side research firm, is expanding globally. Three years after launching Bernstein's Asian business, senior management has appointed Ghislain de Charentenay, a six-year sales veteran of the firm, as director of Asian research in Hong... View Details
      Keywords: Collaboration; Talent Management; Leadership; Talent and Talent Management; Organizational Design; Emerging Markets; Globalization; Hong Kong
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      Hill, Linda A., Dana M. Teppert, and Allison J. Wigen. "Sanford C. Bernstein Goes to Asia." Harvard Business School Case 415-037, October 2014. (Revised September 2015.)
      • October 2014
      • Article

      Do Analysts Add Value When They Most Can? Evidence from Corporate Spinoffs

      By: Emilie Feldman, Stuart C. Gilson and Belen Villalonga
      This paper investigates how securities analysts help investors understand the value of diversification. By studying the research that analysts produce about companies that have announced corporate spinoffs, we gain unique insights into how analysts portray diversified... View Details
      Keywords: Analysts; Spin-offs; Diversification Discount; Information Asymmetry; Value Creation; Business Subsidiaries; Diversification; Corporate Strategy; Investment
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      Feldman, Emilie, Stuart C. Gilson, and Belen Villalonga. "Do Analysts Add Value When They Most Can? Evidence from Corporate Spinoffs." Strategic Management Journal 35, no. 10 (October 2014): 1446–1463. (Winner, "Distinguished Paper Award," 2012 Academy of Management Meetings (Business Policy & Strategy Division.))
      • Article

      The Use of Broker Votes to Reward Brokerage Firms' and Their Analysts' Research Activities

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      In traditional markets, the price mechanism directs the flow of resources and governs the process through which supply and demand are brought into equilibrium. In the investment-research industry, broker votes perform these functions. Using detailed clinical data from... View Details
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "The Use of Broker Votes to Reward Brokerage Firms' and Their Analysts' Research Activities." Harvard Business School Working Knowledge (March 19, 2014).
      • 2013
      • Book

      Wall Street Research: Past, Present, and Future

      By: Boris Groysberg and Paul M. Healy
      Wall Street equity analysts provide research products and services on publicly-traded companies to institutional and retail investors to help them make more profitable investment decisions. During the last ten years Wall Street research has been battered by a series of... View Details
      Keywords: Financial Analysts; Investment Banks; Conflicts Of Interest; Accounting; Financial Institutions; Financial Services Industry; United States
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      Groysberg, Boris, and Paul M. Healy. Wall Street Research: Past, Present, and Future. Palo Alto, CA: Stanford University Press, 2013.
      • 2013
      • Working Paper

      Inequality and Decision Making: Imagining a New Line of Inquiry

      By: David Moss, Anant Thaker and Howard Rudnick
      The substantial increase in inequality in the United States over the past three decades has provoked considerable debate, with some analysts characterizing rising inequality as among the greatest threats facing the nation and others dismissing it as little more than a... View Details
      Keywords: Equality and Inequality; Income; Decision Making; Government and Politics; Economics; United States
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      Moss, David, Anant Thaker, and Howard Rudnick. "Inequality and Decision Making: Imagining a New Line of Inquiry." Harvard Business School Working Paper, No. 13-099, June 2013.
      • May 2013
      • Article

      The Stock Selection and Performance of Buy-Side Analysts

      By: Boris Groysberg, Paul Healy, George Serafeim and Devin Shanthikumar
      Prior research on equity analysts focuses almost exclusively on those employed by sell-side investment banks and brokerage houses. Yet investment firms undertake their own buy-side research and their analysts face different stock selection and recommendation incentives... View Details
      Keywords: Buy-side Analysts; Sell-side Analysts; Stock Recommendations; Recommendation Optimism; Recommendation Performance; Investment Recommendations; Conflicts Of Interest; Financial Markets; Financial Institutions; Financial Services Industry; United States
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      Groysberg, Boris, Paul Healy, George Serafeim, and Devin Shanthikumar. "The Stock Selection and Performance of Buy-Side Analysts." Management Science 59, no. 5 (May 2013): 1062–1075.
      • April 2013
      • Case

      Managing with Analytics at Procter & Gamble

      By: Thomas H. Davenport, Marco Iansiti and Alain Serels
      Senior management at P&G has put a strong emphasis on using data to make "better, smarter, real-time business decisions." The Global Business Services (GBS) organization has developed tools, systems and processes to provide managers throughout P&G with direct access to... View Details
      Keywords: Analytics; Data Management; Forecasting; Shared Services; Procter & Gamble; Laundry Detergent; Information Management; Forecasting and Prediction; Information Technology; Mathematical Methods; Consumer Products Industry; North America
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      Davenport, Thomas H., Marco Iansiti, and Alain Serels. "Managing with Analytics at Procter & Gamble." Harvard Business School Case 613-045, April 2013.
      • January 2013 (Revised August 2013)
      • Case

      First Solar: CFRA's Accounting Quality Concerns

      By: Suraj Srinivasan and Ian McKown Cornell
      The case relates to accounting quality analysis conducted by the leading research firm Center for Financial Research and Analysis (CFRA) on companies in the solar industry with a focus on First Solar Inc. In 2009, CFRA was concerned that First Solar, like much of the... View Details
      Keywords: Accounting; Accounting Quality; Financial Accounting; Financial Statement Analysis; Accounting Fraud; Accounting Red Flags; Accounting Scandal; Risk and Uncertainty; Quality; Earnings Management; Valuation; Crime and Corruption; Financial Statements; Energy Sources; Green Technology Industry; Accounting Industry; Energy Industry
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      Srinivasan, Suraj, and Ian McKown Cornell. "First Solar: CFRA's Accounting Quality Concerns." Harvard Business School Case 113-044, January 2013. (Revised August 2013.)
      • May 2012
      • Article

      Complicated Firms

      By: Lauren Cohen and Dong Lou
      We exploit a novel setting in which the same piece of information affects two sets of firms: one set of firms requires straightforward processing to update prices, while the other set requires more complicated analyses to incorporate the same piece of information into... View Details
      Keywords: Investment Portfolio; Information; Price; Forecasting and Prediction; Complexity; Mathematical Methods
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      Cohen, Lauren, and Dong Lou. "Complicated Firms." Journal of Financial Economics 104, no. 2 (May 2012). (Winner of Istanbul Stock Exchange 25th Anniversary Best Paper Competition. First Prize presented by Istanbul Stock Exchange. Winner of Center for Research in Security Prices Forum. Best Paper Prize presented by University of Chicago Booth School of Business. Winner of Paul Woolley Centre for the Study of Capital Market Dysfunctionality. Academic Grant presented by Paul Woolley Centre for the Study of Capital Market Dysfunctionality. Winner of Crowell Memorial Prize For the best paper on quantitative investing presented by PanAgora Asset Management, Inc.)
      • June 2011 (Revised January 2013)
      • Case

      Oddo Securities―ESG Integration

      By: Paul M. Healy
      The case describes the process of integrating environmental, social, and governance issues into valuation models and research analyst recommendations. View Details
      Keywords: Financial Strategy; Mathematical Methods; Integration; Valuation; Environmental Sustainability; Social Issues; Governance Controls; Investment
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      Serafeim, George, Paul M. Healy, and Aldo Sesia. "Oddo Securities―ESG Integration." Harvard Business School Case 111-085, June 2011. (Revised January 2013.)
      • May – June 2011
      • Article

      Too Many Cooks Spoil the Broth: How High Status Individuals Decrease Group Effectiveness

      By: Boris Groysberg, Jeffrey T. Polzer and Hillary Anger Elfenbein
      Can groups become effective simply by assembling high status individual performers? Though an affirmative answer may seem straightforward on the surface, this answer becomes more complicated when group members benefit from collaborating on interdependent tasks.... View Details
      Keywords: Groups and Teams; Equity; Theory; Human Resources; Integration; Body of Literature; Performance Effectiveness; Status and Position; Experience and Expertise
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      Groysberg, Boris, Jeffrey T. Polzer, and Hillary Anger Elfenbein. "Too Many Cooks Spoil the Broth: How High Status Individuals Decrease Group Effectiveness." Organization Science 22, no. 3 (May–June 2011): 722–737.
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