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      • Faculty Publications  (57)

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      • February 2024 (Revised February 2024)
      • Case

      CLSA: Integrating ESG in Stock Valuation

      By: Shirley Lu, Aaron Yoon and Billy Chan
      In 2023, a senior financial analyst at the Hong Kong-based stock brokerage firm CLSA was surprised to see that, based on his calculations, the financial impact from climate risks on a major Indian cement manufacturing company’s projected earnings could be massive.... View Details
      Keywords: Accounting; Corporate Governance; Analysis; Stocks; Valuation; Environmental Sustainability; Financial Services Industry; Industrial Products Industry; Hong Kong; China; India; Asia
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      Lu, Shirley, Aaron Yoon, and Billy Chan. "CLSA: Integrating ESG in Stock Valuation." Harvard Business School Case 124-069, February 2024. (Revised February 2024.)
      • December 2023
      • Article

      Brokerage Relationships and Analyst Forecasts: Evidence from the Protocol for Broker Recruiting

      By: Braiden Coleman, Michael Drake, Joseph Pacelli and Brady Twedt
      In this study, we offer novel evidence on how the nature of brokerage-client relationships can influence the quality of equity research. We exploit a unique setting provided by the Protocol for Broker Recruiting to examine whether relaxed broker non-compete agreement... View Details
      Keywords: Brokers; Analysts; Forecasts; Bias; Protocol; Investment; Research; Forecasting and Prediction
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      Coleman, Braiden, Michael Drake, Joseph Pacelli, and Brady Twedt. "Brokerage Relationships and Analyst Forecasts: Evidence from the Protocol for Broker Recruiting." Review of Accounting Studies 28, no. 4 (December 2023): 2075–2103.
      • November 2023
      • Article

      Brokerage House Initial Public Offerings and Analyst Forecast Quality

      By: Mark Bradshaw, Michael Drake, Joseph Pacelli and Brady Twedt
      We examine how brokerage firm initial public offerings (IPOs) influence the research quality of sell-side analysts employed by the brokerage. Our main results focus on earnings forecast bias and absolute forecast errors as proxies for research quality. Using a... View Details
      Keywords: IPOs; Research Analysts; "Brokerage Industry; Initial Public Offering; Employees; Behavior; Outcome or Result
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      Bradshaw, Mark, Michael Drake, Joseph Pacelli, and Brady Twedt. "Brokerage House Initial Public Offerings and Analyst Forecast Quality." Management Science 69, no. 11 (November 2023): 7079–7094.
      • April 2023
      • Case

      Ryan Serhant: Time Management for Repeatable Success (A)

      By: Ashley Whillans and Hawken Lord
      From an open-concept 90’s-style stone and wood cabin in Dublin, New Hampshire, Ryan Serhant reflected on his career as a real estate broker. As Ryan stared into the fireplace that featured prominently in the center of the house, he wondered whether the period of... View Details
      Keywords: Real Estate; Time Management; Decision Choices and Conditions; Personal Development and Career; Real Estate Industry
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      Whillans, Ashley, and Hawken Lord. "Ryan Serhant: Time Management for Repeatable Success (A)." Harvard Business School Case 923-048, April 2023.
      • December 2022
      • Article

      Conflicting Interests and the Effect of Fiduciary Duty: Evidence from Variable Annuities

      By: Mark Egan, Shan Ge and Johnny Tang
      We examine the variable annuity market to study conflicts of interest and the effect of fiduciary duty in brokerage markets. Insurers typically pay brokers higher commissions for selling more expensive annuities. Our results indicate that sales are four times as... View Details
      Keywords: Variable Annuity; Brokers; Fiduciary Duty; Finance; Investment; Insurance; Conflict of Interests; Financial Services Industry; Insurance Industry; United States
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      Egan, Mark, Shan Ge, and Johnny Tang. "Conflicting Interests and the Effect of Fiduciary Duty: Evidence from Variable Annuities." Review of Financial Studies 35, no. 12 (December 2022): 5334–5386.
      • Winter 2022
      • Article

      Distributing a Billion Vaccines: COVAX Successes, Challenges, and Opportunities

      By: Eric Budish, Hannah Kettler, Scott Duke Kominers, Erik Osland, Canice Prendergast and Andrew A. Torkelson
      By January 2022, the COVAX international vaccine collaboration had allocated over a billion vaccines to over 140 countries. We describe and review the allocation process chosen, which reflected both an objective of equitably distributing vaccines across the world and... View Details
      Keywords: Vaccines; Pandemics; Health Care and Treatment; Health Pandemics; Distribution; Supply Chain; Equality and Inequality
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      Budish, Eric, Hannah Kettler, Scott Duke Kominers, Erik Osland, Canice Prendergast, and Andrew A. Torkelson. "Distributing a Billion Vaccines: COVAX Successes, Challenges, and Opportunities." Oxford Review of Economic Policy 38, no. 4 (Winter 2022): 941–974.
      • 2022
      • Working Paper

      Retail Investors’ Contrarian Behavior Around News, Attention, and the Momentum Effect

      By: Cheng (Patrick) Luo, Enrichetta Ravina, Marco Sammon and Luis M. Viceira
      Using a large panel of U.S. brokerage accounts trades and positions, we show that a large fraction of retail investors trade as contrarians after large earnings surprises, especially for loser stocks, and that such contrarian trading contributes to post earnings... View Details
      Keywords: Retail Investors; Post Earnings Announcement Drift; Price Momentum; Behavioral Finance; Investment; Demographics
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      Luo, Cheng (Patrick), Enrichetta Ravina, Marco Sammon, and Luis M. Viceira. "Retail Investors’ Contrarian Behavior Around News, Attention, and the Momentum Effect." Working Paper, June 2022.
      • January 2022
      • Article

      Replicating Private Equity with Value Investing, Homemade Leverage, and Hold-to-Maturity Accounting

      By: Erik Stafford
      The contributions of asset selection and incremental leverage to buyout investment performance are more important than typically assumed or estimated to be. Buyout funds select small firms with distinct value characteristics. Public equities with these characteristics... View Details
      Keywords: Replicating Portfolio; Private Equity; Investment Portfolio
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      Stafford, Erik. "Replicating Private Equity with Value Investing, Homemade Leverage, and Hold-to-Maturity Accounting." Review of Financial Studies 35, no. 1 (January 2022): 299–342.
      • September 2021 (Revised December 2021)
      • Case

      Telepass: From Tolling to Mobility Platform

      By: Chiara Farronato, Stefano Denicolai and Sarah Mehta
      Telepass, until very recently the sole processor of electronic toll payments on Italy’s highways, has ambitions beyond tolling. Since the mid-2010s, the company has been expanding into adjacent services. In 2017, Telepass launched TelepassPay—a mobile payment... View Details
      Keywords: Mobile Payment; App; Mobility Services; Analysis; Change; Change Management; Transformation; Transition; Innovation and Invention; Strategy; Information Technology; Mobile and Wireless Technology; Transportation; Transportation Networks; Value; Value Creation; Consumer Behavior; Technology Industry; Transportation Industry; Insurance Industry; Europe; Italy; Milan
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      Farronato, Chiara, Stefano Denicolai, and Sarah Mehta. "Telepass: From Tolling to Mobility Platform." Harvard Business School Case 622-011, September 2021. (Revised December 2021.)
      • September 2021 (Revised December 2021)
      • Case

      Telepass: From Tolling to Mobility Platform (Abridged)

      By: Chiara Farronato, Stefano Denicolai and Sarah Mehta
      Telepass, until very recently the sole processor of electronic toll payments on Italy’s highways, has ambitions beyond tolling. Since the mid-2010s, the company has been expanding into adjacent services. In 2017, Telepass launched TelepassPay—a mobile payment... View Details
      Keywords: Mobile Payment; App; Mobility Services; Analysis; Change; Change Management; Transformation; Transition; Innovation and Invention; Strategy; Information Technology; Mobile and Wireless Technology; Transportation; Transportation Networks; Value; Value Creation; Technology Industry; Transportation Industry; Insurance Industry; Europe; Italy; Milan
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      Farronato, Chiara, Stefano Denicolai, and Sarah Mehta. "Telepass: From Tolling to Mobility Platform (Abridged)." Harvard Business School Case 622-050, September 2021. (Revised December 2021.)
      • 2021
      • Article

      An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      This paper uses a proprietary panel dataset to categorize and quantify the activities that sell-side brokerage analysts use to build and sustain their network of buy-side client relations. We then examine the marginal impact of these activities on key analyst outcome... View Details
      Keywords: Sell-side Analysts; Analyst Ratings; Brokerage Commissions; Earnings Forecasts
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services." European Accounting Review 30, no. 4 (2021): 827–853.
      • August 2021 (Revised November 2021)
      • Case

      The NCB Capital Turnaround: Waking the Sleeping Giant

      By: Sandra J. Sucher, Gamze Yucaoglu, Shalene Gupta and Fares Khrais
      The case opens in 2019, five years after, Sarah Al Suhaimi, CEO of NCB Capital (NCBC), the investment arm of Saudi’s largest bank, NCB, took the helm. Having successfully turned the business to make it the market leader, she was contemplating her next steps as... View Details
      Keywords: Turnaround; Investment Banking; Financial Institutions; Change Management; Leadership; Business Model; Strategy; Business and Stakeholder Relations; Management Teams; Asset Management; Growth and Development Strategy; Saudi Arabia
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      Sucher, Sandra J., Gamze Yucaoglu, Shalene Gupta, and Fares Khrais. "The NCB Capital Turnaround: Waking the Sleeping Giant." Harvard Business School Case 322-043, August 2021. (Revised November 2021.)
      • July 2021 (Revised October 2023)
      • Case

      K.C. Li: The Tungsten King

      By: Geoffrey Jones and Casey Verkamp
      This case examines the business career of Kuo-Ching Li, who was born in China in 1892, and built a successful minerals trading business called Wah Chang in the United States during the interwar years. He acquired a prominent role in tungsten, the strongest natural... View Details
      Keywords: Immigration Acts; Racial Bias; Globalization; Government and Politics; Business History; Entrepreneurship; Business and Government Relations; Mining Industry; China; United States; Latin America
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      Jones, Geoffrey, and Casey Verkamp. "K.C. Li: The Tungsten King." Harvard Business School Case 322-024, July 2021. (Revised October 2023.)
      • December 2020 (Revised March 2021)
      • Case

      eXp Realty and the Virbela Platform

      By: Prithwiraj Choudhury, Jan Bena, David Rowat and Emma Salomon
      As he considered his plans for the future, Glenn Sanford, CEO of eXp World Holdings, Inc., faced an exciting conundrum. He had built the first all-remote real estate brokerage firm, eXp Realty, which had been growing exponentially and was thriving, even amidst the... View Details
      Keywords: Real Estate; All Remote; Virtual Platform; Internet and the Web; Strategy; Decision Making; Resource Allocation; Digital Platforms; Real Estate Industry; Technology Industry
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      Choudhury, Prithwiraj, Jan Bena, David Rowat, and Emma Salomon. "eXp Realty and the Virbela Platform." Harvard Business School Case 621-068, December 2020. (Revised March 2021.)
      • May 2020
      • Teaching Note

      Edward Jones: Implementing the Solutions Approach

      By: David J. Collis
      Teaching Note for HBS Case No. 719-411.Updates the classic Edward Jones strategy case as the firm shifts to a new "Solutions" business model from its previous "product" model in response to changes in the brokerage industry, technology and demographics, and its own... View Details
      Keywords: Management; Strategy; Value; Business Model; Financial Services Industry; North and Central America
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      Collis, David J. "Edward Jones: Implementing the Solutions Approach." Harvard Business School Teaching Note 720-456, May 2020.
      • August 2019 (Revised April 2021)
      • Case

      Zillow Offers: Winning Online Real Estate 2.0

      By: Luis Viceira, Marco Di Maggio and Allison Ciechanover
      Founded in 2005, Zillow had become the leading online real estate and home-related marketplace. The brand was recognized as a trusted resource for players in the real estate market, providing information and transparency on home prices. Revenue, which was historically... View Details
      Keywords: Real Estate; Corporate Culture; Intermediation; Brokerage; Startup; Evaluating Business Investments; Property; Information Technology; Business Model; Expansion; Business Startups; Real Estate Industry; Media and Broadcasting Industry; United States
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      Viceira, Luis, Marco Di Maggio, and Allison Ciechanover. "Zillow Offers: Winning Online Real Estate 2.0." Harvard Business School Case 220-021, August 2019. (Revised April 2021.)
      • 2024
      • Other Unpublished Work

      Brokerage and Cognition: Driving Integration at the Limits of Formal Structure

      By: Ranjay Gulati and Luciana Silvestri
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      Gulati, Ranjay, and Luciana Silvestri. "Brokerage and Cognition: Driving Integration at the Limits of Formal Structure." 2024. (Work in Progress.)
      • 2019
      • Article

      Brokerage and Brokering: An Integrative Review and Organizing Framework for Third Party Influence

      By: Nir Halevy, Eliran Halali and Julian Zlatev
      Brokerage and brokering are pervasive and consequential organizational phenomena. Prevailing models underscore social structure and focus on the consequences that come from brokerage—occupying a bridging position between disconnected others in a network. By contrast,... View Details
      Keywords: Brokerage; Brokering; Social Interactions; Organizations; Relationships; Power and Influence; Framework
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      Halevy, Nir, Eliran Halali, and Julian Zlatev. "Brokerage and Brokering: An Integrative Review and Organizing Framework for Third Party Influence." Academy of Management Annals 13, no. 1 (2019): 215–239.
      • August 2018 (Revised October 2021)
      • Case

      Edward Jones: Implementing the Solutions Approach

      By: David Collis and Ashley Hartman
      In 2017 Edward Jones, the largest brokerage firm in the U.S., is deciding whether and how to implement a new "solutions" business model to replace its traditional "product" or "transactional" approach. Many of the required changes appeared to violate some of the... View Details
      Keywords: Strategy Formulation; Strategic Change; "Brokerage Industry; "Solutions Approach; Strategy Implementation; "USA,"; Business Model Innovation; Change Management; Strategy; Business Model; Innovation and Invention; Financial Services Industry; North and Central America; United States
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      Collis, David, and Ashley Hartman. "Edward Jones: Implementing the Solutions Approach." Harvard Business School Case 719-411, August 2018. (Revised October 2021.)
      • 2025
      • Working Paper

      Government-Brokerage Analysts and Market Stabilization: Evidence from China

      By: Sheng Cao, Xianjie He, Charles C.Y. Wang and Huifang Yin
      We show analysts at government-controlled brokerage firms serve as a market stabilization tool in China. Using earnings forecasts from 2005–2019, we find government-brokerage analysts issue relatively more optimistic—yet less accurate and timely—forecasts during... View Details
      Keywords: Sell-side Analysts; Forecast Optimism; Forecast Accuracy; Government Incentives; Market Stabilization; Government Ownership; Coordinated Economies; Stocks; Forecasting and Prediction; Business and Government Relations; Emerging Markets
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      Cao, Sheng, Xianjie He, Charles C.Y. Wang, and Huifang Yin. "Government-Brokerage Analysts and Market Stabilization: Evidence from China." Harvard Business School Working Paper, No. 18-095, March 2018. (Revised March 2025.)
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