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- September 2022 (Revised January 2023)
- Case
Bear to Bull: An Analyst’s Journey with Netflix
By: Aiyesha Dey, Joseph Pacelli, Jennifer G. Lawson and Tom Quinn
Wedbush Securities analyst Michael Pachter said “hell freezing over” was more likely than him upgrading the “sell” rating he had maintained on movie and television streaming giant Netflix since 2011, despite meteoric subscriber and share price growth. In 2022, however,...
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- September 2022
- Article
Human Versus Machine: A Comparison of Robo-Analyst and Traditional Research Analyst Investment Recommendations
By: Braiden Coleman, Kenneth J. Merkley and Joseph Pacelli
We provide the first comprehensive analysis of the properties of investment recommendations generated by “Robo-Analysts,” which are human analyst-assisted computer programs conducting automated research analysis. Our results indicate that Robo-Analyst recommendations...
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- 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...
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- 2021
- Working Paper
Out of Balance: Do Analysts Issue Sell Recommendations to Manage their Recommendation Distributions?
By: Joseph Pacelli, Charles Chao Kang, Kenneth J. Merkley and Roni Michaely
The lack of objectivity and positive bias in sell-side equity recommendations is an ongoing concern for security regulators and investors. We examine whether analysts attempt to alleviate this concern by maintaining a more balanced distribution of investment...
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- September 2020
- Article
Analyst Forecast Bundling
By: Michael Drake, Peter Joos, Joseph Pacelli and Brady Twedt
Changing economic conditions over the past two decades have created incentives for sell-side analysts to both provide their institutional clients tiered services and to streamline their written research process. One manifestation of these changes is an increased...
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- Article
Cultural Diversity on Wall Street: Evidence from Consensus Earnings Forecasts
By: Kenneth Merkley, Roni Michaely and Joseph Pacelli
We examine how cultural differences among agents influence the aggregate outcome of a common forecasting task. Using both exogenous shocks to sell-side analyst diversity and panel regression methods, we find that increases in analyst cultural diversity positively...
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- June 2018 (Revised October 2018)
- Teaching Note
Valuing Snap After the IPO Quiet Period (A), (B), and (C)
By: Marco Di Maggio and Benjamin C. Esty
Teaching Note for HBS Nos. 218-095, 218-096, and 218-116.
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Keywords:
Sell-side Analysts;
Underwriters;
Investment Banking;
Social Network;
Discounted Cash Flow;
Cost Of Capital;
Conflicts Of Interest;
Corporate Governance;
Advertising;
Quiet Period;
Business Startups;
Digital Marketing;
Initial Public Offering;
Information Infrastructure;
Valuation;
Venture Capital;
Forecasting and Prediction;
Social Media;
Advertising Industry;
Entertainment and Recreation Industry;
Web Services Industry;
United States;
California
- June 2018 (Revised April 2021)
- Supplement
Valuing Snap After the IPO Quiet Period
By: Benjamin C. Esty, Marco Di Maggio and Greg Saldutte
Keywords:
Sell-side Analysts;
Underwriters;
Investment Banking;
Social Network;
Discounted Cash Flow;
Cost Of Capital;
Conflicts Of Interest;
Corporate Governance;
Advertising;
Quiet Period;
Business Startups;
Digital Marketing;
Initial Public Offering;
Information Infrastructure;
Valuation;
Venture Capital;
Forecasting and Prediction;
Social Media;
United States;
California
- June 2018 (Revised April 2021)
- Case
Valuing Snap After the IPO Quiet Period (A)
By: Marco Di Maggio, Benjamin C. Esty and Gregory Saldutte
Snap, the disappearing message app, went public at $17 per share on March 2, 2017, making its two 20-something founders the youngest self-made billionaires in the country. Over the next three weeks, 14 analysts made investment recommendations on Snap: two with buy...
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Keywords:
Sell-side Analysts;
Underwriters;
Investment Banking;
Social Network;
Discounted Cash Flow;
Cost Of Capital;
Conflicts Of Interest;
Corporate Governance;
Advertising;
Quiet Period;
＂DCF Valuation,＂;
Business Startups;
Digital Marketing;
Initial Public Offering;
Information Infrastructure;
Valuation;
Venture Capital;
Forecasting and Prediction;
Social Media;
Advertising Industry;
Entertainment and Recreation Industry;
Web Services Industry;
United States;
California
- June 2018
- Supplement
Valuing Snap After the IPO Quiet Period (B)
By: Marco Di Maggio and Benjamin C. Esty
Analyzes Snap’s value and analyst recommendations following the events described in the (A) case.
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Keywords:
Sell-side Analysts;
Underwriters;
Investment Banking;
Social Network;
Discounted Cash Flow;
Cost Of Capital;
Conflicts Of Interest;
Corporate Governance;
Advertising;
Quiet Period;
Business Startups;
Digital Marketing;
Initial Public Offering;
Information Infrastructure;
Valuation;
Venture Capital;
Forecasting and Prediction;
Social Media;
Advertising Industry;
Entertainment and Recreation Industry;
Web Services Industry;
United States;
California
- June 2018
- Supplement
Valuing Snap After the IPO Quiet Period (C)
By: Marco Di Maggio, Benjamin C. Esty and Gregory Saldutte
Analyzes Snap’s value and analyst recommendations following the events described in the (B) case.
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Keywords:
Sell-side Analysts;
Underwriters;
Investment Banking;
Social Network;
Discounted Cash Flow;
Cost Of Capital;
Conflicts Of Interest;
Corporate Governance;
Advertising;
Quiet Period;
Business Startups;
Digital Marketing;
Initial Public Offering;
Information Infrastructure;
Valuation;
Venture Capital;
Forecasting and Prediction;
Social Media;
Advertising Industry;
Entertainment and Recreation Industry;
Web Services Industry;
United States;
California
- 2021
- Working Paper
Government Shareholdings in Brokerage Firms and Analyst Research Quality
By: Sheng Cao, Xianjie He, Charles C.Y. Wang and Huifang Yin
During times when the Chinese government wished to prop up the market, sell-side analysts from brokerages with significant government ownership issued relatively less pessimistic (or more optimistic) earnings forecasts, earnings-forecast revisions, and stock...
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- Article
Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports
By: Kenneth Merkley, Roni Michaely and Joseph Pacelli
We examine changes in the scope of the sell-side analyst industry and whether these changes impact information dissemination and the quality of analysts’ reports. Our findings suggest that changes in the number of analysts covering an industry impact analyst...
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- April–May 2017
- Article
Career Concerns of Banking Analysts
By: Joanne Horton, George Serafeim and Shan Wu
We study how career concerns influence banking analysts' forecasts and how their forecasting behavior benefits both them and bank managers. We show that banking analysts issue early in the year relatively more optimistic and later in the year more pessimistic forecasts...
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- 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.
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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
- Article
Can Analysts Assess Fundamental Risk and Valuation Uncertainty? An Empirical Analysis of Scenario-Based Value Estimates
By: Peter R. Joos, Joseph D. Piotroski and Suraj Srinivasan
We use a dataset of sell-side analysts' scenario-based valuation estimates to examine whether analysts reliably assess the risk surrounding a firm's fundamental value. We find that the spread in analysts' state-side contingent valuations captures the riskiness of...
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- July 2015
- Article
The Impact of Corporate Social Responsibility on Investment Recommendations: Analysts' Perceptions and Shifting Institutional Logics
By: Ioannis Ioannou and George Serafeim
We explore the impact of corporate social responsibility (CSR) ratings on sell-side analysts' assessments of firms' future financial performance. We suggest that when analysts perceive CSR as an agency cost, due to the prevalence of an agency logic, they produce...
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- June 5, 2015
- Article
How Banking Analysts' Biases Benefit Everyone Except Investors
By: George Serafeim, Joanne Horton and Shan Wu
- 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...
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- 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...
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