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2019
Working Paper

Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles

By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna

We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details

Keywords: Spoken Communication; Business History; Analytics and Data Science; Finance; Performance

January 2018
Case

Merck CEO Ken Frazier Quits President Trump's Advisory Council

By: Andy Zelleke and Brian Tilley

In the first six months of Donald Trump’s presidency, Merck CEO Kenneth Frazier appeared alongside Trump at least three times at press events, one of which commemorated the first and only meeting of the president’s Manufacturing Job Initiative (better known at the... View Details

Keywords: CEO Role; Politics; Corporate Governance; Moral Sensibility; Managerial Roles; United States

January 2018
Case

Peak Games: Hiring Priorities in Times of Rapid Growth (A)

By: William R. Kerr and Gamze Yucaoglu

Sidar Şahin, founder and CEO of Peak Games, a Turkey-based global mobile gaming company, must decide on the final list of candidates for the critical global marketing director position the company has been trying to fill for over a year. Since its founding in 2010,... View Details

Keywords: Recruiting; Staffing; Emergent Countries; Entrepreneurial Management; Private Sector; Business Strategy; Decision; Growth Management; Games, Gaming, and Gambling; Selection and Staffing; Talent and Talent Management; Business Model; Growth and Development Strategy; Competitive Advantage; Value Creation; Organizational Culture; Decision Choices and Conditions; Technology Industry; Turkey

January 2018
Supplement

Peak Games: Hiring Priorities in Times of Rapid Growth (B)

By: William R. Kerr and Gamze Yucaoglu

On November 7, 2017, Sidar Şahin, founder and CEO of Peak Games, a Turkey-based global mobile gaming company, had just closed the sale of Peak Games’ card games studio. This sale included three of the company’s top grossing games and half of its team. Sahin was happy... View Details

January 2018
Case

Ak Gıda: IPO or Strategic Sale

By: Suraj Srinivasan and Eren Kuzucu

In 2015, Yıldiz Holding, one of the world’s largest producer of confections, biscuits and crackers, was at the end of its divestiture process from Ak Gida, one of the leading dairy companies in Turkey. The company had adopted a dual track process, pursuing an initial... View Details

Keywords: Valuation; Private Sector; For-Profit Firms; Business Model; Business Strategy; Competitive Advantage; Growth and Development Strategy; Value Creation; Decision Making; Growth Management; Mergers and Acquisitions; Initial Public Offering; Business Conglomerates; Business Exit or Shutdown; Family Business; Joint Ventures; Food and Beverage Industry; Turkey

January 2018
Supplement

BeiGene Supplemental PowerPoint

By: Willy C. Shih and Jimmy Zhang

BeiGene was a biopharmaceutical company founded on exploiting a temporal regulatory policy discontinuity. Because of regulatory challenges in China, most innovative new drugs launched there four to six years after their initial U.S. launches. This gave BeiGene a window... View Details

Keywords: Biotechnology; Pharmaceutical Company; Pharmaceuticals; China; Regulatory Environment; Business Strategy; Innovation Strategy; Situation or Environment; Pharmaceutical Industry; Biotechnology Industry; China

January 2018 (Revised February 2025)
Teaching Note

Collage.com: Scaling a Distributed Organization

By: Christopher Stanton and Shikhar Ghosh

Teaching Note for HBS No. 817-038. View Details

Keywords: Internet and the Web; Organizational Structure; Competitive Strategy; Employees; Business Startups; Growth and Development Strategy

January 2018 (Revised February 2020)
Case

Financial Inclusion at Omidyar Network

By: Vikram S. Gandhi, Caitlin Lindsay Reimers Brumme and James Barnett

A team of investors at Omidyar Network explore two different investment possibilities in the budding financial inclusion space using their investment framework to consider capital alternatives available for both investments, each of which carries highly divergent... View Details

Keywords: Impact Investing; Micro Finance; Investment; Investment Return; Investment Activism; Investment Portfolio; Microfinance; Africa; Philippines

January 2018 (Revised July 2020)
Technical Note

Short Note on Relative Cost Analysis

By: Eric Van den Steen and Dennis Yao

This note provides a very concise (2 page) introduction to relative cost analysis, with a simple example. View Details

Keywords: Relative Cost Analysis; Cost; Analysis

January 2018 (Revised July 2019)
Case

Big Apple Circus: Time to Fold the Tent?

By: David G. Fubini and Matthew Wiger

By 2016, the Big Apple Circus has weathered many storms in its 38 seasons as one of the most well-known New York City nonprofits. Will Weiss, the executive director, has witnessed his share of chaos during four years at Big Apple. After a slight resurgence following... View Details

Keywords: Turnarounds; Bankruptcy; ＂Live Entertainment; Art; Crisis Management; Financial Crisis; Organizational Culture; Entertainment; Insolvency and Bankruptcy; Decision Choices and Conditions; Entertainment and Recreation Industry

January 2018 (Revised September 2023)
Case

Giving Birth to Ovia Health

By: Jeffrey J. Bussgang and Julia Kelley

In late 2016, Paris Wallace, the CEO of Ovia Health, and the rest of the company’s co-founders faced a difficult decision about the best way to grow Ovia Health’s revenue. Founded in 2012, Ovia Health specialized in mobile and web applications in the women’s health... View Details

Keywords: Entrepreneurship; Growth and Development Strategy; Market Entry and Exit; Health Care and Treatment; Health Industry

January 2018
Teaching Note

BeiGene

By: Willy Shih and Jimmy Zhang

Teaching Note for HBS No. 618-033. View Details

Keywords: Biotechnology; Drug Development; Corporate Strategy; Business Startups; Technological Innovation; Situation or Environment; Biotechnology Industry; Pharmaceutical Industry; China

January 2018 (Revised February 2018)
Case

Buying a Home

By: V.G. Narayanan and Shawn O'Brien

January 2018 (Revised January 2020)
Case

People Analytics at McKinsey

By: Jeffrey T. Polzer and Olivia Hull

A private equity–backed fast food chain has hired McKinsey’s new People Analytics group to help it improve performance. As the final client workshop approaches, Associate Partner Alex DiLeonardo ponders the best way to present the team’s findings, especially those that... View Details

Keywords: Talent and Talent Management; Customer Relationship Management; Forecasting and Prediction; Cost Management; Human Resources; Employees; Recruitment; Retention; Selection and Staffing; Measurement and Metrics; Performance; Performance Capacity; Performance Efficiency; Performance Evaluation; Performance Improvement; Consulting Industry; Service Industry

January 2018 (Revised March 2020)
Case

SAP: Branding in the Digital Age

By: Das Narayandas and Amram Migdal

By 2017, digital, social, and mobile technologies were rapidly changing the way many of SAP’s traditional customers did business over the last decade. In response to this trend, SAP had acquired companies with capabilities in e-commerce, human capital, workforce... View Details

Keywords: Brand Positioning; Marketing; Sales; Brands and Branding; Strategy; Technology Industry

January 2018
Case

Environmental Technology Fund Partners and E-Leather

By: Vikram S. Gandhi and Aldo Sesia

It is 2014 and Environmental Technologies Fund (ETF) Partners, a UK-based venture capital firm, has an opportunity to invest in a privately held UK company that manufactured engineered composition leather extracted from waste leather using an environmentally friendly... View Details

Keywords: Sustainability; Venture Capital; Investment Strategy; Investment; Strategy; Ownership; Valuation; Energy Conservation; Equity; Technological Innovation; Environmental Sustainability; Performance Efficiency; Manufacturing Industry; Financial Services Industry; United Kingdom

January 2018 (Revised June 2018)
Teaching Note

Womenomics in Japan

By: Boris Groysberg and David Lane

Teaching Note for HBS No. 417-002. View Details

January 2018
Technical Note

Business at the Base of the Pyramid: Understanding Impact and Impact Evaluations

By: V. Kasturi Rangan and Tricia Gregg

Unlike financial success, there is no clear consensus regarding how best to define and measure social impact. This HBS Technical Note written for students of the HBS MBA course Business at the Base of the Pyramid (BBOP), offers readers pragmatic perspectives on how the... View Details

Keywords: Developing Countries and Economies; Social Issues; Value Creation; Human Needs; Performance Evaluation

January 2018 (Revised April 2021)
Case

Capital Allocation at HCA

By: W. Carl Kester and Emily R. McComb

In early 2017, HCA Holdings, an investor-owned hospital management company, faced a strategically important capital allocation decision. After the exit of its private equity sponsors in 2016, HCA had to determine how best to allocate its substantial annual free cash... View Details

Keywords: Capital Allocation; Cash Distribution Policy; Dividends; Share Repurchases; Growth Strategy And Execution; Growth Investing; Capital Expenditures; Debt Management; Debt Reduction; Debt Policy; Hospital Management; Investor-owned Hospital Chains; Capital Budgeting; Capital Structure; Cash Flow; Corporate Finance; Decision Choices and Conditions; Health Industry; United States

January 2018 (Revised October 2019)
Case

Christie's and Leonardo da Vinci's Salvator Mundi: The Value of a Brand

A 16th century Renaissance masterpiece, missing for 137 years, believed by many to have been destroyed and then rediscovered less than a decade ago, becomes the most expensive painting ever sold, all the while surrounded by controversy. Did the buyer of Leonardo da... View Details

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