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February 2024
Teaching Note

Data-Driven Denim: Financial Forecasting at Levi Strauss

Teaching Note for HBS Case No. 224-029. Levi Strauss & Co. (“Levi Strauss”) partnered with the IT services company Wipro to incorporate more sophisticated methods, such as machine learning, into their financial forecasting process starting in 2018. The decision to... View Details

Keywords: Forecasting; Regression; Machine Learning; Artificial Intelligence; Apparel; Corporate Finance; Forecasting and Prediction; AI and Machine Learning; Apparel and Accessories Industry; United States

February 2024
Teaching Note

GROW: Using Artificial Intelligence to Screen Human Intelligence

By: Ethan Bernstein

Teaching Note for HBS Case No. 418-020. View Details

February 2024
Case

Does “Matter” Matter? Amazon and Open Standards in the Smart Home Industry

By: Frank Nagle

In early 2023, the smart home industry stood at a pivotal juncture. The recent launch of “Matter” version 1.0, an ambitious interoperability standard developed by the Connectivity Standards Alliance (CSA), promised to unify a fragmented market plagued by incompatible... View Details

Keywords: Digital Platforms; Resource Allocation; Standards; Business Strategy

February 2024 (Revised June 2024)
Case

PerlAvance: Using Objectives and Key Results (OKRs) at a Fintech Venture (A)

By: Brian K. Baik, Tatiana Sandino and Tricia Peralta

February 2024 (Revised June 2024)
Supplement

PerlAvance: Using Objectives and Key Results (OKRs) at a Fintech Venture (B)

By: Brian K. Baik, Tatiana Sandino and Tricia Peralta

February 2024 (Revised June 2024)
Supplement

PerlAvance: Using Objectives and Key Results (OKRs) at a Fintech Venture (C)

By: Brian K. Baik, Tatiana Sandino and Tricia Peralta

February 2024
Teaching Note

Data Science at the Warriors

By: Iavor I Bojinov and Jessie Li

Teaching Note for HBS Case No. 622-048. View Details

February 2024
Supplement

Data Science at the Warriors

By: Iavor I Bojinov

February 2024
Supplement

Data Science at the Warriors

By: Iavor I Bojinov

February 6, 2024
Article

Find the AI Approach That Fits the Problem You’re Trying to Solve

By: George Westerman, Sam Ransbotham and Chiara Farronato

AI moves quickly, but organizations change much more slowly. What works in a lab may be wrong for your company right now. If you know the right questions to ask, you can make better decisions, regardless of how fast technology changes. You can work with your technical... View Details

Keywords: Technology Adoption; AI and Machine Learning; Organizational Change and Adaptation

February 2024
Case

Innovation Strategy at Stanley Black & Decker: Setting the Direction for Growth

By: David L. Ager and Antonio Manuel Oftelie

On July 1, 2022, Don Allan was appointed Chief Executive Officer of Stanley Black & Decker (SBD). Although Allan had been with the firm for 23 years, most recently serving as President and Chief Financial Officer, he recognized that he was stepping into his new role as... View Details

Keywords: Health Pandemics; Collaborative Innovation and Invention; Innovation Leadership; Growth Management; Business and Stakeholder Relations

February 2024
Teaching Note

TimeCredit

By: Emanuele Colonnelli, Raymond Kluender and Shai Benjamin Bernstein

Teaching Note for HBS Case No. 824-139. TimeCredit is an artificial intelligence (AI) startup that is developing large language models (LLMs) to generate accounting memos. The case follows Ndonga Sagnia, a Gambian Harvard Business School MBA student with an accounting... View Details

Keywords: Accounting; Business Startups; Entrepreneurship; Financing and Loans; AI and Machine Learning; Entrepreneurial Finance; Identity; Partners and Partnerships; Technology Industry

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

February 2024
Supplement

Dena Almansoori at e&: Fostering Culture Change at a UAE Telco Transforming to a Global Techco

By: Emily Truelove, Michelle Zhang and Alpana Thapar

Dena Almansoori, the first female and one of the youngest members of the United Arab Emirates-based e&’s leadership team, joined in 2020 just before e& began a strategic transition from being a regional telecommunications company to becoming a global technology... View Details

Keywords: Technology; Telecommunications; Employee Mobility; Leading Change; Human Resources; Organizational Culture; Transformation; Talent and Talent Management; Change Management; Employee Relationship Management; Telecommunications Industry; Technology Industry; Middle East; United Arab Emirates

February 2024 (Revised March 2024)
Case

Financing Matillion's Scaleup (A)

By: Raymond Kluender, Emanuele Colonnelli and Ramana Nanda

In 2019, Matthew Scullion, founder and CEO of U.K. startup Matillion, faced a decision about which term sheet to accept for the lead investor in his company’s $35 million Series C financing round. Would the connections and opportunities offered by Silicon Valley-based... View Details

Keywords: Entrepreneurship; Negotiation; Ownership; Business Startups; Decisions; Venture Capital; Financing and Loans; Valuation; Information Technology Industry; United Kingdom

February 2024
Supplement

Seeds of Innovation: GALY's Quest to Cultivate the Future of Agriculture in the Lab

By: George Serafeim

In 2023, Luciano Bueno, CEO and founder of plant cell culture agriculture company GALY, was considering the best path forward for his company as he planned to pitch Series B investors. GALY, founded in 2019, aimed to produce cotton and other crops from cells grown in... View Details

Keywords: Business Model; Green Technology; Goods and Commodities; Growth and Development Strategy; Science-Based Business; Entrepreneurship; Plant-Based Agribusiness; Business Startups; Decisions; Technological Innovation; Production; Entrepreneurial Finance; Agriculture and Agribusiness Industry; Technology Industry; Boston; Sao Paulo

February 15, 2024
Article

What Does Banning Short-Term Rentals Really Accomplish?

By: Sophie Calder-Wang, Chiara Farronato and Andrey Fradkin

Concerns that short-term rentals fueled by platforms like Airbnb have caused long-term rents to rise in major cities has caused some governments to place limits, including bans, on them. But research of New York City found that short-term rentals are not the biggest... View Details

Keywords: Renting or Rental; Price; Policy; New York (city, NY)

February 2024
Case

Continuity & Change at Boston Consulting Group

By: David G. Fubini, Suraj Srinivasan and David Lane

As the new CEO of Boston Consulting Group (BCG) since autumn 2021, Christoph Schweizer had big shoes to fill—his predecessor, Rich Lesser, had tripled the partnership’s total revenues and created digital initiatives that contributed 40+% of 2021 revenues, more than... View Details

Keywords: Business Organization; Change Management; Talent and Talent Management; Governance; AI and Machine Learning; Environmental Sustainability; Leading Change; Risk Management; Organizational Culture; Partners and Partnerships; Revenue; Growth and Development Strategy; Management Succession; Consulting Industry

February 2024
Supplement

Data-Driven Denim: Financial Forecasting at Levi Strauss: Exhibits

February 2024
Supplement

Data-Driven Denim: Financial Forecasting at Levi Strauss: Historical Data

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