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July 2013 (Revised August 2017)
Case

TaKaDu

By: Elie Ofek and Matthew Preble

In December 2012, Amir Peleg, founder and CEO of TaKaDu, reflected on how to position his young firm for the next fiscal year and beyond. The small Israeli startup had developed an innovative software system that used patented algorithms and statistical analysis to... View Details

January 2023
Case

EKI Energy Services: One Billion Carbon Credits

By: George Serafeim

Within nine months from the time of its Initial Public Offering (IPO) in April of 2021, EKI Energy Services (EKI) shares had increased by more than 8,000%. Equally explosive was the growth of the company’s revenues and Earnings Before Interest, Taxes and Depreciation... View Details

Keywords: Carbon Credits; Carbon Emissions; Growth; Business Analysis; Environmental Sustainability; Corporate Valuation; Climate Change; Accounting; Valuation; Transition; Renewable Energy; Analysis; Product Positioning; India

Article

Creating Firm Disclosures

By: Amir Amel-Zadeh, Alexandra Scherf and Eugene F. Soltes

Managers expend significant time and effort preparing disclosures about firm performance and strategy. Although prior literature has explored how variation in the style and presentation of disclosures impacts investors' perceptions of firms, little is known about how... View Details

Keywords: Disclosure; Earnings Conference Call; Field Study; MD＆A; Textual Analysis; Corporate Disclosure

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October–December 2022
Article

Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius

Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details

Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction

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September 2014
Case

Radiometer, 2013

By: John R. Wells and Galen Danskin

In 2013, Radiometer continued to lead the world in blood gas analysis equipment and accessories, selling direct and through distributors to hospital central laboratories, point-of-care locations, and non-hospital medical locations. Founded in 1935 and based in Denmark,... View Details

Keywords: Medical Devices; Medical Equipment ＆ Devices; Mergers ＆ Acquisitions; Strategic Analysis; Strategic Change; Family Business; Strategy; Mergers and Acquisitions; Medical Devices and Supplies Industry; Denmark; United States

March 2020
Teaching Note

onefinestay: Building a Luxury Experience in the Sharing Economy

By: Jill Avery and Anat Keinan

onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details

November 2016 (Revised December 2016)
Module Note

Strategy Execution Module 8: Linking Performance to Markets

By: Robert Simons

This module reading shows how to link profit plans and other performance measurement systems to both internal and external markets. Starting with the transfer of goods and services within a firm, the module discusses the different methods of designing transfer pricing... View Details

Keywords: Management Control Systems; Implementing Strategy; Execution; Transfer Pricing; Activity Based Costing; Return On Investment; Residual Income; EVA; Strategy; Cost Accounting; Activity Based Costing and Management; Markets; Investment Return

April 2011
Case

Porcini's Pronto: "Great Italian cuisine without the wait!"

By: James L. Heskett and Richard Luecke

Porcini's Inc. operates a chain of 23 full-service restaurants located near shopping malls and downtown areas in the northeastern United States. Known for providing excellent service, Porcini's serves high-quality Italian cuisine made from fresh ingredients. Looking... View Details

December 2014 (Revised May 2015)
Case

Growth Hacking at Bazaart (A)

By: Jeffrey Bussgang and Matthew G. Preble

The four founding members of Bazaart—a young Israeli company whose sole product was its eponymous mobile application (app) which allowed users to create collages from photographs and other images—face an important strategic decision in June 2014. Since its founding... View Details

Keywords: Growth Hacking; Customer Acquisition; Startup Marketing; Startup; Startup Nation; Business Startups; Growth and Development Strategy; Customers; Marketing; Social Marketing; Fashion Industry; Technology Industry; Israel

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

By: Ayelet Israeli

July 2022
Teaching Note

eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

By: Ayelet Israeli

Teaching Note for HBS Case No. 521-077. View Details

January 2025
Case

AI Meets VC: The Data-Driven Revolution at Quantum Light Capital

By: Lauren Cohen, Grace Headinger and Sophia Pan

Ilya Kondrashov, CEO of Quantum Light Capital, was driven to harness AI for identifying high-potential scale-ups. Collaborating with Nik Storonsky, founder of Revolut, the duo observed that most venture capital (VC) decisions were heavily influenced by emotion, with... View Details

September 2020 (Revised July 2022)
Technical Note

Algorithmic Bias in Marketing

By: Ayelet Israeli and Eva Ascarza

This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing... View Details

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli

February 2021 (Revised February 2021)
Background Note

eGrocery and the Role of Data for CPG Firms

By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin

This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)." View Details

January 2014 (Revised January 2017)
Case

Nivea (A)

By: Karim R. Lakhani, Johann Fuller, Volker Bilgram and Greta Friar

The case describes the efforts of Beiersdorf, a worldwide leader in the cosmetics and skin care industries, to generate and commercialize new R&D through open innovation using external crowds and "netnographic" analysis. Beiersdorf, best known for its consumer brand... View Details

Keywords: Innovation; Innovation Management; Crowdsourcing; Big Data; Innovation Strategy; Innovation and Management; Knowledge Management; Knowledge Sharing; Research and Development; Social and Collaborative Networks; Collaborative Innovation and Invention; Analytics and Data Science; Beauty and Cosmetics Industry; Consumer Products Industry

May 2015 (Revised September 2017)
Case

Generating Higher Value at IBM (A)

By: Benjamin C. Esty and E. Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

February 2015 (Revised February 2017)
Case

Winnan Metal: Fulfilling the Dream

By: William R. Kerr, Jim Sharpe and James Weber

Neil Kashyap and Neil Lombardo (HBS '08) acquired Winnan Metal, Inc., a metal fabrication shop, after raising a search fund and an 11 month search to fulfill their dreams of becoming business owners. Two weeks after they took control of the company, Winnan's largest... View Details

Keywords: Entrepreneurs; Entrepreneurial Management; Turnarounds; Bank Loan; Crisis Management; Financial Analysis; Search Funds; Acquisitions; Financial Capital Needed; Management; Operations Management; Sales; Entrepreneurship; Decision Making; Change Management; Manufacturing Industry; United States; Indiana

January 2021 (Revised March 2021)
Supplement

E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli and Fedor (Ted) Lisitsyn

The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details

08 Aug 2022
HBS Case

Building an 'ARMY' of Fans: Marketing Lessons from K-Pop Sensation BTS

What would it take to attract customers who are so loyal that they would not only buy your products, but would also lavish your distributors with flowers and purchase advertising to elevate your brand? Ask the minds behind K-pop sensation... View Details

Keywords: by Shalene Gupta; Media & Broadcasting; Music

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