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April 2020
Supplement

Cisco Systems and OpenDNS: Strategic Integration (B)

By: Andy Wu and David Wang

With more than 72,000 employees and revenues approaching the $50B mark, Cisco Systems is one of the largest information technology and networking firms globally. As the company grew and expanded into different lines of businesses, Cisco consistently looked outwards for... View Details

Keywords: Mergers and Acquisitions; Integration; Corporate Strategy; Change Management; Entrepreneurship; Organizational Culture; Information Technology Industry

January 2025
Technical Note

AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

By: Tsedal Neeley and Tim Englehart

This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details

Keywords: Reliability; Confusion Matrix; AI and Machine Learning; Decision Making; Measurement and Metrics; Performance

April 2018
Case

Cisco Systems and OpenDNS: Strategic Integration

By: Andy Wu, George Gonzalez and David Wang

With more than 72,000 employees and revenues approaching the $50B mark, Cisco Systems is one of the largest information technology and networking firms globally. As the company grew and expanded into different lines of businesses, Cisco consistently looked outwards for... View Details

Keywords: Mergers and Acquisitions; Integration; Corporate Strategy; Change Management; Entrepreneurship; Organizational Culture; Information Technology Industry

January 2022 (Revised November 2023)
Supplement

Uber in China (C): The Cost of Success for Didi

By: William C. Kirby and Noah B. Truwit

On June 30, 2021, ride-hailing giant Didi Chuxing (Didi) raised $4.4 billion in its initial public offering (IPO) on the New York Stock Exchange (NYSE), the largest IPO of a Chinese company listed on an American exchange since Alibaba raised $25 billion in 2014.... View Details

Keywords: Uber; Didi Chuxing; Start-up Growth; Regulation; Ride-sharing; Transportation; Business Startups; Business and Government Relations; Cross-Cultural and Cross-Border Issues; Growth and Development; Policy; Competition; Laws and Statutes; Transportation Industry; Technology Industry; China

2024
Working Paper

Navigating Software Vulnerabilities: Eighteen Years of Evidence from Medium and Large U.S. Organizations

By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein

How prevalent are severe software vulnerabilities, how fast do software users respond to the availability of secure versions, and what determines the variance in the installation distribution? Using the largest dataset ever assembled on user updates, tracking server... View Details

Keywords: Cybersecurity; Applications and Software; Technology Adoption; Consumer Behavior

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07 Jul 2019
HBS Case

Walmart's Workforce of the Future

different universities; in June 2019, the program expanded to six universities and 14 areas of study, including cybersecurity and computer science. Widely hailed in the press for the opportunity it offers workers to graduate from college... View Details

Keywords: by Julia Hanna; Retail

09 Jan 2020
Book

Rethinking Business Strategy in the Age of AI

cybersecurity threats. During the past 10 years, Iansiti and Lakhani have researched AI’s impact on businesses and have helped several companies transform their strategies, including internet pioneers like Amazon, Microsoft, Mozilla, and... View Details

Keywords: by Dina Gerdeman

April 2021
Case

Transforming BlackBerry: From Smartphones to Software

By: Ranjay Gulati and Nicole Tempest Keller

On the verge of failure, BlackBerry brought in John Chen as CEO in 2013 to orchestrate a bold turnaround of the company. Once an iconic leader in the smartphone market, BlackBerry was best known for its tactile QWERTY keyboard, strong security, and a focus on business... View Details

Keywords: Pivot; Managing Change; Turnaround; Smartphone; Change Management; Leading Change; Transformation; Organizational Change and Adaptation; Digital Platforms; Change; Information Infrastructure; Applications and Software; Competitive Strategy; Cybersecurity; Technology Industry; Transportation Industry; Canada

21 Sep 2020
Research & Ideas

Are You Sabotaging Your Own Company?

locks, clogging toilets, messing with machinery, and slashing tires. Today, 76 years after the manual was written, cybersecurity breaches likely represent the most dreaded act of outside obstruction many companies face, Thomke notes. But... View Details

Keywords: by Dina Gerdeman

February 2023
Case

Ransomware Attack at Springhill Medical Center

By: Suraj Srinivasan and Li-Kuan (Jason) Ni

In July, 2019, Springhill Medical Center (“SMC”) in Mobile, Alabama, fell prey to a malicious ransomware attack that crippled the hospital’s internal network systems and public-facing web page. While the hospital rushed to securely restore the network, medical... View Details

December 2023
Case

TikTok: The Algorithm Will See You Now

By: Shikhar Ghosh and Shweta Bagai

In a world where attention is a scarce commodity, this case explores the meteoric rise of TikTok—an app that transformed from a niche platform for teens into the most visited domain by 2021—surpassing even Google. Its algorithm was a sophisticated mechanism for... View Details

Keywords: Social Media; Applications and Software; Disruptive Innovation; Business and Government Relations; International Relations; Cybersecurity; Culture; Technology Industry; China; United States; India

May 2022
Case

TikTok and National Security: Investment in an Age of Data Sovereignty?

By: Jeremy Friedman, Sarah Bauerle Danzman and David Lane

This case covers TikTok’s purchase of Musical.ly and the reaction of the United States government, including the review of the purchase by the Committee on Foreign Investment in the United States (CFIUS) and the reaction of the presidential administration of Donald... View Details

Keywords: Data Security; Mergers and Acquisitions; Cybersecurity; Internet and the Web; International Relations; Laws and Statutes; Globalized Firms and Management

24 Feb 2020
Research & Ideas

The Hidden Vulnerabilities of Open Source Software

industry and application security companies, including developer-first security company Snyk and the Synopsys Cybersecurity Research Center (SCRC), the Linux Foundation and LISH were able to combine private usage data with publicly... View Details

Keywords: by Frank Nagle and Jenny Hoffman; Computer

2014
Chapter

Better Timing of Cyber Conflict

By: Elisabeth Paulson and Christopher Griffin

In this paper, we construct a model of cyber-weapon deployment and attempt to determine an optimal deployment time for cyberweapons using this model. We compare and contrast our approach to that in Axelrod and Iliev (R. Axelrod and R. Iliev. Timing of cyber conflict.... View Details

Keywords: Cyber-weapons; Cyberwarfare; Cybersecurity; National Security

October 2022
Background Note

Note on Cyberattacks and Regulatory Regimes

By: Frank Nagle, George A. Riedel, William R. Kerr and David Lane

Describes common types of cyberattacks on enterprises and their costs, as well as the fragmentary regulatory regimes through which U.S. states and regulatory agencies at the start of 2021 attempted to encourage disclosure of cyberattacks and to pursue enforcement... View Details

Keywords: Regulations; Regulatory Agencies; Cyberattacks; Governance; Corporate Disclosure; Cybersecurity; Information Industry; Information Technology Industry; Health Industry; Financial Services Industry; United States

September 19, 2017
Article

After Equifax Breach, Companies Advised to Review Open-Source Software Code

By: Ben DiPietro and Lou Shipley

It doesn’t make much sense: At a time when high-powered automated trading systems can execute stock sales in real time, some companies that rely on open-source software to help to run their businesses track their open-source use on spread sheets on paper.
Lou... View Details

Keywords: Software; Open-source; Security Vulnerabilities; Data Privacy; Hack; Applications and Software; Safety; Cybersecurity

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2023
Article

MoPe: Model Perturbation-based Privacy Attacks on Language Models

By: Marvin Li, Jason Wang, Jeffrey Wang and Seth Neel

Recent work has shown that Large Language Models (LLMs) can unintentionally leak sensitive information present in their training data. In this paper, we present Model Perturbations (MoPe), a new method to identify with high confidence if a given text is in the training... View Details

Keywords: Large Language Model; AI and Machine Learning; Cybersecurity

March 2024
Teaching Note

SolarWinds Confronts SUNBURST

By: Frank Nagle and David Lane

Teaching Note for HBS Case Nos. 723-357 & 723-368. View Details

Keywords: Cybersecurity; Corporate Disclosure; Crisis Management; Information Technology Industry; United States

November 2024
Case

FedEx Cyberattack (A): Navigating the NotPetya Storm

By: Hise Gibson, Frank Nagle, Alicia Dadlani and Martha Hostetter

In 2017, FedEx’s European division — acquired the year before for $5 billion — was hit by a devastating cyberattack that destroyed thousands of computers and business systems across several countries. Corporate Chief Information Officer Rob Carter put the company’s... View Details

Keywords: Cybersecurity; Crisis Management; Disruption; Planning; Transportation Industry; United States; Europe

May–June 2025
Article

Balancing Digital Safety and Innovation

By: Tomomichi Amano and Tomomi Tanaka

Designers of consumer-facing digital products have tended to focus on novelty and speed (“move fast and break things”). They’ve spent more effort on innovating than on anticipating how customers—and bad actors—might engage with products. But as digital products become... View Details

Keywords: Technological Innovation; Cybersecurity; Demand and Consumers; Safety

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