Publications

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2021
Working Paper

CRM and AI in Time of Crisis

By: Michelle Y. Lu and Navid Mojir

A crisis can affect the incentives of various players within a firm’s multi-layered sales and marketing organization (e.g., headquarters and branches of a bank). Such shifts can result in sales decisions against the firm’s best interests. Motivated by the backlash to... View Details

Keywords: CRM; Artificial Intelligence; AI; B2B Marketing; Decision Authority; Crisis Marketing; Intra-organizational Conflict; COVID-19 Pandemic; Customer Relationship Management; Technological Innovation; Decision Making; Strategy; Health Pandemics; Crisis Management; AI and Machine Learning

SSRN

Article

Development of a Deep Learning Algorithm for Periapical Disease Detection in Dental Radiographs

By: Michael G. Endres, Florian Hillen, Marios Salloumis, Ahmad R. Sedaghat, Stefan M. Niehues, Olivia Quatela, Henning Hanken, Ralf Smeets, Benedicta Beck-Broichsitter, Carsten Rendenbach, Karim R. Lakhani, Max Helland and Robert A. Gaudin

Periapical radiolucencies, which can be detected on panoramic radiographs, are one of the most common radiographic findings in dentistry and have a differential diagnosis including infections, granuloma, cysts, and tumors. In this study, we seek to investigate the... View Details

Keywords: Artificial Intelligence; Diagnosis; Computer-assisted; Image Interpretation; Machine Learning; Radiography; Panoramic Radiograph; AI and Machine Learning

January 2017 (Revised March 2017)
Case

IBM Transforming, 2012–2016: Ginni Rometty Steers Watson

By: Rosabeth Moss Kanter and Jonathan Cohen

To transform IBM for the next technology wave, Ginni Rometty, who became CEO in 2012, led divestment of declining businesses, made acquisitions in digital innovation and cloud computing, formed partnerships with former competitors such as Apple and tech startups, and... View Details

Keywords: Digital; Technological Change; Artificial Intelligence; Data; IBM; Watson; Internet Of Things; Innovation and Invention; Management; Sales; Information Technology; Technological Innovation; Transformation; AI and Machine Learning

2023
Working Paper

Where Strategy Matters: Evidence from a Global Startup Field Study

By: Nataliya Langburd Wright

The role of strategy for innovative startups is theoretically ambiguous and much debated among practitioners. I interviewed executives of 253 scaling software ventures from 34 countries and scored the alignment of their market and organizational choices to detect... View Details

Keywords: Entrepreneurship And Strategy; Scaling Technology Ventures; Global Contextual Intelligence; Strategy; Entrepreneurship; Global Strategy; Growth and Development Strategy

SSRN

February 2018 (Revised October 2019)
Case

HubSpot and Motion AI: Chatbot-Enabled CRM

By: Jill Avery and Thomas Steenburgh

HubSpot, an inbound marketing, sales, and customer relationship management (CRM) software provider, announced that it had acquired Motion AI, a software platform that enabled companies to easily build and deploy chatbots, fueled by artificial intelligence, to interact... View Details

2019
Working Paper

Using Technology to Augment Professionals, Instead of Replacing Them, for Innovative Problem Solving

By: Hila Lifshitz - Assaf, Felicia Ng, Aniket Kittur and Robert Kraut

While in some technological and scientific areas innovation is flourishing, in others it is stalling, leaving important problems unsolved for decades. One explanation is professionals’ limitations as problem solvers, as accumulating depth of knowledge enhances one’s... View Details

Keywords: Innovation; Expertise; Future Of Work; Crowdsourcing; Artificial Intelligence; Problem Solving; Professionalism; Experience and Expertise; Collaborative Innovation and Invention; Problems and Challenges; Research and Development

July 2024
Case

Knowledge-Enabled Financial Advice: Digital Transformation at Edward Jones

By: Lauren Cohen, Richard Ryffel, Grace Headinger and Sophia Pan

Edward Jones, a wealth management advisory firm that prided itself on its interpersonal connections and face-to-face interactions, was eager to augment their services with AI capabilities. Built on 1-to-1 close-knit relationships, the firm had more than 15,000 offices... View Details

June 2017
Teaching Note

IBM Transforming, 2012–2016: Ginni Rometty Steers Watson

By: Rosabeth Moss Kanter and Jonathan Cohen

Ginni Rometty, who became IBM CEO in 2012, led efforts to transform the company around cognitive computing and the AI platform Watson. This Teaching Note helps instructors understand and teach the Harvard Business School case “IBM Transforming, 2012–2016: Ginni Rometty... View Details

Keywords: Digital; Technological Change; Artificial Intelligence; Data; IBM; Watson; Internet Of Things; Innovation and Invention; Management; Sales; Information Technology; Technological Innovation; Transformation; AI and Machine Learning

2022
Working Paper

Machine Learning Models for Prediction of Scope 3 Carbon Emissions

By: George Serafeim and Gladys Vélez Caicedo

For most organizations, the vast amount of carbon emissions occur in their supply chain and in the post-sale processing, usage, and end of life treatment of a product, collectively labelled scope 3 emissions. In this paper, we train machine learning algorithms on 15... View Details

Keywords: Carbon Emissions; Climate Change; Environment; Carbon Accounting; Machine Learning; Artificial Intelligence; Digital; Data Science; Environmental Sustainability; Environmental Management; Environmental Accounting

SSRN

December 2018
Case

Choosy

By: Jeffrey J. Bussgang and Julia Kelley

Founded in 2017, Choosy is a data-driven fashion startup that uses algorithms to identify styles trending on social media. After manufacturing similar items using a China-based supply chain, Choosy sells them to consumers through its website and social media pages.... View Details

September 2018
Article

Do Experts or Crowd-Based Models Produce More Bias? Evidence from Encyclopædia Britannica and Wikipedia

By: Shane Greenstein and Feng Zhu

Organizations today can use both crowds and experts to produce knowledge. While prior work compares the accuracy of crowd-produced and expert-produced knowledge, we compare bias in these two models in the context of contested knowledge, which involves subjective,... View Details

Keywords: Online Community; Collective Intelligence; Wisdom Of Crowds; Bias; Wikipedia; Britannica; Knowledge Production; Knowledge Sharing; Knowledge Dissemination; Prejudice and Bias

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April 2017
Supplement

Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (D)

By: Tsedal Neeley and Esel Çekin

Supplements the (A) case. View Details

Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey

April 2017
Supplement

Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (B)

By: Tsedal Neeley and Esel Çekin

Supplements the (A) case. View Details

Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey

April 2017
Teaching Note

Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (A, B, C, D)

By: Tsedal Neeley and Nathan Overmeyer

Teaching Note for HBS Nos. 417-068, 417-069, 417-070, and 417-071. View Details

Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey

April 2017
Supplement

Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (C)

By: Tsedal Neeley and Esel Çekin

Supplements the (A) case. View Details

Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey

April 2017
Case

Global Leadership in a Dynamic and Evolving Region: Molinas @ The Coca-Cola Company (A)

By: Tsedal Neeley and Esel Çekin

Galya Frayman Molinas, President of Coca-Cola's Turkish business and a 20-year company veteran, is unexpectedly asked to take the helm of a newly expanded territory with operations across eight additional countries in Central Asia: Armenia, Azerbaijan, Georgia,... View Details

Keywords: Functions; Structure; Centralization; Decentralization; Diversity; Country Of Origin Effects; Global Contextual Intelligence; Leading Change; Crisis Management; Organizational Structure; Experience and Expertise; Situation or Environment; Central Asia; Turkey

March 2024 (Revised June 2024)
Case

Governing OpenAI (A)

By: Lynn S. Paine, Suraj Srinivasan and Will Hurwitz

In late November 2023, OpenAI’s new board of directors took stock of the situation. The company, which sought to develop artificial general intelligence (AGI)—computer systems with capabilities exceeding human abilities—was looking to regain its footing after a chaotic... View Details