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2022
Working Paper

TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations

By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh

Practitioners increasingly use machine learning (ML) models, yet they have become more complex and harder to understand. To address this issue, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use explainability... View Details

Keywords: Natural Language Conversations; Predictive Models; AI and Machine Learning

January 2021 (Revised June 2021)
Case

Hester Pharmaceuticals (A): A Pricing Dilemma

By: Dante Roscini and John Masko

In August 2019, the leadership of Hester Pharmaceuticals (Hester) had a problem. Italy promised to be a key market for their new breakthrough oncology drug Akrozumab, but for almost two years, its single-payer healthcare system had been unable to agree with Hester on a... View Details

Keywords: Macroeconomics; Trade; Price; Global Range; Global Strategy; Globalized Markets and Industries; Health Care and Treatment; Patents; Monopoly; Negotiation; Business and Government Relations; Risk and Uncertainty; Human Needs; Business Strategy; Commercialization; Pharmaceutical Industry; Italy

August 2023
Article

Explaining Machine Learning Models with Interactive Natural Language Conversations Using TalkToModel

By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh

Practitioners increasingly use machine learning (ML) models, yet models have become more complex and harder to understand. To understand complex models, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use... View Details

Keywords: AI and Machine Learning; Technological Innovation; Technology Adoption

November 2016 (Revised August 2020)
Case

Improving Access at VA

By: Ryan W. Buell, Robert S. Huckman and Sam Travers

In 2015, the Department of Veterans Affairs (VA) ran the largest healthcare system in the United States, with over 1,700 sites of care that served nearly 9 million veterans. One year earlier, a scandal had erupted over a cover-up of the excessive wait times veterans... View Details

Keywords: Service Operations; Service Delivery; Social Issues; Health Care and Treatment; Government Administration; Performance Improvement; Public Administration Industry; Health Industry; United States

Forthcoming
Article

From Bupkis to Sechel in Health Care

By: Regina E. Herzlinger and Richard Boxer

Fifty years ago, famed economist Milton Friedman declared that “The social responsibility of business is to increase its profits.” This free market manifesto was adopted by the healthcare industry as well. But transactional has evolved into transformational with the... View Details

Keywords: Corporate Accountability; Customer Focus and Relationships; Corporate Social Responsibility and Impact; Health Industry

March 2018
Supplement

Improving Access at VA

By: Ryan W. Buell and Robert S. Huckman

In 2015, the Department of Veterans Affairs (VA) ran the largest healthcare system in the United States, with over 1,700 sites of care that served nearly 9 million veterans. One year earlier, a scandal had erupted over a cover-up of the excessive wait times veterans... View Details

Keywords: Service Operations; Service Delivery; Social Issues; Health Care and Treatment; Government Administration; Performance Improvement; Public Administration Industry; Health Industry; United States

March 2018 (Revised February 2020)
Teaching Note

Improving Access at VA

By: Ryan W. Buell and Robert S. Huckman

In 2015, the Department of Veterans Affairs (VA) ran the largest healthcare system in the United States, with over 1,700 sites of care that served nearly 9 million veterans. One year earlier, a scandal had erupted over a cover-up of the excessive wait times veterans... View Details

Keywords: Service Operations; Service Delivery; Social Issues; Health Care and Treatment; Government Administration; Performance Improvement; Public Administration Industry; Health Industry; United States

2022
Working Paper

Rethinking Explainability as a Dialogue: A Practitioner's Perspective

By: Himabindu Lakkaraju, Dylan Slack, Yuxin Chen, Chenhao Tan and Sameer Singh

As practitioners increasingly deploy machine learning models in critical domains such as healthcare, finance, and policy, it becomes vital to ensure that domain experts function effectively alongside these models. Explainability is one way to bridge the gap between... View Details

Keywords: Natural Language Conversations; AI and Machine Learning; Experience and Expertise; Interactive Communication; Business and Stakeholder Relations

January 2016
Article

Incorporating Longitudinal Pediatric Patient-centered Outcome Measurement into the Clinical Workflow Using a Commercial Electronic Health Record: A Step Toward Increasing Value for the Patient

By: Kathleen Carberry, Zachary Landman, Michelle Xie, Thomas W. Feeley, John Henderson and Charles Fraser Jr.

Patient-centered outcomes measurement provides healthcare organizations with crucial information for increasing value for patients; however, organizations have struggled to obtain outcomes data from electronic health record (EHR) systems. This study describes how Texas... View Details

Keywords: Epic; Electronic Health Records; Outcomes; Value; Patient-Centered Outcomes Measurement; Value Creation; Information Technology; Health Care and Treatment; Customer Focus and Relationships; Health Industry; Texas

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March 2016
Supplement

Compass Group: The Ascension Health Decision

By: Ryan W. Buell

In 2012, Compass Group (Compass) was on the verge of closing a $2 billion deal with Ascension Health (Ascension), one of the largest healthcare systems in the United States. Under the deal, Compass would provide foodservice management and cleaning services for 86 of... View Details

Keywords: Operations Strategy; Sectorization; Operational Focus; Customer Compatibility; Service Operations; Service Delivery; Operations; Customer Focus and Relationships; Service Industry; Health Industry; United States

13 Dec 2006
Research & Ideas

Improving Public Health for the Poor

School of Public Health, Project Antares aims to create a system for devising commercial incentives that provide affordable public health initiatives, or "interventions" in healthcare parlance.... View Details

Keywords: by Martha Lagace; Health

March 2016 (Revised February 2020)
Teaching Note

Compass Group: The Ascension Health Decision

By: Ryan W. Buell

In 2012, Compass Group (Compass) was on the verge of closing a $2 billion deal with Ascension Health (Ascension), one of the largest healthcare systems in the United States. Under the deal, Compass would provide foodservice management and cleaning services for 86 of... View Details

Keywords: Operations Strategy; Sectorization; Operational Focus; Customer Compatibility; Service Operations; Service Delivery; Operations; Customer Focus and Relationships; Service Industry; Health Industry; United States

Article

Moving Forward from COVID-19: Organizational Dimensions of Effective Hospital Emergency Management

By: Mariam Krikorian Atkinson, Nicholas Cagliuso, John Hick, Sara Singer, Elizabeth Bambury, Tuna Cem Hayirli, Masha Kuznetsova and Paul Biddinger

Federal investment in emergency preparedness has increased notably since the 9/11 attacks, yet it is unclear if and how U.S. hospital readiness has changed in the 20 years since then. In particular, understanding effective aspects of hospital emergency management... View Details

Keywords: COVID-19; Hospital Preparedness/response; Urban/rural Hospitals; Emergency Management; National Strategy; Health Pandemics; Crisis Management; Performance Effectiveness; Governance; Policy; United States

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July 2021
Article

Electronic Trace Data and Legal Outcomes: The Effect of Electronic Medical Records on Malpractice Claim Resolution Time

By: Sam Ransbotham, Eric Overby and Michael C. Jernigan

Information systems generate copious trace data about what individuals do and when they do it. Trace data may affect the resolution of lawsuits by, for example, changing the time needed for legal discovery. Trace data might speed resolution by clarifying what events... View Details

Keywords: Analytics and Data Science; Lawsuits and Litigation; Digital Transformation; Welfare; Health Industry

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January 2006 (Revised April 2007)
Case

General Electric Healthcare, 2006

By: Tarun Khanna and Elizabeth Raabe

In January 2006, Joe Hogan, head of General Electric (GE) Healthcare Technologies, prepared to step into William Castell's shoes as CEO of GE Healthcare, the world's leading manufacturer of diagnostic imaging equipment. In 2004, former CEO Jeff Immelt acquired Amersham... View Details

Keywords: Corporate Entrepreneurship; Cost vs Benefits; Growth and Development Strategy; Mergers and Acquisitions; Machinery and Machining; Global Range; Multinational Firms and Management; Product Design; Technological Innovation; Expansion; Value Creation; Business Subsidiaries; Health Industry; Medical Devices and Supplies Industry

January 2010 (Revised December 2011)
Case

Jiamei Dental: Private Health Care in China

By: William C. Kirby and G.A. Donovan

With the recent announcement from the Chinese government that the country's healthcare system was going to undergo reform, Jiamei Dental Chairman Liu Jia wondered what that meant for his 15 year-old dental clinic business. Founded in 1993, Jiamei Dental Medical... View Details

Keywords: Private Sector; Economic Slowdown and Stagnation; Entrepreneurship; Governing Rules, Regulations, and Reforms; Policy; Health Care and Treatment; Private Ownership; Partners and Partnerships; Competition; Expansion; Health Industry; China

May 21, 2020
Editorial

Primary Care Is Hurting: Why Aren't Private Insurers Pitching In?

By: Leemore S. Dafny and J. Michael McWilliams

Primary care clinicians are the front line for patients with suspected infection. We rely on them to diagnose, triage, and manage patients with potential or confirmed COVID infections. They are also responsible for keeping non-COVID medical conditions under control... View Details

Keywords: COVID-19; Primary Care; Health Pandemics; Health Care and Treatment; Financial Condition; Insurance

2015
Book

Political Standards: Corporate Interest, Ideology, and Leadership in the Shaping of Accounting Rules for the Market Economy

By: Karthik Ramanna

There are certain institutions underlying our modern market-capitalist system that are largely outside the interest and understanding of the general public—e.g., rulemaking for bank capital adequacy, actuarial standards, accounting standards, and auditing practice. In... View Details

Keywords: Business And Society; Financial Institutions; Financial Reporting; GAAP; IFRS; Lobbying; Capitalism; Sustainability; Accounting; Finance; Business and Government Relations; Leadership; Accounting Industry; Financial Services Industry; United States; China; India

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11 Nov 2013
Working Paper Summaries

Increased Speed Equals Increased Wait: The Impact of a Reduction in Emergency Department Ultrasound Order Processing Time

Keywords: by Jillian Berry Jaeker, Anita L. Tucker & Michael H. Lee; Health

May 2021
Case

Inclusive Innovation at Mass General Brigham

By: Katherine Baldiga Coffman and Olivia Hull

Massachusetts General Brigham (MGB) Chief Innovation Officer Christopher Coburn had overseen a period of exciting transformation and growth in healthcare innovation at MGB. In November 2019, the health system was the largest recipient of National Institutes of Health... View Details

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