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AI + Healthcare: From Potential to Impact Mockup (2)

The AI revolution in healthcare is here. The greatest challenge is no longer potential—it is deployment.

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The Columbia Business School AI+Healthcare Initiative, part of the AI in Business Initiative, is the epicenter for translating AI innovation into measurable, equitable impact. We convene the leaders and provide the strategic frameworks—rooted in policy, delivery, and systems—to define the next era of healthcare. Our focus is clear: driving the solutions that move potential into practice.

Better Patient Care, More Efficiently Delivered

How can we use AI to allocate resources where they’re needed, and flag problems before they’re apparent?

Hannah Li [video] - YouTube

Optimizing AI Early Warning Systems in Education and Healthcare

Sandra Matz [video] - YouTube

Jing Dong [video] - YouTube

Research focuses on developing data-driven stochastic modeling to improve patient flow in hospitals

“If you think about the potential of generative AI to really fill in the gaps for people who don’t otherwise have support, there’s enormous potential.”

Sandra Matz

Company Spotlight: Avo

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Avo leverages AI to process patient data directly from the Electronic Health Record (EHR), maps that data against clinical best practices, and produces "copilots" that automate clinician workflows. Avo also transforms evidence into actionable tools in the clinical workflow, so you can standardize care and reduce burnout.

Company Spotlight: Pearl Health

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Pearl Health AI enables early interventions and improved patient outcomes. With proprietary data science and advanced modeling, we assess provider readiness and performance potential to match each participant to the right payment model. The result: optimize savings and reduce risk across your network.

Policy & Decisionmaking: Creating Governance and Trust

In healthcare, accountability is non-negotiable, and the cost of mistakes is human life. How do we establish the policy, liability, and governance frameworks needed for safe and trustworthy human-AI collaboration?

Tianyi Peng [video] - YouTube

Early Observation of Favorability outcome of deployment of digital twin in medical profession

Xuelin Li [video] - YouTube

AI and Clinical Decision Support Systems

“At the end of the day, we can’t trust AI just on its own, it’s always AI humans acting on some sort of AI knowledge.”

Hannah Li

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Data/Big Data, AI and Transformative Tech, Marketplace
Date
April 21, 2025
Online real estate listings
Data/Big Data, AI and Transformative Tech, Marketplace

Uncovering the Costly Bias in Marketplace Testing

Statistical bias could be misleading your product and feature testing, according to research from Columbia Business School Professor Hannah Li, but solutions might be easier than you think.
  • Read more about Uncovering the Costly Bias in Marketplace Testing about Uncovering the Costly Bias in Marketplace Testing
Strategy
Type
Global Family Enterprise
Date
August 14, 2025
Strategy

Breaking the Silence: Approaches and Best Practices for Family Discussions

Conversations around health and incapacity are often avoided until it’s too late. In this clip, Dr. Moira Somers offers tools and strategies for initiating open, respectful dialogue—helping families face tough realities while preserving trust and unity.
  • Read more about Breaking the Silence: Approaches and Best Practices for Family Discussions about Breaking the Silence: Approaches and Best Practices for Family Discussions
Artificial Intelligence, Data and Business Analytics, Data/Big Data, AI and Transformative Tech, Digital IQ, Marketing, Technology
Date
April 08, 2025
A woman shopping in a grocery store
Artificial Intelligence, Data and Business Analytics, Data/Big Data, AI and Transformative Tech, Digital IQ, Marketing, Technology

How Gen AI Is Transforming Market Research

Generative AI is revolutionizing market research by offering unprecedented ways to understand customers, assess competitors, and extend data-driven decision-making organizationally. Research with pioneering companies reveals four key opportunities: gen AI supports existing practices by making them faster and more scalable; replaces traditional methods with synthetic data that can match conventional results with greater accuracy; fills insight gaps by providing evidence for decisions previously based on intuition; and creates innovative applications like digital twins for testing customer interactions. Survey data shows 45% of market researchers already use gen AI, with most employing it to analyze transcripts and data. While acknowledging limitations around bias and representativeness, this framework helps business leaders navigate gen AI's transformative potential in gathering customer and market insights more efficiently and effectively than ever before.
  • Read more about How Gen AI Is Transforming Market Research about How Gen AI Is Transforming Market Research
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Entrepreneurship and Innovation, Media and Technology
Date
March 13, 2025
ChatCEO event
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Entrepreneurship and Innovation, Media and Technology

Tracking AI’s Impact on Creativity, Leadership, and Innovation

Insights shared at Columbia University’s AI Summit show how the technology is redefining the creative process and influencing executive decision making.
  • Read more about Tracking AI’s Impact on Creativity, Leadership, and Innovation about Tracking AI’s Impact on Creativity, Leadership, and Innovation
In Focus: AI’s Transformative Impact on Mental Health and Wellness

The Dual Mandate: AI as a Solution–and a Challenge

AI offers transformative solutions in mental health by predicting crises and personalizing care, yet it poses challenges, like managing workforce well-being in an automated age. Balancing innovation with human care is essential.

man chemist checking bottle pills chemistry tools working late medical researching
Data/Big Data, AI and Transformative Tech, Marketplace
Date
April 21, 2025
Online real estate listings
Data/Big Data, AI and Transformative Tech, Marketplace

Uncovering the Costly Bias in Marketplace Testing

Statistical bias could be misleading your product and feature testing, according to research from Columbia Business School Professor Hannah Li, but solutions might be easier than you think.
  • Read more about Uncovering the Costly Bias in Marketplace Testing about Uncovering the Costly Bias in Marketplace Testing
Date
December 02, 2025
Columbia MBA Students

Poets&Quants’ MBA Program Of The Year: Columbia Business School

Columbia Business School didn’t just see the future coming — it decided to build it.While most business schools are still debating the role of artificial intelligence in business education, Columbia has sprinted ahead with one of the world’s most ambitious, multi-layered AI strategies. The centerpiece is CAiSEY, a voice-powered learning platform that has already changed how thousands of students prepare for class. It’s part of a sweeping effort to rethink curriculum, pedagogy, and even school operations around breakthrough technology.“We may debate whether AI is transformative in the next six or twelve months,” says Dean Costis Maglaras, “but over the span of a decade, it’s going to change the world — and it will be a positive change. Our students are 27 or 28 years old. They’re thinking about the next 20 or 30 years of their careers. Academia has to help them navigate that journey.”
  • Read more about Poets&Quants’ MBA Program Of The Year: Columbia Business School about Poets&Quants’ MBA Program Of The Year: Columbia Business School
Climate and Policy, Climate and Solutions, Climate and Technology
Date
May 13, 2025
CBS Photo Image
Climate and Policy, Climate and Solutions, Climate and Technology

How Google Images Can Make You Really Care About Climate Change

Your Google search for “climate change” may show emotional images — or calm, scientific visuals — depending on where you are. A new CBS study reveals how search algorithms shape climate perceptions worldwide.
  • Read more about How Google Images Can Make You Really Care About Climate Change about How Google Images Can Make You Really Care About Climate Change
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Innovation, Marketplace, Technology
Date
August 26, 2025
AI agent shopping
Artificial Intelligence, Business and Society, Data and Business Analytics, AI and Transformative Tech, Innovation, Marketplace, Technology

What Happens When AI Does Your Shopping?

New research from Columbia Business School reveals surprising patterns in how AI agents choose what to buy, and why sellers and platforms may need to rethink everything.
  • Read more about What Happens When AI Does Your Shopping? about What Happens When AI Does Your Shopping?

Dante [video] - all videos have to be on YouTube or Vimeo

Optimizing AI Early Warning Systems in Education and Healthcare

“If we spend less time scrolling and more time talking to AI, what does that mean for our mental health? Will Ai become a new form of dependency?"

Dante Donati

Discover Events & Collaborate with Us
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Events Calendar

Research Across Columbia

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Events

From intimate chats with founders to discussions with industry leaders, AI+ Healthcare hosts numerous events throughout the year.

Data and Business Analytics, Data/Big Data, Distinguished Speaker Series, Healthcare
Date
October 18, 2024
Emma Walmsley, CEO of British pharmaceutical giant GSK
Data and Business Analytics, Data/Big Data, Distinguished Speaker Series, Healthcare

Harnessing the Power of AI, Data — and People: Three Insights From GSK CEO Emma Walmsley

The pharmaceutical company leader praised AI for boosting productivity, but noted that it’s still “all about the people.”
  • Read more about Harnessing the Power of AI, Data — and People: Three Insights From GSK CEO Emma Walmsley about Harnessing the Power of AI, Data — and People: Three Insights From GSK CEO Emma Walmsley
Artificial Intelligence, Distinguished Speaker Series, Economics and Policy, Healthcare, Leadership
Date
March 06, 2025
Dan O'Day
Artificial Intelligence, Distinguished Speaker Series, Economics and Policy, Healthcare, Leadership

Leadership Lessons from Gilead Sciences CEO Daniel O’Day

Innovations in data and AI are reshaping the biopharma industry.
  • Read more about Leadership Lessons from Gilead Sciences CEO Daniel O’Day about Leadership Lessons from Gilead Sciences CEO Daniel O’Day
Artificial Intelligence, Business and Society, Distinguished Speaker Series, Healthcare, Strategy
Date
October 17, 2024
Senator Bill Cassidy.
Artificial Intelligence, Business and Society, Distinguished Speaker Series, Healthcare, Strategy

Navigating AI’s Role in the Future of Healthcare

US Senator Bill Cassidy, MD, highlights the need to balance regulation and innovation when it comes to embracing AI in medicine.
  • Read more about Navigating AI’s Role in the Future of Healthcare about Navigating AI’s Role in the Future of Healthcare
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The mission of Columbia Business School’s AI+Healthcare Initiative is to define the future of healthcare innovation, policy and delivery. Successfully leading the next period of healthcare transformation requires a clear vision of what’s possible–anchored by expertise in data, delivery and systems. We are on the forefront of that revolution, convening the experts and the thinkers who will transform the way we give and receive care, to drive collaboration and solutions.

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“If you think about the potential of generative AI to really fill in the gaps for people who don’t otherwise have support, there’s enormous potential.”

Sandra Matz

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