Leading in a Data-Driven World: Developing Quantitative Intuition™

Dates
May 5–8, 2026
Cost
$10,250
CIBE Credits
4
Format
In-Person
Location
Manhattanville, NYC
Requirements
This program is suitable for attendees at all executive levels.
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Leading in a Data-Driven World: Developing Quantitative Intuition™


Dates
May 5–8, 2026
Cost
$10,250
CIBE Credits
4
Format
In-Person
Location
Manhattanville, NYC

Overview

Highly data-driven organizations are three times more likely to report significant improvement in decision-making. [1]
3X
Amount of time executives spend making decisions, but feel much of this time is wasted. [2]
~40%
of employees believe they are fully prepared to use data effectively. [3]
25%

Key Benefits

Program Content

Agile decision-making is grounded in how you think, not how hard you work. We often jump into solution mode often confusing activity with impact. In our rush toward a solution, we neglect to frame the problem. In this Quantitative Intuition™ pillar, learn the powerful “I wish I knew” technique to identify the core fundamental issue, as well as the power of working backward from a decision.

Participants will:

  • Understand their biases
  • Discover the power of questions 
  • Learn how to ask data-driven questions
  • Work backward from a decision

Quantitative Intuition™ Framework

Participant Profile

Faculty

Oded Netzer, Arthur J. Samberg Professor of Business at Columbia Business School, is an expert in data-driven decision-making. He mainly researches business challenges and develops quantitative methods to guide decision-making under uncertainty.

Oded Netzer

Arthur J. Samberg Professor of Business, Columbia Business School

Program Co-Director
Christopher Frank, Adjunct Professor of Business at Columbia University and Faculty Co-Director of Columbia Business School’s Leading in a Data-Driven World: Developing Quantitative Intuition™ Executive Education program.

Christopher Frank

Adjunct Professor of Business

Program Co-Director
Paul Magnone, Faculty Co-Director of Columbia Business School’s Leading in a Data-Driven World: Developing Quantitative Intuition™ Executive Education program and an Adjunct Professor of Business at Columbia Business School.

Paul Magnone

Adjunct Professor of Business

Program Co-Director

Testimonials

Participant Interviews

Decision-Making in High-Stakes Security
With Carlos R. Gomez

Decision-Making in High-Stakes Security
With Carlos R. Gomez

Carlos R. Gomez, Senior Security Engineer at Amazon, protects millions of households across the company’s IoT ecosystem—where slow or uncertain decisions can have real consequences. After completing Columbia Business School’s Leading in a Data-Driven World: Developing Quantitative Intuition™ program, he shares how the experience sharpened his ability to balance intuition with data and make confident, high-stakes decisions under pressure.

Navigating Complexity in E-Commerce Leadership with Stephanie Lea Baker

Navigating Complexity in E-Commerce Leadership with Stephanie Lea Baker

Stephanie Lea Baker has built her career on transforming customer insights into strategic advantage in the fast-paced world of digital commerce. As Chief Commercial Officer for a global entertainment and e-commerce company, she helped steer major acquisitions and rapid expansion with a data-driven mindset. After completing Columbia Business School’s Leading in a Data-Driven World: Developing Quantitative Intuition™ program, she reflects on how the experience strengthened her ability to connect data to strategy and balance instinct with analysis.

Transforming Energy Leadership with Dennis Kwok

Transforming Energy Leadership with Dennis Kwok

Dennis Kwok, an inventor, entrepreneur, and board director with over 35 years in the global oil and gas industry, has built his career around driving innovation and sustainable solutions for the upstream energy sector. Seeking to strengthen his decision-making in an increasingly data-driven, AI-enabled environment, he joined Columbia Business School’s Leading in a Data-Driven World: Developing Quantitative Intuition™ program. He shares how the experience sharpened his leadership and enhanced his ability to navigate risk and uncertainty.

Making Better Decisions in a Fast-Moving Industry
with Maria Real

Making Better Decisions in a Fast-Moving Industry
with Maria Real

Maria Real oversees multi-entity accounting operations across multiple countries at Live Nation—translating complex activity into clear financial insights for leadership in a fast-moving industry. Wanting a stronger framework for making confident decisions when perfect data isn’t available, she joined Columbia Business School’s Leading in a Data-Driven World: Developing Quantitative Intuition™ program. Maria shares how the experience strengthened her leadership and refined her approach to data-driven finance.

Hear about the program from faculty co-directors Oded Netzer, Paul Magnone, and Christopher Frank, as they highlight the importance of developing quantitative intuition that enables executives to make smart decisions despite ambiguity.

FAQ

Assignments

Will there be any homework or assignments?
For select programs, there will be some assignments to complete after the end of select program sessions. Assignments will typically consist of readings, self-reflections, and brief assessments. This approach is designed to help you practice your learnings.

How long will assignments take?
We do not expect that homework assignments will take up a large amount of time to complete. 

Will there be any examinations or grades?
There will be no examinations or grades for our live online programs.

Certification

I’m interested in the Certificate in Business Excellence (CIBE), how do I get started?
At Columbia Business School Executive Education, you’ll be able to customize a unique learning experience by selecting programs that best interest you and are most suited for your needs. Any completed program, regardless of format (live online, in-person, or online), will count towards the Certificate in Business Excellence. 

Which programs qualify for the CIBE? 
Any completed executive education program, regardless of format (live-online, in-person, or online), will count towards the Certificate in Business Excellence. Partner programs will also count towards the certificate.

What programs are considered partner programs? 
Executive education programs developed and administered with our educational partners, bring the best of our combined knowledge, thought leadership, resources, and expertise. Kindly find a list of our partners here on our partnership page.

What are the costs of the certificate? 
There’s no set cost associated with the certificate path since you’re able to customize your learning journey with in-person and online programs (price will vary depending on the program type and length).

Are there any tuition assistance or scholarships? 
At Columbia Business School Executive Education, we offer non-degree and non-credit-based professional development programs to the global business community. As our programs are non-degree and non-credit, they do not qualify for financial aid.

How are CIBE credits determined? 
Credits for a program are determined by the program duration and total learning hours. 

Where do I find information on the credit value for a program?
You will find this information on each program page. Credits range from 0.5 credits – 26 credits per program. 

How do I get enrolled in the CIBE? 
Your certificate journey will start with your first program, and you have 4 years to complete your CIBE. You may register for any of our executive education programs on each program page. You may enroll using the “Enroll Now” button, and the application process should take 5-10 minutes. 

How do I receive credits? 
You are required to fully attend a program and complete all necessary coursework in order to receive CIBE credits. Credits are only awarded after you complete a program. 

How do I check the status of my Certificate completion? 
Kindly reach out to a Learning Solutions representative for any questions on the status of your CIBE credit count. 

Do CIBE credits expire? 
Credits are only valid for four years. If you have not completed your CIBE within four years, we will only count non-expired credits towards your CIBE credit total.

Does the Certificate in Business Excellence expire? 
Your Certificate in Business Excellence does not expire. Once you become a certificate recipient, you will join the greater alumni community at Columbia Business School. 

I’ve reached 18 CIBE credits, what’s next? 
Congratulations! You should receive a digital copy of your certificate at the end of your program. If you do not receive a copy from your program manager, kindly contact your Learning Solutions representative or your program manager for next steps. 

Will I receive a physical certificate? 
Upon completion, you will receive a secure, digital certificate through Accredible. Within the platform you will have the option to print your credential, post it to your LinkedIn feed, or display it on your profile as a certification. Please contact your program manager for the status of your digital certificate. 

How do I get access to my alumni benefits? 
Once you complete your CIBE, we kindly ask for your patience as we process your alumni credentials. The processing time can take anywhere from 8 to 10 weeks long. 

Can I add the Certificate in Business Excellence to LinkedIn? 
Yes! We will provide you with instructions on how to add your certificate to your LinkedIn profile after you become a Certificate recipient. 
 

Preferred Pricing and Tuition Benefits for Alumni

Are there preferred pricing options available?
Yes, preferred pricing is available for groups of two or more. To inquire, email execed@gsb.columbia.edu.

As a Columbia Business School alumni am I eligible for tuition benefit?

When you earn a Certificate in Business Excellence you will receive a 25 percent tuition benefit for full-price Executive Education in-person programs lasting three and four days and all full-price online programs. Exclusions apply**

 

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