AI in Finance for Modelers to Succeed by Mastering the Fundamentals with Chris Reilly

6 snips

Feb 17, 2026

Chris Reilly, financial modeling educator and founder of Financial Modeling Education, with private equity and FP&A experience and over 91,000 students. He discusses why mastering accounting and finance fundamentals matters in an AI-driven world. He explains how AI magnifies skills, how dynamic arrays (UNIQUE, FILTER, SORT) reshape Excel modeling, and the tradeoffs between automation and user-friendly design.

Ask episode

AI Snips

Chapters

Transcript

Episode notes

INSIGHT

AI Magnifies Skill And Error

AI amplifies existing skills and mistakes in financial modeling.
Master fundamentals first so AI outputs are interpretable and trustworthy.

ADVICE

Prioritize Fundamentals Before AI

Double down on accounting and finance fundamentals before relying on AI.
Learn basics so you can accurately interpret and validate AI outputs.

INSIGHT

Dynamic Arrays Transform Excel Modeling

Dynamic arrays are one of the best Excel changes in years for scalable formulas.
They automate refreshes and reduce errors when integrated with tables.

Get the Snipd Podcast app to discover more snips from this episode

Get the app

In this episode of Financial Modeler's Corner, host Paul Barnhurst is joined by Chris Reilly, founder of Financial Modeling Education, for an insightful discussion on the importance of mastering financial modeling fundamentals in the age of AI. Chris shares his perspective on how AI is transforming the modeling industry, why understanding the basics is more important than ever, and how dynamic arrays are changing the modeling landscape.

Chris Reilly is a financial modeling expert with over 91,000 students trained globally. He has a diverse background, having worked in private equity and FP&A, and has developed a range of training programs through Wall Street Prep, Wharton, LinkedIn Learning, and his own courses. Chris emphasizes that strong foundational knowledge in finance and accounting is crucial to leveraging AI and new technologies effectively.

Expect to Learn

Why mastering the fundamentals of financial modeling is essential in an AI-driven world
How Chris integrates AI tools to enhance his modeling work
The role of dynamic arrays in streamlining financial models
The balance between technical skills and business decision-making
Insights on why complex models aren't always better

Here are a few quotes from the episode:

“AI is a magnifier. If you know what you're doing, it helps you get more done. If not, it makes problems worse.” - Chris Reilly
“The real goal of any model is to help the business understand what to do next, not just to show off technical skills.” - Chris Reilly

Chris highlights how AI can help with dynamic arrays and improve model efficiency, but stresses that it should never replace the need for a strong understanding of financial fundamentals. His focus is on helping modelers leverage the right technology without bypassing essential knowledge.

Follow Chris:

LinkedIn: https://www.linkedin.com/in/chris-reilly-mission-capital/

Homepage: https://www.financialmodelingeducation.com/

Email list: https://financialmodelingeducator.com/

Follow Financial Modeler's Corner:

LinkedIn Page- https://www.linkedin.com/company/financial-modeler-s-corner/

Newsletter - Subscribe on LinkedIn -https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7079020077076905984

Sign up for the Advanced Financial Modeler Accreditation Today and receive 15% off by using the special show code ‘Podcast’.

Visit https://bit.ly/497oAqW and use the code “Podcast” to save 15% when you register.

In today’s episode:

[02:06] - Why Fundamentals Matter in AI Modeling

[03:29] - Chris's Focus on Education & Clients