
Checklist for Fact-Checking AI Outputs
Simple verification framework to ensure AI responses are accurate, credible, and unbiased.

Inside the Trading Floor
Peek behind the curtain to understand the tech, the structure, and the high-stakes culture of a major bank's trading room.
Recruiting Timeline (Undergrad & Masters – Sales & Trading Focus)
Detailed schedules for both college and graduate students outlining when banks recruit and how to manage the application cycles.

Sales & Trading-Specific Tips
Advanced, S&T-only advice on technical questions, market knowledge, and desk-specific behavior that lands the offer.
One Sentence Summary for Major Case Types
A brief one sentence summary for major management consulting case types.

Exercise: Map AI Opportunities in Your Workflow
Identify repetitive or time-consuming tasks and map where AI could save time or reduce friction.
Pros and Cons of a Sales & Trading Career
Get the unvarnished truth on the compensation, exit opportunities, and intense demands before you commit to S&T.
Bullet Proof Inc: Grow and Diversify
An walkthrough of the Bullet Proof Inc: Grow and Diversify case for management consulting.
Considerations for Profitability Frameworks
An overview of considerations for profitability frameworks for management consulting.
Getting Your Data Ready for AI
Learn how to prepare and structure data for AI by focusing on access, cleanliness, and context.

S&T Recruiting Timeline
Don't miss the deadline. Get the critical month-by-month breakdown of when to apply for internships and full-time S&T roles.

Deferred MBA Deep Dive: What You Need to Know Now
In this panel, join admissions experts Justin K., Kelsey K., and Siri G. who will break down everything you need to know about deferred MBA programs so that you have a concrete strategy going into application season. You’ll learn how these programs work, what top schools are looking for in college seniors and early-career applicants, and how to start building a strong application now. Check out their profiles here: Justin K. - Former BCG consultant and MIT Sloan MBA student with a strong record helping candidates land MBB offers and top MBA admits Kelsey K. - Former M7 Admissions Director and Columbia Business School Admissions Committee member with a 93% client acceptance rate and $180K average scholarship awards Siri G. - Accepted to deferred MBA programs at Harvard and Wharton from a non-target school through authentic, story-driven applications

MBA Interview Series: Columbia
The Columbia Business School interview is your chance to move beyond the application and show who you are as a candidate. In this event, Melanie E. (a former CBS Adcomm and interviewer) will walk you through what to expect, how to prepare, and strategies to stand out in the CBS interview process. You’ll gain insight into the types of questions asked, how to tell your story with confidence, and what Columbia admissions committees value most in applicants. Whether you’re applying this round or preparing for the future, this session will give you the tools to approach your interview with clarity, poise, and authenticity.

Assess Your Organization’s AI Maturity
Score your organization’s current AI maturity and identify next steps for improvement.

How Market News Becomes A Trade Idea
Learn how elite traders go from headline to execution, generating actionable, profitable ideas in minutes.
Buy This Home Exercise
An overview of the Buy This Home exercise for management consulting.

Exercise: Automate a Team Workflow with AI
Redesign a repetitive team process—from trigger to action to outcome—using AI-driven automation.
Real Stories from S&T - Candid Perspectives (Lifestyle, Pressure, Culture)
An experienced trader discusses the high-pressure environment, the true lifestyle, and the unspoken rules of the trading floor culture.
Unconventional and Illegal Buckets
An overview of unconventional and illegal buckets for management consulting.
Summary of Frameworking
A summary of frameworking for management consulting.