THE ACCIDENTAL ANALYST
Find What Matters.
AI can suggest. You provide the judgment.
Practical analysis for business professionals who already own the answer. Use the tools you know, use AI where it helps, verify the evidence, and make the call with confidence.
Course 01 is coming soon. Join free for each module and its working data.
UPCOMING COURSE 01
High-Impact Data Analysis with Excel
How Excel Analysts Can Confidently Answer Critical Questions
An Accidental Analyst Guide
This is not an Excel-functions course. It is about answering real business questions with Excel, AI, context, verification, and judgment.
Free teaching: each module will publish on YouTube, followed by one combined complete-course video.
Free with email: the working data so you can do the analysis yourself.
Optional complete resources: finished solutions, checkpoints, QA tools, reference material, and reusable analytical assets.
See how Course 01 works →SEE THE ANALYSIS
A real example of the work.
This Accidental Analyst example shows the teaching style and the core idea: start with the business question, challenge the obvious answer, and keep responsibility for the conclusion.
Representative analysis, not a Course 01 module.
THE METHOD DOES NOT CHANGE
The tool changes. Your responsibility for the answer does not.
Every Accidental Analyst course starts with the business question, shows what the tools and AI suggest, tests the result against context and evidence, and ends with the decision.
Ask the right question
Start with the decision, not the software.
Use the tools
Let Excel and AI accelerate the mechanics.
Verify the answer
Check the data, logic, context, and alternatives.
Make the call
Know what matters and what would change your mind.
WHERE THE METHOD CAN GO NEXT
One method. More ways to apply it.
Excel comes first. The same method can extend to cloud BI, AI + Python, and analytical control.
Excel
Confidently answer critical business questions with the tool millions of analysts already use.
Modern Cloud BI
Go beyond spreadsheets while keeping business users close to the analysis and the judgment.
AI + Python
Break through Excel's limits without becoming a programmer.
Confirm & Control
Make analytical work repeatable, monitored, and trustworthy.
WHY THE ACCIDENTAL ANALYST
Built around the judgment experienced analysts actually use.
Stephen McDaniel is co-author of The Accidental Analyst and has led or taught analytics work across Netflix, Tableau, SAS, Oracle, Yahoo, INFORMS, TDWI, and the American Marketing Association.
Business analysis first. Tools second. Judgment always.
START WITH COURSE 01
Start with Excel. Learn to trust the answer, not just produce it.
Join free for each module and its working data as they publish.