01 · THE FIRST DRAFTLooks finished
Good visuals. Unanswered questions.
Which customers? What date range? Are refunds included? What counts as revenue?
THE ACCIDENTAL ANALYST · STEPHEN McDANIEL
AI gives you answers. I teach your team which ones to trust.
Better evidence. Better judgment. Decisions you can defend.
I train finance and analytics teams to verify AI-assisted analysis, challenge assumptions, and confidently recommend the next business decision using approved company data.
Six-week private program for one company, up to 12 participants. Meet your instructor →
LOOKS CONVINCING. PROVE IT.
An impressive dashboard isn't necessarily a reliable one.
AI can make a dashboard or forecast look finished in minutes. Your team still needs to test definitions, calculations, alternative explanations, and what the evidence actually supports.
02 · THE VERIFIED VIEWDecision-ready
Definitions checked. Context restored.
Clear metric definitions, comparable periods, verified calculations, and a decision the dashboard can support.
Illustrative example of the verification process.
AI suggests. You provide the judgment.Choose the question · Check the evidence · Challenge the result · Communicate the decision
OUR FLAGSHIP · PRIVATE TEAM TRAINING
Decision-Ready AI Analytics Accelerator
Your team brings a real business decision. I teach them to turn the data and AI-assisted analysis into a recommendation they can explain, verify, and defend.
6 weeks private engagement
12 people maximum
5 sessions × 2 live hours
Includes guided case work, reusable verification templates, private recordings, and an executive capstone. This is coached analytical practice, not outsourced engineering or dashboard production.
Not ready for the full program? An optional $3,000 five-day Decision Integrity Diagnostic can establish the gap first; the fee is credited toward the Accelerator within 30 days. Successful clients may continue in a $5,000/month Practice Lab.
FREE EXECUTIVE ANALYTICS EXAMPLES
See the thinking behind the numbers.
Watch Stephen challenge plausible AI outputs and investigate the decision behind the numbers. New demonstrations and archived Claude Dashboard Daily builds remain free.
Featured analysis: The $5M Netflix Mistake Most Data Analysts Still Make
The free library contains more examples, and subscribers can follow the working files.
FREE · EXECUTIVE ANALYTICAL JUDGMENT
Watch the question. Challenge the answer.
One focused executive analytics demonstration each week, plus the existing free library. Explore what the AI gets right, what needs investigation, and how to make a recommendation more defensible.
“Looks convincing. Prove it.” It's a habit worth teaching.
Browse the free example library →FOR INDIVIDUAL ANALYSTS · SELF-PACED COURSE
Confident Dashboards with Claude
Build Strategic, Tactical, and Operational Dashboards Executives Trust.
$399 founding price First 50 customers · then $499
The Daily shows the build. The course teaches the method behind it: define the business question, verify every critical number, and design the view each audience needs to act.
See the Course and Founding PriceCurriculum, FAQs, and enrollment details are on the course page.
PROFESSIONAL RECOMMENDATIONS
What senior leaders say about working with Stephen.
From colleagues and clients on Stephen's professional work. These are not reviews of the course.
“He combines strategic vision with hands-on expertise in data engineering, analytics, and data science.”
“Stephen had an immediate and substantial impact on our team.”
A METHOD WITH A HISTORY
Built on years of teaching people to question the numbers.
Tableau co-founder and Turing Award recipient Pat Hanrahan built part of his Tableau Conference keynote around The Accidental Analyst, and said the book changed how he thought about analytics and influenced how he taught at Stanford. The same method now guides how Stephen works with AI.
Learn more about Stephen's background →YOUR NEXT EXECUTIVE DECISION
Make the numbers earn your trust.
Talk through one high-stakes analysis and whether a private team Accelerator would help.