Start
Pick a real problem. Build the first useful piece.
THE ACCIDENTAL ANALYST · REAL-WORLD BUILD WORKSHOPS
Build something useful.
Get better at your craft.
Real problems. Real data. Working solutions.
Come build dashboards, forecasts, and business analyses with me. We work on real problems together, one step at a time. You leave with working files and skills you can use on the job.
Build live Monday to Thursday, or use the short Friday replays.
$450One complete monthly Build. Pay once.
Four live Builds each weekFriday replays and working filesOngoing Workbench and Society access
Explore the Claude Build
YOUR WEEK AT THE WORKBENCH
Make progress every day. Take something home every Friday.
Build
Add the data, calculations, and details that matter.
Check
Test the numbers. Find and fix mistakes.
Finish
Make it clear enough to use and share.
FRIDAY: Get the four short replays and the week's finished files. Each week builds toward one complete project by month's end.
CURRENT BUILD
Start with the Claude Build.
This is the Build you can explore right now. See how we turn real business questions into dashboards you can use.
BUILD 01 · CLAUDE
Build Dashboards You Can Trust with Claude
Turn business data into a clear dashboard. Then check the numbers before you use it.
You take home: A working dashboard and the checks behind it.
Explore the Claude BuildBUILD WITH SOMEONE WHO'S DONE THE WORK
I've built the models. I know what to question.
I'm Stephen McDaniel. I worked on customer lifetime value as Netflix's first data scientist, helped create Tableau's original training, and have taught more than 30,000 people. I've also built forecasts for billion-dollar pharmaceutical deals.
I'll show you what works, what goes wrong, and how to check your own results. More about my work.
NetflixFirst data scientist
TableauOriginal training
30,000+People taught
$1B+Pharma deal modeling
YOUR BUILD IS JUST THE BEGINNING
Keep learning with me every Friday.
Finished a workshop? You're still welcome at the Workbench. Bring your questions to our one-hour live group Q&A each Friday. Share ideas with other members in our private Discourse community between sessions.
Included when you buy any Build. No extra membership to purchase.
See how the Friday Workbench worksHELP FOR THE WORK YOU DO
Working on something bigger?
Bring your team
Build with your own company data in a private six-week program. Your team leaves ready to tackle the next problem, too.
Explore private team trainingKeep your work organized
Use MyDataCanvas to save your steps, data, and findings in one place.
Explore MyDataCanvasCheck before you share
Use Dashboard Preflight to spot confusing charts and shaky numbers before they reach your boss.
Explore Dashboard PreflightFROM PEOPLE I'VE WORKED WITH
Good work earns trust.
“He combines strategic vision with hands-on expertise in data engineering, analytics, and data science.”
See original recommendation
“Stephen had an immediate and substantial impact on our team.”
See original recommendation
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Pick a project. Pull up a chair. Let's get to work.