A membership for people who ship statistics, data science, and AI.
1,000+ async lessons. 120+ live masterclasses every year. Enterprise tools included. Built by practitioners across pro sports front offices, R1 universities, and leading consulting firms.
Learn from people who do the work — and ship it for a living.
16 instructors. 6 countries. One membership.
Sports is our dataset.
The skills are universal.
We use sports analytics as the engaging lens — because nothing teaches statistics, machine learning, and AI faster than a domain people care about. The same Bayesian models that evaluate athletes also price options, target customers, and diagnose patients. The same LLM workflows that scout prospects also power production AI everywhere data lives.
The skills transfer. The engagement is the unfair advantage.
Live instruction. Real work. Every week.
A 15-second look at what membership feels like.
Bayesian modeling with Scott Spencer.
Bayesian Fitness-Fatigue Modeling in Stan. Live-code the Banister impulse-response model on real cycling power data — difference equations, informative priors from exercise science literature, Student-t likelihoods, posterior predictive checks. Taught by Scott Spencer (Columbia / Nottingham Forest F.C.). No signup. No email gate. Just the work.
Watch the lessonFour pillars. One membership.
Everything you need to go from curious to production-ready.
This field moves monthly.
Your training should too.
A Python ML course bought two years ago uses outdated pipelines. A Bayesian tutorial recorded last summer missed the latest PyMC release. Static purchases go stale. Membership keeps you current.
Continuous content updates
New modules, techniques, and case studies shipped as the field evolves. LLM tooling, new PyMC releases, latest Shiny capabilities, Posit platform updates. Members see them the day they launch.
10+ live sessions monthly
Every month your team is learning what's actually working right now in pro front offices, not what was working when the course was recorded. Real problems, real solutions, real-time.
Compound with your team
An analyst attends a masterclass, shares insights in Slack, and the whole team levels up. Individual course purchases don't create that flywheel. Membership does.
Always-current infrastructure
Enterprise Posit Workbench stays current with the platform. No local setup drift. No "works on my machine" debates. Everyone codes in the same managed environment.
What you'll actually be able to do.
Six months in, here's what members can build, ship, and defend in production.
Ship production Shiny apps
Reactive dashboards, mobile-first interfaces, custom JavaScript bindings, Docker deployment. From prototype to production.
Write hierarchical Bayesian models
Partial pooling for player evaluation, posterior predictive checks, Stan and PyMC with diagnostics and uncertainty quantification.
Deploy ML pipelines with validation
Feature engineering, temporal train-test splits, calibration, monitoring. The same workflows running in pro front offices today.
Integrate LLMs into R and Python
Tool-calling with ellmer, RAG with ragnar, structured output extraction, production deployment. Modern AI infrastructure.
Build analytics APIs and pipelines
Webscraping, SportsDataverse integration, production ETL, versioning, scheduled refresh. Clean data flowing into clean models.
Create publication-quality reports
Quarto, gt() tables, ggplot2, publication-ready visualizations. Stakeholder-ready deliverables that actually get read.
Built for teams that take training seriously.
One membership for the whole team. Full catalog, year-round live programming, enterprise tools, unified learning paths. The data training stack that compounds quarter over quarter.
Year-round live programming
120+ masterclasses per year means your team stays current without you having to build a training program. Point them at the schedule and they level up.
Unified technical language
Everyone learns from the same practitioners using the same workflows. No more analyst silos with different conventions.
Mixed seat configurations
Senior analysts on Team Pro with Posit Workbench. Junior staff on Team without. Pay for what each seat needs.
Enterprise infrastructure
Posit Workbench (Pro tier) means your team codes in managed cloud environments. No IT tickets, no local config drift.
Volume pricing from 10 seats · [email protected]
$3,599 at launch · Rate locked through 2028
A growing catalog of what's actually shipping.
Every member gets a full year of Posit Workbench, the enterprise platform powering data teams at Fortune 500 companies. Enterprise licenses start at $1,000+/year. Members get it included.
Lock in your founding rate.
Founding member presale: $2,999/yr, rate locked through 2028. Limited to 250 spots. First access drops to the presale list before public launch.