Workshop
Experimental Design
PMs, analysts, researchers, and operators turning ideas into review-ready experiments.
- Artifact
- Experiment design memo
- Format
- 60 or 90 minutes
Instructor and workshop mode
Run live training from the DoOperator Education course kits
Facilitation guides, worked examples, rubrics, and team exercises for teaching experiments, causal inference, Bayesian workflow, A/B testing, and adaptive policy systems.
Live session pattern
Teach judgment by making artifacts criticizable
Every workshop should end with a concrete artifact and a review standard. The point is not to cover every method; it is to help learners produce work that another person can inspect, challenge, and improve.
- Frame
Choose one decision and name the artifact the group will produce.
- Draft
Teams complete the core worksheet: estimand, model, policy, or review-board design.
- Critique
Swap artifacts and identify invalidation risks, weak assumptions, and missing guardrails.
- Revise
Teams update the artifact and write the decision implication in plain language.
- Archive
Save the artifact, critique, and unresolved questions as decision memory.
Workshop guides
Five ready-to-run training modules
Each guide includes 60-minute and 90-minute agendas, discussion prompts, facilitator notes, common failure modes, and review standards.
Workshop
Causal Inference
Analysts and product teams making causal claims from observational data.
- Artifact
- Identification memo
- Format
- 60 or 90 minutes
Workshop
Reinforcement Learning
ML engineers, data scientists, and operators designing adaptive policies.
- Artifact
- Offline policy improvement plan
- Format
- 60 or 90 minutes
Workshop
Bayesian Statistics
Analysts, researchers, and decision-makers using models under uncertainty.
- Artifact
- Model criticism report
- Format
- 60 or 90 minutes
Workshop
A/B Testing at Scale
Experiment platform teams, growth leaders, PMs, and analysts running many tests.
- Artifact
- Experiment review-board operating model
- Format
- 60 or 90 minutes
Cohort workflow
Use the course kits as decision-memory practice
A simple cohort can run across five sessions: experiment design, causal identification, Bayesian model criticism, adaptive-policy safety, and experiment governance. Learners leave with a portfolio of artifacts instead of a pile of notes.
Workspace templates
Run cohorts without waiting for custom software
These templates give facilitators a lightweight operating system for teams, submissions, reviews, revisions, and decision-memory archives.
Template
Open template →Cohort workspace template
Shared roster, session plan, artifact tracker, review norms, and completion standard for multi-session cohorts.
Template
Open template →Submission and review workflow
Lightweight intake, triage, peer review, revision, and archive process for live workshops.