Explore DataCareerHub
← All resource collections
Advanced causal inference · LEARNING RESOURCE COLLECTION

Elm 4: defend a causal conclusion with an assumption ledger

Advanced portfolio and interview exercise · Communicate an estimand, design, evidence and sensitivity without turning a contrast into a causal promise.

Existing companion activity · Educational depth review pending

This collection organizes the existing companion into separate reading activities. It is not labelled a complete chapter or worksheet set. Additional worksheets, independent cases and educational review remain to be developed.

01 / STUDY

Your review meeting

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
02 / STUDY

Write an assumption ledger

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
03 / STUDY

Reference solution

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
04 / STUDY

Communicate evidence and limits

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
05 / STUDY

A useful next-evidence plan

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
06 / STUDY

Failure rehearsal

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
07 / STUDY

Honest portfolio statement

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
08 / STUDY

Reviewer rubric and interview prompts

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →
09 / STUDY

Authoritative reference

Read this part of the original activity, with its existing explanation and any supplied code.

Free accountRead this part →

Original activity & existing files → · Existing supporter offline project desk →

Keep the explanation that made it click.

Save your questions, mistakes and findings in your private learning notebook. Personal notes and their export are free.

My learning notebook →

Need a correction or another resource? Tell our team. If this topic is useful, share this collection’s link with someone learning alongside you.

One useful next step

Start learning. Build understanding.

Explore the introductory learning, then create a free account to continue, save learning notes and track supported lessons. Registration and email verification cost nothing.

Found this useful? Share this page with someone learning alongside you. Request a topic or suggest a correction →