pymc-labs / pymc-labs/CausalPy

SC: add outputs

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documentation outputs
Dominant language
Python
Stars
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Forks
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Avg merge
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Merged PRs (30d)
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Description

Add the following metrics:

  • Average Estimated Treatment Effect (ATT). The average lift in the treatment period. NOTE: I already did this here but I called it the average causal impact.
  • Percent Lift
  • Incremental outcome. The cumulative impact at the final time point
  • Add these to the geolift notebook

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with the existing average causal impact implementation in the linked sc2_pymc notebook, then inspect the geolift notebook to identify where outputs are presented. Add ATT, percent lift, and incremental outcome metrics, and update the geolift notebook to show them; completion means all listed metrics are available and documented there.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
analytics, data
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
35/100

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