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Independent project, not affiliated with Anthropic
aj-geddes avatar

Causal Inference

aj-geddes/useful-ai-prompts
317 stars
Summary

This helps Claude understand and apply causal inference methods when you're trying to figure out if something actually caused an outcome rather than just correlating with it. You'd reach for this when analyzing A/B test results, estimating policy impacts from observational data, or dealing with confounders in your analysis. It covers the standard toolkit: propensity scores, instrumental variables, and heterogeneous treatment effects. Honestly, this is one of those areas where having the right statistical framework matters a lot, because it's easy to make confident but wrong claims about causation. The skill passed security audits and sits in a repository with 245 stars, so it's getting some traction with folks doing data analysis work.

Install to Claude Code

npx -y skills add aj-geddes/useful-ai-prompts --skill "Causal Inference" --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Categories
AI & Agent Building
First SeenJun 3, 2026
View on GitHub

More from aj-geddes/useful-ai-prompts

All 258 skills →
  • Classification Modeling
  • Clustering Analysis
  • Cohort Analysis
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  • Data Cleaning Pipeline
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  • Dimensionality Reduction
  • Exploratory Data Analysis
  • Feature Engineering
  • Funnel Analysis
  • ML Model Explanation
  • ML Model Training
  • ML Pipeline Automation
  • Model Deployment
  • Model Hyperparameter Tuning
  • Model Monitoring
  • Natural Language Processing
  • Network Analysis
  • Neural Network Design
  • Recommendation Engine
  • Recommendation System
  • Regression Modeling
  • Sentiment Analysis

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Classification Modeling

aj-geddes/useful-ai-prompts

Build binary and multiclass classification models using logistic regression, decision trees, and ensemble methods for categorical prediction and classification
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Clustering Analysis

aj-geddes/useful-ai-prompts

Identify groups and patterns in data using k-means, hierarchical clustering, and DBSCAN for cluster discovery, customer segmentation, and unsupervised learning
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Cohort Analysis

aj-geddes/useful-ai-prompts

Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer lifecycle and retention analysis
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Computer Vision

aj-geddes/useful-ai-prompts

Implement computer vision tasks including image classification, object detection, segmentation, and pose estimation using PyTorch and TensorFlow
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Correlation Analysis

aj-geddes/useful-ai-prompts

Measure relationships between variables using correlation coefficients, correlation matrices, and association tests for correlation measurement, relationship analysis, and multicollinearity detection
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Data Cleaning Pipeline

aj-geddes/useful-ai-prompts

Build robust processes for data cleaning, missing value imputation, outlier handling, and data transformation for data preprocessing, data quality, and data pipeline automation
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