Udemy - Applied Empirical Economics with R and Machine Learning

Applied Empirical Economics with R and Machine Learning

https://WebToolTip.com

Published 11/2025
Created by Science Academy,Andrew Misseldine
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Level: All | Genre: eLearning | Language: English | Duration: 81 Lectures ( 6h 19m ) | Size: 2.81 GB

Experiments, Regression & Causal Analysis for Predictive Modeling and Policy Evaluation

What you'll learn
Fundamentals of linear regression and ordinary least squares (OLS) estimation
How to implement regression models in R
Techniques to handle confounding variables and unobserved heterogeneity
Predictive modeling using machine learning: regression trees, random forests, and cross-validation
Deep dive into causal inference: endogeneity, instrumental variables, and treatment effects
Design and analysis of controlled experiments and difference-in-differences (DiD)
Application of instrumental variable estimation and inverse probability weighting
Real-world case studies including job counseling experiments and search engine marketing

Requirements
Basic understanding of statistics and data analysis
Familiarity with R is helpful