II.
LibrarySkill overview
Reference · livelib-skill:social-sciences--causal-inference-methods
causal-inference-methods overview
Apply propensity score methods, instrumental variables, difference-in-differences, and regression discontinuity designs for causal identification
Attributes
displayName
causal-inference-methods
description
Apply propensity score methods, instrumental variables, difference-in-differences, and regression discontinuity designs for causal identification
libraryPath
library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md
specialization
social-sciences
contentSummary
# Causal Inference Methods Skill
Apply advanced econometric and statistical methods for causal identification in observational data.
## Overview
The Causal Inference Methods skill enables application of propensity score methods, instrumental variables, difference-in-differences, regression
Outgoing edges
lib_applies_to_domain1
- domain:social-sciences·DomainSocial Sciences
lib_belongs_to_specialization1
- specialization:social-sciences·SpecializationSocial Sciences
lib_implements_workflow2
- workflow:experiment-design·WorkflowExperiment Design
- workflow:peer-review-cycle·WorkflowPeer Review Cycle
lib_involves_role2
- role:data-scientist·RoleData Scientist
- role:research-scientist·RoleResearch Scientist
lib_requires_skill_area3
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:data-analysis·SkillAreaData Analysis
- skill-area:machine-learning-frameworks·SkillAreaMachine Learning Frameworks
Incoming edges
None.