II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--causal-inference-observational
causal-inference-observational overview
Apply quasi-experimental methods for causal relationships - Guides researchers through rigorous causal inference from observational data using modern causal identification strategies.
Attributes
displayName
causal-inference-observational
description
Apply quasi-experimental methods for causal relationships - Guides researchers through
rigorous causal inference from observational data using modern causal identification strategies.
libraryPath
library/specializations/domains/science/scientific-discovery/causal-inference-observational.js
specialization
scientific-discovery
references
- - Angrist, J.D. & Pischke, J.S. (2009). Mostly Harmless Econometrics - Pearl, J. (2009). Causality: Models, Reasoning, and Inference - Imbens, G.W. & Rubin, D.B. (2015). Causal Inference for Statistics - Hernán, M.A. & Robins, J.M. (2020). Causal Inference: What If
example
const result = await orchestrate('domains/science/scientific-discovery/causal-inference-observational', {
researchQuestion: 'Does education affect earnings?',
treatment: 'years_of_education',
outcome: 'annual_income',
data: { source: 'census_data.csv', n: 50000 },
confounders: ['family_income', 'ability', 'location']
});
usesAgents
- causal-reasoning-analyst
Outgoing edges
lib_applies_to_domain1
- domain:scientific-discovery·DomainScientific Discovery
lib_belongs_to_specialization2
- specialization:scientific-research-methods·SpecializationScientific Research Methods
- specialization:scientific-discovery·SpecializationScientific Discovery
lib_implements_workflow2
- workflow:experiment-design·WorkflowExperiment Design
- workflow:peer-review-cycle·WorkflowPeer Review Cycle
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:data-analysis·SkillAreaData Analysis
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:deep-web-research·SkillAreaDeep Web Research
uses_agent1
- lib-agent:scientific-discovery--causal-reasoning-analyst·LibraryAgentcausal-reasoning-analyst
Incoming edges
None.