Skills with output "Robustness test results"

ml-security - Secure ML systems across the full lifecycle

machine learning security adversarial robustness data privacy differential privacy

★ 0 · Updated 2026-10-08

Secure ML systems and pipelines through threat assessment, robustness testing, privacy protection, artifact security, and compliance controls.

⚙ Assess ML security threats ⚙ Test adversarial robustness ⚙ Detect data poisoning

empirical-causal-analysis - Test Causal Claims and Policy Effects

causal inference policy evaluation event study synthetic control

★ 7 · Updated 2026-10-07

Tests causal claims, evaluates policies and market events, constructs counterfactuals, analyzes strategic equilibria, and performs robustness checks.

⚙ Test causal claims ⚙ Select identification strategies ⚙ Estimate treatment effects

causal-iv - Conduct instrumental variables and 2SLS analysis

instrumental variables 2SLS causal inference endogeneity

★ 80 · Updated 2026-10-05

Guides instrumental variables analysis in R or Python with assumption checks, first-stage diagnostics, 2SLS estimation, weak-instrument detection, and robustness tests.

⚙ Check IV assumptions ⚙ Run first-stage diagnostics ⚙ Estimate 2SLS models