Economic/validate-analysis
plugins/r-econ-data/skills/validate-analysis/SKILL.md
Common ways to validate or benchmark data analysis estimates using external sources. Use to confirm or test the plausibility of results from an economic analysis.
testing
Updated Apr 4, 2026
$ install --global
skillsauthnpx skillsauth add Economic/epi-skills validate-analysisInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 4, 2026, 6:30 PM153.3s1 file scanned
SKILL.md
- name:
- validate-analysis
- description:
- Common ways to validate or benchmark data analysis estimates using external sources. Use to confirm or test the plausibility of results from an economic analysis.
For example, say you wanted to calculate the real median hourly wage for a demographic group not available in SWADL, like foreign-born workers in California. To verify your basic approach, you might first try to replicate something in SWADL approximating the target group, like the real median wages of all workers in California:
library(tidyverse)
library(epidatatools)
library(epiextractr)
library(realtalk)
library(swadlr)
library(assertr)
swadl_ca_median = get_swadl(
"hourly_wage_median",
measure = "real_wage_median_2025",
geography = "CA"
) |>
mutate(year = year(date)) |>
select(year, swadl_real_median = value)
cpi_data = c_cpi_u_annual
cpi_base = cpi_data |>
filter(year == 2025) |>
pull(c_cpi_u)
org_median_wage = load_org(
2010:2025,
year,
statefips,
wage,
orgwgt,
citistat
) |>
filter(wage > 0, statefips == 6) |>
summarize(
org_nominal_median = averaged_median(wage, w = orgwgt),
.by = year
) |>
left_join(cpi_data, by = "year") |>
mutate(org_real_median = org_nominal_median * cpi_base / c_cpi_u)
org_median_wage |>
left_join(swadl_ca_median, by = "year") |>
verify(swadl_real_median - org_real_median < 1e-8)
Related Skills
Economic/plugins/research/skills/research-remote-code
tools
VerifiedTrustedCommunity
--- name: research-remote-code description: Techniques for retrieving and investigating remote codebases and their documentation. Use when user provides a GitHub/GitLab URL to look at, asks to follow conventions from a remote repo, asks "how does package/library X implement/handle Y", or references any external repository's code, structure, or patterns. Examples: "follow the conventions in https://github.com/...", "look at how repo X does Y", "check this GitHub link". --- ## Accessing code from
SKILL.mdUpdated Apr 4, 2026
Economic/get-econ-data
development
VerifiedTrustedCommunity
Provides useful economic data sources and ways to retrieve the data. Use when user asks for "prices", "inflation", "employment", "unemployment", "inequality", "productivity", "poverty", "CPS", "Census", "BLS", "BEA", "FRED", "IPUMS", "SWADL", "State of Working America Data Library".
SKILL.mdUpdated Apr 4, 2026
Economic/calculate-methods
testing
VerifiedTrustedCommunity
Methods for calculating statistics and estimates using economic data. Use when user asks to calculate or estimate quantities like percentiles, means, medians, shares, counts, or regression coefficients or regression-adjusted statistics.
SKILL.mdUpdated Apr 4, 2026
steipete/skill-creator
testing
VerifiedTrustedCommunity
Create, edit, improve, or audit AgentSkills. Use when creating a new skill from scratch or when asked to improve, review, audit, tidy up, or clean up an existing skill or SKILL.md file. Also use when editing or restructuring a skill directory (moving files to references/ or scripts/, removing stale content, validating against the AgentSkills spec). Triggers on phrases like "create a skill", "author a skill", "tidy up a skill", "improve this skill", "review the skill", "clean up the skill", "audit the skill".
356,423SKILL.mdUpdated Apr 13, 2026