Individual skill

smr-empirical-illustration

Use when building the real-data empirical illustration for a Sociological Methods & Research (SMR) paper — a demonstration that the method changes a substantive conclusion, not a decorative example. Designs the illustration; does not derive properties or design the Monte Carlo.

Sociological-Methods-and-Research-Skills/skills/smr-empirical-illustration/SKILL.md

Read pinned source

Source commit 932eb23331721b16e967c59f093781be1928b498

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
Yes
Observed behavior
Network or broad shell
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
1,405
Repository last updated
Sep 27, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# SMR Empirical Illustration

Use this to make the real-data section earn its place. SMR expects a methods paper to show that the
method *matters substantively* — that using it instead of the incumbent leads to a different,
better-justified conclusion about the social world. A throwaway "we also applied it to some data"
section is a reviewer flag.

## The "it changes the answer" standard

The illustration's job is to demonstrate consequence:

- **Run the incumbent and the new method on the same data**, and show where they diverge. The payoff
  sentence is "the standard approach would have concluded X; our method shows Y, and Y is the
  defensible answer because [reason tied to the method's properties]."
Back to top