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Effective communication strategies for statistical methods
Passed 14 of 22 test cases with the skill, and 13 of 22 without it.
3 fixed11 passed either way6 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
I am writing a methods section for an applied epidemiology journal describing a double-robust semiparametric mediation model. Applied reviewers often complain about theoretical jargon like 'efficient estimators' and 'sequential ignorability'. Draft a methods section paragraph for this applied audience that explains the approach and its core assumptions without dense theoretical notation.
| Checked | Without skill | With skill |
|---|---|---|
| Translate efficient estimator into plain language emphasizing optimal precision. | Missed | Passed |
| Translate sequential ignorability into plain language emphasizing no unmeasured confounding at each step. | Passed | Passed |
The instructions your model reads when the skill loads.
Translating complex statistical methodology for applied researchers, practitioners, and students
Use this skill when writing: package vignettes, tutorial materials, workshop content, applied journal articles, interpretation guides, FAQ documentation, or any communication targeting non-methodological audiences.
| Audience | Statistical Background | Primary Needs | Communication Style |
|---|---|---|---|
| Methods Researchers | Advanced | Theory, proofs, efficiency | Technical, precise |
| Applied Statisticians | Intermediate-Advanced | Implementation, assumptions | Technical with examples |
| Quantitative Researchers | Intermediate | When to use, interpretation | Practical, guided |
| Graduate Students | Developing | Step-by-step, intuition | Pedagogical, scaffolded |
| Practitioners | Variable | Point-and-click, templates | Simplified, checklist-based |
| Technical Term | Plain Language | Analogy |
|---|---|---|
| Natural Indirect Effect | How much of treatment's effect works through the mediator | "The portion of medicine that helps by reducing inflammation" |
| Natural Direct Effect | Treatment's effect through all other pathways | "All other ways the medicine helps beyond reducing inflammation" |
| Sequential Ignorability | No unmeasured confounding at each step | "Apples-to-apples comparison at each stage" |
| Positivity | All treatment combinations are possible | "Everyone had a real chance of getting either treatment" |
test cases passed, vs 13 / 22 without
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