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incrementality-testing

Design and execute incrementality tests for advertising campaigns. Use when measuring true lift from ads, designing geo holdout tests, running conversion lift studies, calculating statistical significance, or determining optimal test duration.

Quality

87%

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Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

71%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

Highly actionable content with concrete formulas, worked examples, and platform-specific steps, plus well-sequenced workflows with pre-test validation. Its weaknesses are token efficiency — a re-derived basic statistics workflow and a promotional footer — and the absence of any progressive disclosure structure, with all reference tables and examples inlined in the single file.

Suggestions

Move the reference data tables (typical incrementality rates, iCPA interpretation, sample size quick-reference, duration tables) and the three worked examples into references/ files, keeping SKILL.md as a concise overview with clearly signaled one-level-deep links.

Trim Workflow 5 and Workflow 6 to the formulas and decision thresholds only, dropping the step-by-step arithmetic derivation of the pooled standard error, z-score, and confidence interval that Claude can already compute.

Remove the promotional "About this skill" footer with UTM-tagged marketing links, which spends context tokens on content unrelated to executing the skill.

DimensionReasoningScore

Conciseness

The domain-specific reference tables earn their place, but Workflow 5 step-by-step re-derives a standard two-proportion z-test and confidence interval that Claude already knows, and the closing promotional footer (UTM-tagged marketing links) is pure padding. Mostly efficient but several sections could be tightened, which fits anchor 3 rather than 4's "minor instances".

3 / 5

Actionability

Fully executable guidance: concrete formulas (Lift, iCPA, iROAS, sample size n), complete worked numeric examples from setup through decision, exact platform navigation paths ("Tools → Measurement → Lift measurement"), and prerequisite/volume thresholds covering the common cases.

5 / 5

Workflow Clarity

Workflows are explicitly sequenced (Step 1–5) with a genuine pre-test validation checkpoint — the match score with interpretation bands and corrective action "< 0.80: Poor match — choose different regions". Not 5 because mid-test monitoring and fallback guidance when significance or platform prerequisites aren't met are absent.

4 / 5

Progressive Disclosure

No bundle files exist; all bulk reference material (channel incrementality rates, sample size tables, three full worked examples) is inlined in a ~485-line SKILL.md. Sections are well-organized, but content that clearly belongs in references/ files is inline with no references at all, fitting anchor 3.

3 / 5

Total

15

/

20

Passed

Description

96%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: third-person voice, concrete capability list, and an explicit "Use when" clause with natural trigger phrases that map directly to the skill's workflows. The only weakness is that the broad "statistical significance" trigger slightly raises conflict risk with general experimentation skills.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions — "designing geo holdout tests", "running conversion lift studies", "calculating statistical significance", "determining optimal test duration" — that comprehensively cover the skill's capabilities with no gaps.

5 / 5

Completeness

Explicitly answers both: what ("Design and execute incrementality tests for advertising campaigns") and when ("Use when measuring true lift from ads, designing geo holdout tests...") with concrete trigger phrases.

5 / 5

Trigger Term Quality

Covers the natural phrases a marketer would actually say ("true lift from ads", "geo holdout tests", "conversion lift studies") including synonyms (lift, holdout, incrementality); no relevant file extensions exist in this domain.

5 / 5

Distinctiveness Conflict Risk

Clear niche in ad incrementality/lift measurement, but "calculating statistical significance" is a generic trigger that could also fire for general statistics or A/B-testing skills, creating minor overlap risk.

4 / 5

Total

19

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

Synter-Media-AI/free-skills

Path

skills/incrementality-testing/SKILL.md

Reviewed

Table of Contents

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