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market-access-value

Use market access value for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.

19

Quality

6%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./scientific-skills/Academic Writing/market-access-value/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Discovery

0%

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

This description is extremely vague and uses buzzword-heavy language ('market access value', 'structured execution', 'output boundaries') without explaining what the skill concretely does. It fails to provide natural trigger terms, specific actions, or clear guidance on when Claude should select it over other skills.

Suggestions

Replace abstract language with concrete actions—specify exactly what the skill does (e.g., 'Generates health economics reports', 'Drafts market access dossiers', 'Creates structured academic manuscripts').

Add a clear 'Use when...' clause with natural trigger terms users would actually say (e.g., 'Use when the user asks about market access submissions, HEOR writing, or value dossiers').

Clarify the domain—'market access value' is ambiguous. Specify whether this relates to health technology assessment, pharmaceutical market access, or another field to reduce conflict risk with other skills.

DimensionReasoningScore

Specificity

The description uses vague, abstract language like 'market access value' and 'structured execution' without listing any concrete actions. There are no specific capabilities described—no verbs indicating what the skill actually does.

1 / 3

Completeness

The 'what' is extremely vague—it's unclear what this skill actually does. The 'when' clause ('Use...for academic writing workflows') is present but so abstract it provides almost no actionable guidance for skill selection.

1 / 3

Trigger Term Quality

'Market access value' is jargon that users would not naturally say. 'Academic writing' is somewhat relevant but the other terms ('structured execution', 'explicit assumptions', 'output boundaries') are abstract and unlikely to match user queries.

1 / 3

Distinctiveness Conflict Risk

The description is so vague that it could overlap with any academic writing or document processing skill. 'Market access value' is confusing and doesn't carve out a clear niche—it's unclear if this is about health economics, publishing, or something else entirely.

1 / 3

Total

4

/

12

Passed

Implementation

12%

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

This skill is heavily padded with boilerplate sections (Security Checklist, Lifecycle Status, Evaluation Criteria, Risk Assessment) that contain only generic placeholder content and consume significant tokens without adding actionable value. The core domain task — payer value proposition development including ICER calculations and budget impact modeling — receives almost no concrete guidance, executable code, or worked examples. The document repeats itself extensively (the description appears 3 times, py_compile appears 3 times) and contains broken internal cross-references.

Suggestions

Remove all generic boilerplate sections (Security Checklist, Lifecycle Status, Evaluation Criteria, Risk Assessment) and deduplicate repeated content — the skill could be reduced to under 40% of its current length while preserving all useful information.

Add concrete, executable examples for the core domain tasks: provide actual Python code or structured templates for ICER calculation narratives, budget impact model text, and value dossier sections with realistic sample inputs and outputs.

Define concrete parameter formats with examples (e.g., what does 'drug_profile' look like as input — a JSON schema, a CSV, specific fields?) so Claude can actually validate and process inputs.

Fix broken internal cross-references ('See ## Prerequisites above' appears before Prerequisites) and consolidate the duplicated workflow guidance (Example Usage run plan vs. Workflow section) into a single, concrete sequence.

DimensionReasoningScore

Conciseness

Extremely verbose and repetitive. Multiple sections restate the same information (e.g., 'python -m py_compile scripts/main.py' appears 3 times, the description is repeated verbatim in 'When to Use' and 'Key Features'). Contains boilerplate sections like 'Lifecycle Status', 'Security Checklist', and 'Evaluation Criteria' with generic placeholder content that adds no actionable value. Cross-references to non-existent sections ('See ## Prerequisites above') add confusion rather than clarity.

1 / 3

Actionability

Despite the length, the skill provides almost no concrete, executable guidance for the actual task (payer value proposition development). The workflow steps are abstract ('Confirm the user objective', 'Use the packaged script path'). Parameters like 'drug_profile' and 'comparator' lack concrete formats or examples. The single example ('ICER = $45,000/QALY with uncertainty analysis') is a one-liner with no context on how to produce it. No actual code for ICER calculations, budget impact models, or value dossier generation is provided.

1 / 3

Workflow Clarity

The workflow section provides a numbered sequence with some validation logic (step 2 validates scope, step 5 has a fallback path), and the error handling section adds recovery guidance. However, the steps are abstract and lack concrete validation checkpoints — there's no specific command or check to verify outputs, and the 'Example run plan' duplicates the workflow without adding precision. Missing concrete validation for the actual domain outputs (ICER calculations, budget impact models).

2 / 3

Progressive Disclosure

The document is a monolithic wall of text with 15+ sections, many containing generic boilerplate. References to 'references/audit-reference.md' and 'references/' directory exist but no bundle files are provided to verify them. Internal cross-references are broken ('See ## Prerequisites above' appears before Prerequisites). Content that could be in separate files (Security Checklist, Evaluation Criteria, Risk Assessment) is inlined despite adding little value to the core skill.

1 / 3

Total

5

/

12

Passed

Validation

90%

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

Validation10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

10

/

11

Passed

Repository
aipoch/medical-research-skills
Reviewed

Table of Contents

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