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researchby brycewang-stanford

Business Research — 5 Skills

brycewang-stanford/business-skills

Source brycewang-stanford/Auto-Empirical-Research-Skills ↗License NOASSERTION

5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research.

SkillScore48Maintained

Automatic

Research pack

Last verified 8/30/2026

What it changes

Passed 6 of 12 test cases with the skill, and 4 of 12 without it.

Without skill35%

With skill48%

Checks it passed that the model alone missed

Identifies market-analysis-guide as the matching module.
Identifies operations-research-guide as the relevant guide.
Identifies innovation-management-guide as the relevant guide.

and 2 more in the full report

5 fixed6 passed either way10 still failing2 broke

Pass-rate lift: +13 pp
Tokens: -41%
Agent turns: 0%
Response time: -20%

Model gemini-3.6-flashMeasured 8/30/2026v111 of 23 cases passed with skill · 12 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-business-skills/SKILL.md https://app.decimal.ai/s/brycewang-stanford-business-skills/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-business-skills, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/brycewang-stanford-business-skills/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-business-skills

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-business-skills/SKILL.md https://app.decimal.ai/s/brycewang-stanford-business-skills/SKILL.md

Raw file: /s/brycewang-stanford-business-skills/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-business-skills.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

A semiconductor manufacturer wants to perform technology roadmapping and S-curve forecasting to evaluate when to transition from 3nm to 2nm nodes. Which skill module should be selected for technology forecasting and R&D management?

What was checked, without and with the skill
Checked	Without skill	With skill
Identifies innovation-management-guide as the matching module.	Missed	Passed

case-08 · gemini-3.6-flash · 8/30/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md11 linessingle file

Business Research — 5 Skills

Select the skill matching the user's need, then read its SKILL.md.

Skill	Description
architecture-design-guide	Design principles of form, function, sustainability in architecture
innovation-management-guide	Innovation metrics, R&D management research, and technology forecasting
market-analysis-guide	Structured frameworks for market sizing, competitive analysis, and strategic ...
operations-research-guide	Optimization and operations research methods for business and logistics
strategic-management-guide	Frameworks for strategic planning, resource allocation, and organizational an...

Track record

Benchmark

6 / 12

test cases passed, vs 4 / 12 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/9/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / Auto-Empirical-Research-Skills

skills/43-wentorai-research-plugins/skills/domains/business/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/9/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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See it in action

What's inside

Business Research — 5 Skills

Track record

Benchmark

Adoption

SkillSafety

Source

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