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Student Success Scorecard Skill · microck | DecimalAI

sales supportby microck

Student Success Scorecard Skill

microck/student-success-scorecard

Source microck/ordinary-claude-skills ↗License NOASSERTION

Metrics framework for monitoring engagement, progression, and completion.

NewMaintained

Automatic

Tutoring & Education pack

Last verified 8/21/2026

What it changes

Passed 11 of 21 test cases with the skill, and 11 of 21 without it.

Without skill50%

With skill50%

Checks it passed that the model alone missed

Segments performance metrics by instructor
Tracks support ticket spikes as an early risk indicator
Recommends a risk heatmap template tailored for cohorts and segment comparisons

and 1 more in the full report

4 fixed10 passed either way5 still failing3 broke

Pass-rate lift: 0 pp
Tokens: -3%
Agent turns: 0%
Response time: -14%

Model gemini-3.6-flashMeasured 8/21/2026v114 of 22 cases passed with skill · 21 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/microck-student-success-scorecard/SKILL.md https://app.decimal.ai/s/microck-student-success-scorecard/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add microck-student-success-scorecard, 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/microck-student-success-scorecard/ and pins it in .decimal/skills.lock

decimalai skills add microck-student-success-scorecard

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

curl -fsSL --create-dirs -o .claude/skills/microck-student-success-scorecard/SKILL.md https://app.decimal.ai/s/microck-student-success-scorecard/SKILL.md

Raw file: /s/microck-student-success-scorecard/SKILL.md ↗ · machine-readable summary at /s/microck-student-success-scorecard.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 3

Prompt

A multi-section algebra course has varying pass rates across 12 adjunct faculty members. Which dimension in the scorecard helps isolate course delivery discrepancies?

What was checked, without and with the skill
Checked	Without skill	With skill
Segments performance metrics by instructor	Missed	Passed

case-15 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md25 linessingle file

Student Success Scorecard Skill

When to Use

Setting KPIs for new cohorts or programs.
Diagnosing retention risks and intervention impact.
Reporting to leadership, accreditation bodies, or partners.

Framework

Metric Stack – inquiry-to-enrollment, onboarding completion, engagement streaks, assignment submissions, completion rate, CSAT/NPS.
Segmentation – by cohort, modality, persona, geography, instructor, partner.
Risk Signals – inactivity thresholds, support ticket spikes, sentiment drops.
Intervention Tracker – log nudges, coaching sessions, community events, results.
Insight Narrative – highlights, risks, opportunities, recommended actions.

Templates

Scorecard dashboard layout (summary + drill-down tabs).
Risk heatmap template for cohorts/segments.
Intervention log sheet linking actions to KPI movement.

Tips

Automate data pulls from LMS/CRM to reduce manual effort.
Pair leading indicators (logins, submissions) with lagging outcomes (completion, placement).
Use with launch-student-success-program to define monitoring cadence.

Track record

Benchmark

11 / 21

test cases passed, vs 11 / 21 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 — 8/3/2026

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

microck / ordinary-claude-skills

skills_all/student-success-scorecard/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/3/2026Version v1

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

Ready to supercharge your AI agents?

See it in action

What's inside

Student Success Scorecard Skill

When to Use

Framework

Templates

Tips

Track record

Benchmark

Adoption

SkillSafety

Source

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