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Jeromestein

aice-fce-grade-conversion

by Jeromestein

0🍴 0📅 2026年1月25日
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SKILL.md


name: aice-fce-grade-conversion description: "Converts international grades to US grades and credits for FCE reports. Triggered after PDF parsing to auto-fill grade conversion tables. Supports global grading systems with AI inference for unknown systems. Stores rules in Supabase for continuous learning."

AICE FCE Grade Conversion

Convert international grades and credits to US equivalents based on AICE 2025 standards.

When to Use

  • After PDF parsing to convert extracted grades
  • When filling grade conversion tables in reports
  • When calculating US credits from foreign credit systems

Core Logic

Grade Conversion Flow

  1. Query aet_aice_grade_conversion_rules table by country + grade
  2. If found → use stored rule
  3. If not found → AI inference with confidence marker
  4. On report save → store AI-inferred rules for future use

Output Format

{
  "originalGrade": "85",
  "usGrade": "A",
  "gpaPoints": 4.0,
  "usCredits": 3.0,
  "level": "UD",
  "source": "AI_INFERRED"
}

AI-inferred grades display as: A (AI_INFERRED)

Bilingual Format Rule

When displaying original data, preserve source language with format {English (Original)}:

FieldExample
InstitutionWarsaw University of Technology (Politechnika Warszawska)
Grade5.0 (very good) / 4.5 (good plus) / 3.0 (satisfactory)
ProgramComputer Science (Informatyka)

Credit Conversion

Golden Rule: 1 Academic Year = 30-32 US Semester Credits

SystemConversion
ECTS (Europe)60 ECTS = 30 US Credits
CATS (UK)120 CATS = 30 US Credits
ChinaNormalize to 30/year

Rounding Rule: Round US Credits to nearest 0.5

  • 1.62 → 1.50
  • 0.95 → 1.00
  • 4.28 → 4.50
  • 18.34 → 18.50

Grade Scales

See references/grade-rules.md for country-specific tables.

Course Level

Year in 4-Year ProgramLevel
Year 1-2LD (Lower Division)
Year 3-4UD (Upper Division)

Database Table

aet_aice_grade_conversion_rules (
  country, education_level, original_scale,
  original_grade, us_grade, gpa_points,
  credit_coefficient, source, confidence
)

Integration

PDF Parsing: Gemini prompt includes grade conversion instructions. Report Save: AI-inferred rules are stored for future lookups.

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