Assessment Methodology

Assessment dimensions

• Interests and subject preferences.
• Aptitude and reasoning indicators.
• Personality tendencies relevant to work and learning style.
• Work values, motivators and preferred environment.
• Academic strengths, skills, self-efficacy, constraints and aspirations.

How results should be interpreted

• A match indicates alignment signals, not certainty.
• Recommendations should explain why a career, stream or path appears relevant.
• Low fit does not mean a user cannot succeed; it highlights gaps or weaker evidence.
• Students should repeat analysis after meaningful profile updates or new assessment attempts.

Question and scoring governance

• Question type, dimension and internal tags are hidden during testing to avoid biasing responses.
• Question banks should be reviewed for neutral wording, age appropriateness and cultural fairness.
• Scoring logic should be versioned when materially changed.
• Human review is advisable when results conflict with user goals, academic evidence or wellbeing concerns.

Limitations

The assessment is not a medical, psychological or learning diagnosis. It does not measure intelligence or guarantee performance. It supports structured guidance conversations and personalised planning.