How Kairo Works

Last updated: 8 August 2026

Kairo assesses career fit across 8 dimensions. This page explains what each dimension measures, how we score your responses, and what the limitations are.

The 8 dimensions

Dimension 1: Vocational interests (RIASEC)

Based on John Holland's RIASEC framework, widely used in career counselling research since the 1950s. RIASEC stands for:

• R — Realistic (hands-on, practical)
• I — Investigative (analytical, scientific)
• A — Artistic (creative, expressive)
• S — Social (helping, supportive)
• E — Enterprising (persuasive, leadership)
• C — Conventional (organised, systematic)

Your dominant letters suggest the kind of work you're likely to find engaging. Kairo maps your letters to career families and specific occupations.

What this cannot tell you: whether you'll succeed in a given career, whether your interests will change over time, or whether you should override your interests for other reasons (family expectations, financial needs).

Dimension 2: Cognitive aptitude

A set of task-based assessments that measure pattern recognition, spatial visualisation, numerical reasoning, and processing speed. These are not IQ tests. The tasks are written for the Indian school context — the vocabulary, examples, and formats are ones an Indian student will recognise. Your score reports how many of the available points you earned on the items you saw; it is not a comparison against other students, and we have not validated these tasks against exam results or any other measure of academic performance.

What this cannot tell you: how intelligent you are (that's not what cognitive aptitude measures), or how you will perform in a specific academic discipline.

Dimension 3: Personality (Big Five)

The Big Five model is the most established personality framework in academic psychology. We measure:

• Openness (curiosity, appreciation for new experiences)
• Conscientiousness (organisation, goal-directedness)
• Extraversion (sociability, assertiveness)
• Agreeableness (cooperation, trust)
• Neuroticism (emotional reactivity, stress sensitivity)

Your pattern across these traits influences how well you'd fit different work environments, team structures, and roles.

What this cannot tell you: your personality is not a medical diagnosis; Kairo will not tell you whether you have a mental health condition.

Dimension 4: Work values

What you prioritise in work: autonomy, stability, meaning, achievement, relationships, income, structure. No value is "better" than another. Knowing your values helps match you to careers that won't feel hollow even when successful.

Dimension 5: Career adaptability

Your readiness for career development, broken into four areas: concern (awareness of future), control (sense of agency), curiosity (exploration), and confidence (self-belief). Career adaptability is a predictor of successful career transitions.

Dimension 6: Contextual factors

Your real-life context: family financial situation, location constraints, support structures. Career recommendations that ignore context aren't useful. We factor these in without judgment.

Dimension 7: Proactive personality and sense of calling

Your tendency to actively shape your environment versus react to it, and the degree to which you experience a sense of calling toward particular work. Both are meaningful predictors of career satisfaction.

Dimension 8: Situational judgment (Indian context)

Scenarios drawn from Indian student life: family conversations about career, academic pressure, social navigation. Your responses reveal patterns in how you handle real decisions — which often differ from self-reported preferences.

How we score your responses

Your answers are scored using item sets grounded in established assessment frameworks (Holland/RIASEC, the Big Five, career-adaptability research). Each dimension produces a 0–100 strength score derived from your own responses — it reflects how strongly a pattern shows up in your answers, not a ranking against other students. These scores are combined into:

• Your archetype (one of 16 distinct profiles)
• Career family fit scores (7 families: STEM & Technology; Creative & Expressive; Healthcare & Human Services; Business & Leadership; Public Service & Impact; Operations & Support; Strategic & Bridge Roles)
• Course fit scores against a catalogue of 348 academic programmes and professional paths
• Profile clarity indices (how consistent your pattern is)
• Personal style scales (5 bipolar dimensions of work style)
• Paradata insights (patterns in how you took the assessment)
• Kairos Timing (month-by-month priorities for the next 6–18 months)

What we mean by archetype

The 16 Kairo archetypes are not personality types in the MBTI sense. They are behavioural profiles combining your Holland code, Big Five pattern, and work values. Two people can share an archetype but differ substantially in daily life.

The archetype is a useful shorthand, not a complete description.

Limitations you should know

Kairo is not a predictor

No assessment can predict career success. Your effort, timing, opportunities, and life circumstances matter at least as much as your assessment profile.

Kairo is not a diagnosis

Personality patterns, aptitude scores, and behavioural tendencies are not clinical diagnoses. If you're concerned about mental health, consult a qualified professional. See our Mental Health Resources page.

Kairo assumes good-faith answers

If you answer carelessly, inconsistently, or strategically, the report reflects that pattern. We detect some inconsistency through validity indicators, but we cannot correct for it fully.

Scores are relative to you, not a population ranking

Your 0–100 scores describe how strongly each pattern appears in your own responses. They are not percentile ranks against a normative sample — Kairo does not yet have a published norming study of Indian students, so we deliberately avoid claiming "you scored higher than X% of peers". When a future norming study is completed, we will say so explicitly.

Kairo is Indian-context calibrated

Our item content, career families, course catalogue, and examples are designed for the Indian secondary-school context (boards, streams, entrance pathways). Users from other contexts may find some career recommendations less locally relevant.

Your profile will change

Personality and values evolve, especially between ages 16–25. If you took Kairo at 17 and are now 22, some aspects of your report may no longer fit. Plus tier includes a free retake between 6 and 24 months from purchase for this reason.

The scientific frameworks we draw on

Kairo is built on public research frameworks. We acknowledge our intellectual debts on the IP Disclosures page. The frameworks we use include:

• Holland's RIASEC model (1959, 1985)
• McCrae and Costa's Big Five framework
• Savickas's Career Construction Theory and Career Adaptabilities Scale
• Bateman and Crant's Proactive Personality measure
• Dik and Duffy's Brief Calling Scale

We do not claim to have invented these frameworks. Kairo's contribution is combining them into a unified assessment calibrated for Indian students, and pairing them with AI-generated narrative reports.

Questions about methodology

If you have a question about how Kairo works, or if you notice something in your report that seems incorrect, please contact support@scholaris.co.in. Methodology feedback helps us improve.