insights / picker
—— per-student insight

Aanya Iyer

(you are counselor — submit will trigger a 403 demo)
CY-29481 · 16 yrs · Grade 11 · Aurora International Academy
confidence · HIGH live · claude-sonnet-4-6 · cached · 9970ms on the original call
RIASEC top 3: R I S
— riasec profile

Aanya Iyer's Holland Code

Hand-rendered SVG · 6 dimensions, scored 0–100.

20 40 60 80 100 87 81 62 74 56 68 Realistic Investigative Artistic Social Enterprising Conventional

top 3 → RIS

— aptitude · DAT V

Student vs cohort mean

Aanya Iyer · Cohort mean

—— ai narrative
live · claude-sonnet-4-6 · served from cache

Aanya Iyer presents a strong and well-rounded aptitude profile, with particularly high scores in abstract reasoning (91), verbal ability (89), and numeric reasoning (86). Her RIASEC profile — led by Realistic, Investigative, and Social orientations — points toward careers that blend hands-on problem-solving with analytical depth and human interaction. Career match scores place Software Engineering, AI/ML Engineering, and Dentistry at the top, all clustering around a 70–71% fit, suggesting Aanya has genuine flexibility across technical fields rather than a single obvious path.

Across sessions, data science has emerged as a consistent area of curiosity, and the counsellor framework of interest, aptitude, and market demand was applied to help Aanya evaluate her options [1]. Notably, the consolidated career review flagged architecture as a top pathway, described as "consistent across RIASEC, DAT V, and self-report interest," which is worth revisiting even if it sits outside the current match rankings [2]. Her spatial score of 83 lends credibility to that architectural interest and should not be dismissed.

A key sticking point remains stream selection between Science and Commerce, a tension that has surfaced in family conversations and deserves early resolution [2]. On the assessment side, Aanya's mock CET performance was strong overall — Maths 89, English 94 — though "accuracy on the data interpretation section is the gap," and targeted practice on DI sets has been recommended [3]. Addressing this specific gap will strengthen her position across both engineering entrance exams and competitive assessments linked to her civil services interest.

Recommended next step: Confirm Science stream selection with the family, arrange the shadow-day at a partner architecture or tech firm as planned, and begin the six-week data interpretation practice sprint before the next term review.

why this confidence level

live LLM inference grounded in 3 cited reports + RIASEC/aptitude data

—— top 5 matches

Career fit (ranked)

1
Software Engineer (CS)
Engineering · fit 71
2
Dentist
Medicine · fit 71
3
AI/ML Engineer
Engineering · fit 70
4
Robotics Engineer
Engineering · fit 68
5
Architect
Design · fit 66
Computed live · RIASEC overlap × demand index. Algorithm visible at /dashboard.
—— supervisor review · §3.4

Review status

queue →
pending
Submitted today by Dr. Priya Menon (counselor).
"Aanya Iyer · Gr 11 — STEM-strong RIASEC + 3 strong career matches. Ready for parent review."
—— citations

Source reports

Every [N] in the narrative above links to one of these reports. The summary cannot make claims that have no source.

[1]
Session note May 12, 2026 report #38
Career exploration session — Grade 11
[2]
Career review Jan 5, 2026 report #50
Career review — Aanya Iyer (consolidated)
[3]
Test result Nov 16, 2025 report #146
Mock CET / aptitude battery — Aanya Iyer
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