StreamWise — Career-Fit Intelligence
StreamWise — Career-Fit Intelligence
StreamWise College Intelligence · Undergraduate programmes only · Direct entry after Class 12

Find the right college for your direction — India or anywhere in the world.

One report. India rankings sourced from NIRF 2025. Global rankings built on open academic and employment outcome data. Scored per stream. Filtered to you. No ads, no sponsored listings.

India — NIRF 2025
Global — open data
All four streams
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How scores are built

Everything you need to shortlist. Nothing you don't.

StreamWise Score — proprietary composite

A composite score built using our proprietary stream-specific methodology. We disclose the dimensions and their relative weights; the exact scoring formula is proprietary and updated annually.

Dimension-level breakdown

Placements, research, affordability, campus experience, and international exposure — each scored separately so you can sort by what matters to you.

Personalised fit signal

If you have a Focus or Compass report, your Holland Code and direction pre-sort colleges by fit — matched institutions surface first.

India + International

NIRF 2025 data for Indian institutions. Open academic and employment outcome data for international universities. Same scoring methodology applied across both.

Course-level ranking

Ranked by course, not university. A college ranked #1 for Computer Science may rank #18 for Mechanical — you see what's actually relevant to your direction.

Excel & PDF export

Download your personalised shortlist as a formatted Excel file or a branded PDF — ready to share with parents, teachers, or counsellors.

Scope: All programmes listed are undergraduate (UG) courses with direct entry after Class 12, ranging from 3 to 5.5 years in duration. Postgraduate programmes (requiring a prior degree for entry) are not included. This is a curated list of institutions selected for relevance, data quality, and student demand — not an exhaustive directory of every college in India or internationally. What this report does not include: admissions cutoff predictions, seat availability, counselling round strategies, or career advice. StreamWise College Rankings are a data intelligence product — we hand you the scores and the data; the decision is yours. For admissions process guidance, consult a registered counsellor.

StreamWise Score — our proprietary ranking methodology

Every institution is scored on the same set of dimensions — but the weights assigned to each dimension vary by stream, because what matters for a PCM student heading into engineering is genuinely different from what matters for an Arts student heading into design or policy. A single generic rubric applied to all colleges and all students is precisely what we set out to replace. We disclose the dimensions we score on and their relative weights. The exact formula that converts raw institutional data into each dimension's 0–100 score is proprietary and updated annually as new data becomes available.

DimensionWhat we measureWeight
PlacementsMedian package, placement rate, recruiter diversity (NIRF / official disclosures)
30%
Research outputPublications in indexed journals, patents filed, research funding (OpenAlex / NIRF)
25%
AffordabilityAnnual fee relative to median starting salary of graduates from that programme
20%
Campus experienceStudent-faculty ratio, infrastructure, clubs, sports (NIRF / official)
15%
International exposureExchange programmes, international faculty, foreign student ratio
10%

Score floor: Institutions with placement disclosure covering fewer than 60% of the graduating batch are capped at 50/100 — incomplete data is itself a signal worth surfacing.

DimensionWhat we measureWeight
Accreditation & recognitionNMC recognition, NAAC grade, regulatory standing (official bodies)
35%
Clinical / practical exposureHospital bed strength, patient load, lab infrastructure, internship structure
25%
Research outputPublications, PG research programmes, faculty research activity (OpenAlex / NIRF)
20%
AffordabilityAnnual fee relative to typical starting compensation in the relevant health career track
15%
Campus experienceStudent-faculty ratio, hostel, infrastructure
5%

Score floor: Institutions without current NMC recognition for medical programmes are capped at 30/100. Allied health institutions without NAAC accreditation are capped at 45/100. Veterinary Science: Institutions not recognised by the Veterinary Council of India (VCI) are excluded entirely from the dataset — VCI recognition is a non-negotiable minimum for practice in India.

DimensionWhat we measureWeight
PlacementsMedian CTC, placement rate, recruiter quality — Big 4, top banks, corporates (official disclosures)
40%
Industry connectionsLive projects, internship pipeline, alumni network quality, guest faculty from practice
25%
AffordabilityAnnual fee relative to median first-year CTC of placed graduates
20%
Campus experienceStudent-faculty ratio, diversity, clubs, case competition culture
10%
Research outputPublications, working papers, faculty research activity
5%

Score floor: Institutions with fewer than 3 consecutive years of publicly available placement data are capped at 55/100 — consistency matters as much as peak numbers.

DimensionWhat we measureWeight
Industry connections & portfolio exposureAlumni in active practice, industry jury access, live briefs, exhibition/publication opportunities
30%
Portfolio & creative outputVisible student work, competition wins, faculty with active professional practice
25%
AffordabilityAnnual fee relative to realistic first-year income in the relevant creative or public service track
25%
Campus experienceStudio/lab facilities, creative culture, peer cohort quality
15%
Research outputPublished faculty work, institutional research activity
5%

Score floor: Institutions where faculty have no documented active professional practice in the relevant field are capped at 50/100 — in creative fields, who teaches matters as much as what is taught.

DimensionWhat we measureWeight
Faculty & academic cultureFaculty with active research / publishing record, peer reputation, interdisciplinary teaching quality
30%
Graduate outcomesProgression to competitive exams (UPSC/civil services), postgraduate programmes, corporate / media / NGO placements
25%
AffordabilityAnnual fee relative to realistic first-year income in humanities-linked careers
25%
Campus experience & peer cultureIntellectual culture, debate/cultural societies, library quality, diversity of student cohort
15%
Research outputFaculty publications, institutional research activity in social sciences and humanities
5%

Score note: Humanities placements are harder to track than engineering or law — many graduates enter civil services, academia, or journalism where starting salaries are low but long-term impact and career trajectory are high. Affordability is weighted equally with outcomes because the cost-to-career ratio is a real and valid consideration for this stream. Institutions without any publicly verifiable placement or outcome data are flagged.

NIRF 2025 · India rankings (Ministry of Education)
OpenAlex · Research output & citations (open access)
Official university websites · Fees, placements, faculty
NMC / NAAC · Medical & institutional accreditation

· Dataset updated annually aligned with NIRF release cycle · Last updated: NIRF 2025 (released September 4, 2025) · Curated list of institutions selected for relevance, data quality, and student demand — not an exhaustive directory · StreamWise Score formula and dimension scoring methodology are proprietary © StreamWise

Data completeness varies by institution. Not all colleges submit all data points to NIRF or publish complete placement disclosures publicly. Where data is incomplete, scores reflect only available information and gaps are flagged. For international institutions, data is sourced from OpenAlex and official university publications; completeness is generally lower than for NIRF-ranked Indian institutions. StreamWise does not conduct original research — all scores are derived from publicly available or officially submitted data. Always verify fees, seat availability, and admission requirements directly with the institution before applying.

The same rankings, sorted for you.

With Focus or Compass code

Rankings weighted to your direction

Your Holland Code and stream direction from a prior Focus or Compass report pre-sort colleges — institutions with strong outcomes in your specific direction appear higher. Colleges are never hidden; only the order changes. A student with code RI in Science (PCM) → Applied Tech sees engineering colleges with strong CS/applied placements ranked first, ahead of equally-scored institutions with a weaker fit.

Without a code

Filter-driven, default sort

You select your stream, course preference, budget range, city, institution type, and priority manually. StreamWise Score default sort applies. All colleges remain visible — no personalised weighting, but all filters fully functional.

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StreamWise College Rankings · Undergraduate · Direct entry after Class 12

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This is a curated list of undergraduate programmes selected for relevance, data quality, and student demand — not an exhaustive directory. Scores shown are derived from NIRF 2025 data (released September 4, 2025), OpenAlex, and official university disclosures. StreamWise Score weightings are stream-specific and described in the methodology above. Sample data for institutions without complete NIRF disclosure is marked [illustrative]. Always verify fees, seat availability, and cutoffs directly with the institution before applying. StreamWise is not affiliated with any institution listed. Rankings do not constitute admissions advice. · streamwise.in · Not advice. Intelligence.

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