HEI Canonical Framework
v1.0 — Holistic Education Index
Measuring universities, schools, and training institutes by whether their training produces humans whose existence demonstrably improves the world. Four metrics. Twenty-three aspects. Seven evidence pipelines. One unified score.
Four metrics
Each metric expanded into its constituent aspects below.
Holistic Development Index (HDI)
What the institution does, daily
The foundation. Eight aspects of human development that the institution either trains daily or does not. Not a wellness elective added on top of academic study — academic study is itself one component of intellectual and skilful development within HDI.
An institution either trains students to live this way daily, or it does not. The HDI measurement looks for daily living standards, not annual workshops.
8 ASPECTS
śaucam · tapas
Daily institutional rhythms for body care: genuine physical education, food quality, sleep policy, sports infrastructure used by the median student. Absence of practices that wear the body down for the sake of ranking.
Purity of body, discipline
śama · jñānam · vijñānam
Cognitive development: first-principles thinking, focus under pressure, learning agility, stress resilience. Distinguishes between exam-memorisation and genuine understanding.
Mastery of mind, theoretical knowledge, realised understanding
kṣānti · dama
Self-awareness, emotional regulation, capacity to receive hard feedback without collapse and give it without cruelty. Aggregate verified-student survey signal — never named individual data.
Patience, forgiveness, sense regulation
ārjavam
Collaboration, communication, trust-building, accountability. Equity of access and absence of discrimination — measured across caste, creed, gender, economic background, region, and ability.
Integrity in word and action — the social organ of a healthy society
āstikyam
Whether the institution makes space for students to ask the foundational questions: what is the purpose of life, how does the world actually work, to what do I belong, what is worth doing. Not religious indoctrination — the capacity for serious inquiry.
Faith in higher reality. athāto brahma jijñāsā — the Vedānta-sūtra opening
jñānam · svādhyāya
Depth of conceptual reasoning, curiosity beyond the syllabus, academic and self-directed rigour. Research originality, not citation cartels. Innovation as a disposition expected of every student.
Constant study
vijñānam
Translation of ideas into real, high-quality work. Technical mastery, domain expertise, precision, continuous skill-building. Measured via verified work products, internship outcomes, demonstrated capability — not self-reported confidence.
Knowledge is incomplete without application
ārjavam · tapas
Integrity, accountability, courage to disagree, consistency between private and public self. Measured indirectly via ethical breach rates, governance transparency, response to whistle-blowing, alumni cohort behaviour in authority.
Character is what one does when no one is watching
Research & Innovation (R&I)
What students do with the training
Active utilisation, application, building, inventing, and questioning that demonstrates the HDI training is real and productive. Not a separate competing dimension — it is what students naturally produce when they have been holistically developed.
Field-normalised citation quality, research originality (NLP-detected novel concepts), student co-authorship rate, interdisciplinary reach, innovation translated to application, retraction rate as negative indicator.
6 ASPECTS
A breakthrough paper cited 50 times in chemistry is more significant than a derivative paper cited 500 times in computer science. Field-normalised, not raw count.
OpenAlex with field normalisation
NLP analysis of novel concept emergence — penalises derivative work. Detects salami-slicing, citation cartels, self-citation rings.
NLP-detected novel concept emergence
Does the institution involve students in real research, or is research a faculty-only activity?
Student names on published research
Does work cross discipline boundaries, indicating actual creative thinking?
Cross-discipline citation graph analysis
Patents, products, deployed solutions, civic interventions. Not research as performance, but research as building.
WIPO + national patent offices + deployed-product evidence
Institutions with high retraction rates lose points proportional to retraction frequency. A known problem at rapidly-rising NIRF institutions.
Retraction Watch Database — negative scoring
Excellence
What graduates become, net of starting conditions
The proof that the training and its utilisation produced something real. Six aspects measured against what initial conditions would have predicted — institutions that transform possibility score higher than those that escort continuity.
True educational excellence is svabhāva-fulfilment regardless of starting point. The framework measures it that way.
6 ASPECTS
Can graduates do what they were trained to do, under actual conditions? Verified alumni cohort outcomes at 1-year, 3-year, and 7-year horizons — not first-job placement statistics.
Not first-job placement statistics (gameable)
Do graduates emerge stable, or broken? Alumni wellbeing signal (aggregate, verified, never named), suicide and self-harm rates, mental-health treatment patterns, life-satisfaction trajectory over time.
Aggregate signal only — never named individual data
svabhāva-fulfilment
Are graduates living the work that aligns with their natural nature, or trapped in roles chosen by parental anxiety or market signal? Sense of vocation alignment, meaningful work proportion, career correction patterns viewed as recovery rather than failure.
Career corrections are recovery, not failure
lokasaṅgraha
What do graduates build in the world? Alumni cohort activity mapped against the 17 UN SDG outcome categories. Excellence here means real impact, not prestige proxy.
Mapped against UN SDG outcome categories — real impact, not prestige proxy
satya · dharma
When there is money to be made by cutting corners, power to be gained by lying, comfort in staying silent — what do graduates do? Public-record cases of integrity (honoured and breached); aggregate cohort governance behaviour.
Documented public-record cases only
svādhyāya
Did the institution produce people who keep learning after they leave, or people who never opened a book again? Verified continuing-education patterns, published work post-graduation, civic and intellectual engagement over time.
Svādhyāya as a way of life, not a phase
Student Wellbeing
The dharmic foundation — shared duty of three duty-bearers
Not a single wellness number. A trivarga of shared duty across Society (dāna), Government (right governance), Institution (faithful execution). When any of the three fails, wellbeing fails — and the student lives the consequence regardless of which leg of the table broke.
14,488 student suicides in India in 2024 are not a wellness footnote. They are the failure mode of education that produces credentials without humans.
3 ASPECTS
dāna
What society owes: giving to educational institutions; supporting students from outside the institution\u2019s walls; cultural climate that honours learning. Measured via aggregate donation patterns to the institution, community engagement with its students, cultural metrics of how learning is regarded in the institution\u2019s region. Society\u2019s failure does not exempt the institution, but it does explain part of the score and should be visible to readers.
Visible to readers — explains part of the score
rāj-dharma
What government owes: right governance of the flow from tax-collection to institutional execution. Identification and removal of corruption layers. Facilitation of teacher formation where qualified teachers do not yet exist. Per-student public funding actually reaching the institution; transparency of governance; punishment-as-reform of corruption when it appears. Government\u2019s duty is duty, not ehsān — the citizen already paid through tax.
Duty, not favour — citizen already paid through tax
sva-dharma
What the institution owes: faithful execution. Right recruitment of teachers, daily training in all eight HDI aspects, honest reporting, accountability to students above all other constituencies. Recruitment quality (do hired teachers embody what they transmit?), execution rigour (does the daily life of the campus match the prospectus?), accountability response (when something goes wrong, what does the institution actually do?).
Filters for embodiment over decoration — Upadeśāmṛta 1
Seven evidence pipelines
Triangulation required: at least two of P1, P2, P4, P5 for any published claim about a named institution.
Public government data
AISHE, IPEDS, HESA, NCRB ADSI, CAG audit reports, NIRF disclosures, equivalent national statistical sources
Direct citation in published findings. Scheduled crawlers, daily to quarterly cadence.
RTI & FOI filings
Right-to-Information filings (India) + equivalent FOI mechanisms in other jurisdictions
Slowest pipeline (30-90 day response) but highest evidentiary weight. Direct citation in findings.
Verified student & alumni surveys
Custom forms on our own infrastructure with institutional-email OTP. Embedded WEMWBS, PERMA-23, WHO-5, NSSE-derived items
Aggregate-only — never individual-named claims. Feeds dimension scores, not named institutional claims.
Public alumni cohort analysis
LinkedIn Marketing Solutions Insights API where available; structured cohort sampling
Aggregate cohort statistics only. Never publishes individual profile data.
Research integrity APIs
OpenAlex citation graph, Retraction Watch Database, WIPO patent records, national patent office disclosures
All open or properly licensed sources. Direct citation in findings.
Monitored news (vātāvaraṇ)
Curated watchlist of 500-2000 news sources globally including Indian outlets and investigative journalism
LLM-tagged for institution, dimension, severity. Drives investigation lead queue and right-of-reply windows. Never directly feeds scores.
Social signal
Structured monitoring of Reddit, Quora and similar public forums for institution-tagged sentiment patterns
Selection-bias corrected. Surfaces investigation priorities only — never quoted as direct evidence about named institutions.
The four puruṣārthas
The streams of training that run through life — not phase-locked. Each trained alongside the others.
Dharma
what holds the table up
From the etymology dhāryate iti dharmaḥ — that which supports, that which makes standing possible. In student years, the foundation: how to live rightly. Through life, the discipline of every action.
Artha
what is earned
The student phase begins this earning — not only money or material resources but the qualities themselves: principles, discipline, capacity. The quality-earning begins in student life and continues through life.
Kāma
desire, rightly directed
Not denied, but rightly directed. Through life, the right fulfilment of desire — with the understanding that the self is one element among five in any action, never the sole author.
Mokṣa
the ultimate
Trained alongside the other three, not deferred. Without lifelong mokṣa-training, the later āśramas arrive spiritually unprepared and the entire framework collapses.
17 UN SDGs ↔ Indic principles
Two vocabularies, one standard. HEI reports in both.
v1.0 supersedes v0.4 as the canonical framework. Public ranking deployment continues to use v0.4 dimension scoring until v1.0 measurement pipelines are operational.
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