Fixing the weakest link: AI-driven complaint handling and UGC equity regulations

Fixing the weakest link: AI-driven complaint handling and UGC equity regulations Premium

Rabindranath Tagore, in his Gitanjali, envisioned education grounded in fearless minds and the free flow of knowledge, truth, and reason—an ethical foundation for autonomous Higher Educational Institutions (HEIs). In parallel, the commitment to education for all led to reservation policies that enabled students from marginalised and historically excluded communities to gain entry. Together, these approaches were meant to play complementary roles in shaping Indian higher education. Yet experience revealed a persistent paradox: while access was formally ensured, assimilation within academic spaces remained elusive for many.

By the late 2000s, many HEIs reported high dropout rates, academic marginalisation, social isolation, and recurring complaints of discrimination in classrooms, hostels, and mentorship, alongside distressing student deaths that drew judicial scrutiny. These outcomes exposed a critical regulatory gap: admissions were closely regulated, but students' academic and social conditions were not.

Under such circumstances, the Indian higher education regulator, the University Grants Commission (UGC), introduced a series of regulations governing student life and welfare, covering equity and mental health, prevention of ragging and loss of life, and formal grievance redressal. This marked a shift from moral self-regulation of autonomous institutions to institutionally mandated oversight. Key interventions included regulations on ragging (2009, 2012), equity (2012, 2026), grievance redressal (2013, 2019, 2023), and sexual harassment (2016), along with multiple student-welfare guidelines, anchored mainly in complaint-handling mechanisms.

The effectiveness of this regulatory framework hinges on the fairness, independence, objectivity, and credibility of the complaint-handling process. In autonomous HEIs, however, these principles are often compromised by opaque procedures, conflicts of interest, and notional adherence to natural justice. Institutional bias remains pervasive, with top leadership exercising disproportionate influence over outcomes, at times extending even to police processes when complaints are escalated. Consequently, misuse of authority to silence conscientious academics or dissenting voices is not uncommon.

Claims of “anonymous” complaints often prove illusory, as complainants are usually identifiable from the facts. The 2022 case of Faizan Ahmad, a third-year Mechanical Engineering student at IIT Kharagpur, illustrates this risk: he was shot and stabbed, and the truth surfaced only two years later following an SIT probe and exhumation ordered by the Calcutta High Court, after sustained efforts by his mother. His act of filing a complaint against seniors proved fatal, reinforcing why many victims continue to suffer in silence, fearing retaliation if they report discrimination.

The UGC Equity Regulations, 2012 sought to prevent discrimination, harassment, and victimisation of SC/ST students by institutional authorities, teachers, and non-teaching staff by establishing Equal Opportunity Cells and Anti-Discrimination Officers, with mechanisms for the timely resolution of complaints and appeals. Despite this framework, UGC recorded 78 student deaths linked to ragging and equity-related issues between 2012 and 2023, alongside thousands of reported cases of severe abuse—signalling systemic failure despite the scale of higher education enrolment.

This failure was starkly reflected in the deaths of Rohith Vemula at the University of Hyderabad in 2016, Payal Tadvi at Topiwala National Medical College in 2019, and Faizan Ahmad at IIT Kharagpur in 2022—each from marginalised or minority communities, which shocked the nation's conscience. Widely associated with discrimination, these deaths triggered sustained legal and moral resistance by their bereaved mothers. In 2019, the mothers of the first two approached the Supreme Court of India, leading to judicial directions to the UGC to review the implementation of the 2012 Regulations and address deficiencies in discrimination control, grievance redressal, mental health support, and institutional accountability. Recent reports further indicate that nearly 1,600 complaints were received from HEIs over the past five years, even as many students continue to suffer in silence due to institutional bias and fear of retaliation.

It was in this charged context that the UGC notified the final Equity Regulations, 2026, just two days before a scheduled Supreme Court hearing and four days ahead of Rohith Vemula's tenth death anniversary, raising concerns that the revised framework—substantially altered from the 2025 draft—was finalised hastily as a reactive measure rather than through deliberative engagement with stakeholders and experts.

While the UGC Equity Regulations, 2026 seek to strengthen protections for students from marginalised backgrounds—particularly SC, ST, and OBC communities—through expanded equity infrastructure such as Equal Opportunity Centres, equity committees, helplines, squads, and time-bound complaint resolution with enhanced monitoring and representation, their design raises substantive concerns. Most notably, the definition of “caste-based discrimination” is narrowly framed, effectively excluding students from non-reserved or general categories from statutory protection even when they face caste-based discrimination or institutional bias. This rests on an unfounded assumption that caste-based discrimination operates only in one direction, overlooking its complex manifestations across and within social groups; ragging—abuse by seniors against freshers—remains a grave and sometimes fatal form of discrimination, as illustrated by the death of Faizan Ahmad at IIT Kharagpur.

Critics warn that such restrictive framing risks reinforcing segregation rather than inclusion. The Regulations also lack safeguards against false, malicious, or motivated complaints, even as they impose stringent penalties, including financial sanctions and potential withdrawal of grants. Coupled with vague definitions, internal ambiguities, and overlapping provisions, the framework risks selective enforcement and unintended institutional harm, undermining trust-based equity governance.

These concerns drew scrutiny from the Apex Court, which questioned the practical and constitutional soundness of the 2026 framework. The Court sought clarity on addressing ragging in caste-related contexts, handling harassment within the same caste where power asymmetries exist, and justifying references to separate hostels as responses to caste bias. Emphasising that equity regulation must be inclusive rather than segregative, the Court cautioned against policies that could erode progress toward a casteless society and, citing risks of vagueness and misuse, directed UGC to redraft the Regulations.

As noted above, the complaint-handling mechanism lies at the core of UGC regulations, yet it remains the most fragile element of campus governance. In many HEIs, entrenched institutional and personal biases, coupled with retaliatory practices, weaken grievance redressal, often operating at the discretion of institutional heads in the name of autonomy. Instead of timely resolution, complainants—particularly genuine victims—frequently face delay, intimidation, or persecution. The grave consequences of such systemic failure are starkly illustrated by the case of Faizan Ahmad, underscoring the dangers of unsafe and ineffective complaint-handling frameworks.

Ensuring justice requires a transparent, independent, third-party, neutral, and time-bound grievance redressal system. A fully transparent online mechanism should guarantee fairness, confidentiality, and accountability, while incorporating safeguards against misuse. The process must be multi-staged: preliminary screening to filter frivolous complaints and identification of victim and accused, followed by formal registration, classification, evidence gathering, mediation, and resolution. Mediation should be pursued earnestly to resolve most cases at this stage, with recourse to the police kept to a minimum. Mediators and investigators should be independent and neutral, selected through objective, AI-enabled processes from a national panel to minimise bias, and guided by clear SOPs grounded in natural justice and transparency.

Each stage should have clearly defined responsibilities and strict timelines. To build trust, the names, designations, and profiles of officials handling complaints, along with institutional responses, should be publicly accessible. Demonstrably motivated complaints should attract proportionate consequences, duly recorded. Such a structured, transparent, and time-bound grievance redressal system is essential to restore confidence, protect victims, and ensure that equity regulations achieve their intended purpose.

Ultimately, the pursuit of equity in higher education cannot rest on wishful thinking or an ever-expanding maze of regulations. What is needed is a unified, coherent framework that replaces fragmented rules with explicit, principled norms, allowing academic spaces to reclaim their core purpose—the free flow of knowledge, dialogue, and critical inquiry without fear or barriers. A zero-tolerance approach to discrimination must be matched by a grievance redressal system that is independent, fair, transparent, and adjudicatory, while also recording demonstrably motivated complaints to preserve balance and trust.

Higher Educational Institutions, meant for learning, intellectual growth, and social mobility, should not become battlegrounds of administrative and legal SOPs; they must instead be nurtured as inclusive spaces where ideas circulate freely, and participation remains unimpeded by fear, violence, or discrimination.

In the spirit of Rabindranath Tagore, HEIs should aspire to be places where knowledge is free, and minds are led toward ever-widening thought and action; only in such a heaven of freedom can institutions truly awaken to their highest purpose.

India's experience shows that tighter rules alone do not work without effective, micro-level implementation. Great universities are sustained not by heavy regulation, but by trust, intellectual openness, and light but tight governance, as envisioned in the National Education Policy, 2020.

(Rajeev Kumar is a former Professor of Computer Science at IIT Kharagpur, IIT Kanpur, BITS Pilani, and JNU, and a former scientist at DRDO and DST)

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Published - February 02, 2026 05:55 pm IST

education / discrimination / Caste / laws

Source: TheHindu
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