Digital Justice and Economic Inclusion: A Restitution-Based Framework for Accountability in India’s Rural Skill Development Programmes

Abstract

Rural skill-development programmes are expected to convert public expenditure and training into credible opportunities for dignified and sustained employment. Yet administrative indicators—enrolment, training completion, assessment and certification—do not necessarily establish whether beneficiaries obtain promised jobs, receive wages and support, or can challenge inaccurate records and unmet commitments. This paper develops a restitution-based framework for digital justice and economic inclusion in India’s Deen Dayal Upadhyaya Grameen Kaushalya Yojana (DDU-GKY), using a secondary-data study of national and Kerala performance for 2015–16 to 2023–24 as its empirical foundation. The source study reports 1,891,189 enrolments, 1,726,824 trained candidates, 944,778 certified candidates and 479,353 placements nationally. For Kerala, it reports 75,682 trained candidates and 12,161 placements through June 2024, while acknowledging gaps in annual placement reporting. These figures suggest a need to study the entire beneficiary journey rather than treat training volume as a proxy for inclusion. The study clubs descriptive analysis with doctrinal and policy analysis of programme guidelines, digital monitoring, transparency, privacy and grievance mechanisms. It proposes a beneficiary-centred model built around traceable digital records, verifiable placement and retention claims, accessible complaints, time-bound decisions, reasoned remedies, independent audits and privacy safeguards. Restitution is conceptualised not as an automatic entitlement to a job, but as a process for correcting wrongful records, recovering withheld benefits where legally due, addressing contractual or procedural failures, and restoring access to promised services. The paper concludes that digitalisation contributes to justice only when records are contestable, institutions are answerable and remedies are practical for rural youth, including those facing digital, linguistic, gender, caste or disability barriers.