BENGALURU: In a significant governance reform aimed at strengthening welfare delivery systems, the Karnataka government has proposed setting up a Unified Data Analytics Cell to identify leakages, prevent duplication, and ensure that government benefits reach only eligible citizens. The initiative has been announced as part of the 2026–27 state budget and is expected to streamline data across multiple departments.
The proposed system will bring together beneficiary information from around 15 to 20 welfare and social security departments, creating a single integrated database. Officials said this will help build a master beneficiary list that can be accessed across departments to enable real-time verification and eliminate overlapping or fraudulent claims.
The move comes amid growing concerns over misuse and duplication in flagship welfare programmes such as Gruha Lakshmi and Anna Bhagya, where instances of benefits being drawn in the names of ineligible or deceased beneficiaries have been reported. Deputy Chief Minister DK Shivakumar has also acknowledged irregularities in certain schemes and said data-driven verification is being strengthened to address them.
Officials said one of the key goals of the new system is to detect duplicate entries and eliminate fake beneficiaries, ensuring that subsidies are directed to the genuinely eligible population. The database will also help track changes in eligibility status, such as deaths or income changes, which often go unrecorded in isolated departmental systems.
Beyond welfare schemes, the analytics cell will also be used to detect revenue leakages across departments. By linking datasets from sectors such as electricity consumption, taxation, and commercial records, the government aims to identify suspicious entities. For example, officials said companies without active electricity connections or operational records could be flagged as potential shell companies for further inspection.
The system will be operated by a nine-member technical team under the e-governance department. The estimated annual cost of the project is around ₹3.6 crore, which includes ₹2.6 crore for salaries and ₹1 crore for infrastructure such as software and hardware systems.
The implementation will be rolled out in phases, beginning with the integration of departmental databases, followed by the introduction of advanced analytics and automated alert systems to detect inconsistencies in real time. Officials said the platform will rely on data analytics and digital verification tools to improve accuracy and speed in governance.
However, the proposal has also raised concerns regarding the centralisation of sensitive citizen data. Experts have cautioned that while such systems improve efficiency, they must be backed by strong safeguards to prevent misuse and protect privacy.
Government officials, meanwhile, have clarified that the system will be used strictly for administrative efficiency, transparency, and improved targeting of welfare schemes, and will not affect the delivery of benefits to genuine beneficiaries.
With this initiative, Karnataka is moving toward a more technology-driven governance model, aiming to reduce financial leakage, improve accountability, and ensure that public welfare funds are used more effectively and transparently.
