As different league of Parliament has ended, a acquainted signifier was disposable connected the level of the House. Members of Parliament who roseate to inquire questions, performing 1 of Parliament’s astir important accountability functions. Yet, a ample stock of these questions person followed/follow a predictable format, specified arsenic asking however galore schools person functional toilets, however galore pensions were disbursed successful a fixed year, oregon however galore beneficiaries received a peculiar scheme.
While these questions code important nationalist concerns, the accusation they question should ideally and already beryllium successful the nationalist domain successful a clear, standardised, and easy accessible format.
An investigation of the parliamentary questions asked during the 17th Lok Sabha (2019-24) connected younker employment recovered that a ample stock sought specified basal facts. This reflects a acold deeper world that India’s information strategy is fragmented and lacks interoperability. The elephant successful the room, seldom acknowledged successful specified debates, is information standardisation, without which adjacent the astir ambitious argumentation visions hazard being built connected shifting sands.
Anatomy of the problem
In the National Data and Analytics Platform imaginativeness papers released by NITI Aayog, it was observed that India’s information ecosystem remains incoherent, with Ministries and authorities departments failing to usage shared standards for communal indicators and adjacent defining basal attributes specified arsenic clip play and portion inconsistently. India contiguous generates much information than ever before, yet abundance does not equate to usability. Data collected by idiosyncratic Ministries for their ain programmes often cannot beryllium integrated seamlessly, making consolidation a laborious and error-prone task.
According to a NITI Aayog study released successful June 2025, payment programme databases often database the aforesaid beneficiary aggregate times, starring to fiscal leakages that inflate spending by 4%-7% annually. Recent authorities information clean-ups item the imaginable savings from addressing specified inefficiencies. Notably, deleting 17.1 cardinal ineligible names from the Pradhan Mantri Kisan Samman Nidhi (PM-KISAN) strategy was expected to prevention ₹90 cardinal successful FY2024, portion removing 35 cardinal bogus LPG connections could prevention ₹210 cardinal implicit 2 years, and eliminating 16 cardinal fake ration cards whitethorn prevention astir ₹100 cardinal annually.
These inefficiencies person important argumentation implications. In the wellness sector, for instance, studies amusement that puerility tuberculosis cases are recorded separately successful the Health Management Information System, the illness surveillance network, and immunisation registries, often resulting successful the aforesaid diligent being counted aggregate times. Such duplication creates conflicting estimates, often leaving decision-makers uncertain and starring immoderate to disregard information altogether successful favour of anecdote oregon governmental expediency.
Beyond argumentation implications, these weaknesses besides transportation cognition and economical costs. In the Global Innovation Index 2024, India had missing information for 2 indicators and outdated information for eight, with respective relying connected figures much than a twelvemonth old.
Without coordinated methodologies, specified indices some disguise existent show and exposure gaps successful inter-agency coordination. In economical terms, the Organisation for Economic Co-operation and Development estimates that improving public-sector information availability and sharing could adhd up to 1.5% of GDP, rising to 2.5% if private-sector information is included. In different words, the outgo of mediocre information governance lies not lone successful misinformed decisions but besides successful squandered economical potential.
Common modular for data
The solution to the inefficiencies tin beryllium seen nether the National Data Governance Framework Policy (NDGFP), wherever the projected India Data Management Office (IDMO) has the imaginable to beryllium the keystone of betterment by processing and enforcing communal rules, standards, guidelines and protocols for information crossed each Ministries and States. However, the IDMO needs to beryllium empowered with existent authorization to acceptable binding standards, audit compliance, and resoluteness disputes implicit definitions and methodologies crossed Ministries. Otherwise, the inefficiencies volition persist.
In addition, alignment with planetary statistical frameworks specified arsenic the UN’s System of National Accounts for economical indicators, and harmonising them wrong a National Statistical Standards Manual could unify definitions and practices nationwide.
Most of all, India’s unfastened information platform, “data.gov.in”, should beryllium scaled up into a centralised, schema-consistent repository that serves some nationalist availability of accusation and interior needs. Ministries indispensable upload datasets successful standardised formats regularly, enabling parliamentarians to entree real-time, district-level figures.
As a benchmark
Finally, institutionalising accountability volition beryllium cardinal to sustaining progress. NITI Aayog’s Data Governance Quality Index should beryllium an yearly benchmark, tied to show reviews and incentives for Ministries and States, arsenic steadfast contention connected information prime tin thrust alteration arsenic powerfully arsenic economical competition.
Data standardisation is often minimised arsenic a method exercise, but it is successful information the grammar of governance that a federation aspiring to go a $5 trillion system needs to get right. Addressing the elephant successful the information country means committing to the standards, systems and stewardship that volition marque India’s information acceptable for purpose, and acceptable for the future.
Abhishek Sharma is simply a elder argumentation and governmental researcher. The views expressed are personal

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