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NITI Aayog’s India’s Data Imperative: Quality Pivot

25 June 20251 min read
REPORTS & INDEXESNITI Aayog’sIndia’s DataImperative:Quality Pivot25 June 2025safalsetu.com

As Indians rely more on digital public infrastructure, the government think tank argued that data quality needs fixing.

Key facts

  • Finding: fiscal leakage and duplicate records raise welfare spending by 4-7% a year.
  • Concern: mis-targeted schemes, slow corrections and lost public trust.
  • Ecosystem: Aadhaar, UPI, Ayushman Bharat, DBT and Aadhaar e-KYC.
IndicatorFigure
Aadhaar authentications27+ billion
UPI transactions₹23.9 trillion a month
Ayushman Bharat IDs369 million
DBT transfers₹5.47 lakh crore, 330+ schemes
e-KYC transactions1.8 billion
Mobile / internet users1.2 billion / 800 million

Why it matters

  • Cuts leakage, enables data-driven governance, builds trust, supports AI and eases cross-ministry coordination.

Challenges

  • Siloed systems, no data custodians, legacy IT, quantity over accuracy and weak data culture.

Recommended measures

  • Appoint data custodians at national, state and district levels.
  • Tie data accuracy to appraisals and budgets.
  • Standardise formats with IndEA and NDGFP; use the Data Quality Scorecard; train officials.

Exam angle

  • Report: India’s Data Imperative: The Pivot Towards Quality.
  • Savings estimate: 4-7% of welfare budget.

Test yourself

1. By how much do faulty and duplicate beneficiary records inflate welfare outlays annually, per NITI Aayog?

The report puts the inflation at 4-7% a year.

2. Which tool from NITI Aayog is recommended to improve data quality?

The report recommends NITI Aayog's Data Quality Scorecard.

3. How many Ayushman Bharat IDs had been issued, per the report?

The notes state 369 million IDs.