Expenditure exceeds sanctioned estimate by 72%

Gradient-boosted residuals evaluated this work against 303 comparable sanctions in Kerala for the same category and financial year. Final expenditure diverges from the approved estimate beyond the tolerance learned for that work category, district and year. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.

1. 01Category cost residual (district)+35.1
2. 02Expenditure / sanction ratio+25.8
3. 03Time between revisions+14.3
4. 04Revised estimate count+11.4
5. 05Agency historical overrun rate+7.5

Contributions are additive against the cohort baseline; they sum to the composite score and are recomputed whenever the underlying record changes.

1. 22 Feb 2026Work sanctioned by the District Authority₹34.18 L · Wayanad District Rural Development Agency
2. 22 Feb 2026First instalment released to the implementing agency₹17.43 L
3. 05 Jan 2026D-01 fired during the nightly scoring runGradient-boosted residuals · confidence 0.76
4. 05 Jan 2026Alert routed to State Nodal AuthorityResponse window 7 days
5. 05 Jan 2026Escalated to the State Nodal AuthorityAwaiting agency reply