Cluster of sanctions to one agency sits just under the delegation limit

Threshold-proximity density scan evaluated this work against 691 comparable sanctions in Bihar for the same category and financial year. A cluster of sanctions to one agency lands just under a delegation limit within a short window - the classic threshold-avoidance signature. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.

1. 01Distance below delegation limit+34.3
2. 02Sanctions to agency in 30 days+31.8
3. 03Common vendor across the cluster+18.6
4. 04Identical scope wording+10.6
5. 05Aggregate value of the cluster+3.8

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

1. 16 Jul 2024Work sanctioned by the District Authority₹80.39 L · Muzaffarpur Jal Nigam Division
2. 16 Jul 2024First instalment released to the implementing agency₹41.00 L
3. 02 Mar 2026D-04 fired during the nightly scoring runThreshold-proximity density scan · confidence 0.79
4. 02 Mar 2026Alert routed to District Collector cellResponse window 7 days