72% of released funds drawn at 3% physical progress

Isolation Forest on progress-payment gap evaluated this work against 341 comparable sanctions in Gujarat for the same category and financial year. Funds released and drawn while the geo-tagged photographic and measurement-book evidence shows no corresponding advance. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.

1. 01Days since last progress photo+32.5
2. 02Payment / progress divergence+19.7
3. 03Measurement-book gap+19.6
4. 04Third-party inspection lag+14.0
5. 05Advance drawn as share of release+3.2

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

1. 16 Jan 2024Work sanctioned by the District Authority₹35.06 L · Bhavnagar Municipal Corporation
2. 16 Jan 2024First instalment released to the implementing agency₹14.74 L
3. 09 Dec 2025D-05 fired during the nightly scoring runIsolation Forest on progress-payment gap · confidence 0.81
4. 09 Dec 2025Alert routed to Ministry review deskResponse window 7 days
5. 09 Dec 2025Escalated to the State Nodal AuthorityAwaiting agency reply