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8RCC Sitting Bench, Ward no-47 (New Ward no-48), Distt. Ludh

Equipment & Vehicles

Punjab / LUDHIANA — LUDHIANA(DEPUTY COMMISSIONER LUDHIANA_IDA) · Amrinder Singh Raja Warring (LUDHIANA)

8RCC Sitting Bench, Ward no-47 (New Ward no-48), Distt. Ludhiana

Overall risk score
56/100
Blended from the five components below, each weighted as shown.
MEDIUM

Risk components

Cost41
Delay100
Duplication94
Agency16
Compliance0
Sanctioned
₹44,660
Delay
252d
Cost deviation
-81%
Work status
Recommended

AI powered · gemini-flash-liteWhy was this flagged?

  • Unusual combination of sanctioned amount, delay and spending pattern — flagged by an isolation forest fitted over every work, not by any single figure being out of rangeAI · Isolation Forest (scikit-learn)
  • 252 days beyond expected completionPublished dates
  • 100% similarity with another nearby workAI · Sentence-BERT embeddings (all-MiniLM-L6-v2)

Decision trail

Nobody has recorded a decision on this work yet.

Reads as a near-duplicate of work #121661 (sentence-embedding similarity 1.00, measured by all-MiniLM-L6-v2 on meaning rather than shared words; two works can legitimately share a description, so this is a prompt to check, not a finding)