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Installation of Smart Board Furniture And Interlocking in PP

Roads & Paving

Uttar Pradesh / AGRA — AGRA(DISTRICT MAGISTRAE AGRA_IDA) · Naveen Jain (Sitting Rajya Sabha)

Installation of Smart Board Furniture And Interlocking in PP Devari Jagner

Overall risk score
47/100
Blended from the five components below, each weighted as shown.
MEDIUM

Risk components

Cost49
Delay46
Duplication100
Agency22
Compliance0
Sanctioned
₹19.88 L
Delay
82d
Cost deviation
35%
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)
  • 82 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 #10741 (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)