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Purchasing of School bus for ALPS Naikatty, Ward no.16, Nool

Education

Kerala / WAYANAD — WAYANAD(DISTRICT COLLECTOR WAYANAD_IDA) · Abdul Wahab (Sitting Rajya Sabha)

Purchasing of School bus for ALPS Naikatty, Ward no.16, Noolpuzha Panchayat (ST)

Overall risk score
62/100
Blended from the five components below, each weighted as shown.
MEDIUM

Risk components

Cost57
Delay100
Duplication100
Agency20
Compliance0
Sanctioned
₹20.00 L
Delay
211d
Cost deviation
-6%
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)
  • 211 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 #51805 (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)