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Construction of Public Shed in Ward no.9 Bhikhi

Community Buildings

Punjab / MANSA — MANSA(DEPUTY COMMISSIONER MANSA_IDA) · Harsimrat Kaur Badal (BHATINDA)

Overall risk score
51/100
Blended from the five components below, each weighted as shown.
MEDIUM

Risk components

Cost51
Delay100
Duplication54
Agency18
Compliance0
Sanctioned
₹2.00 L
Delay
784d
Cost deviation
0%
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)
  • 784 days beyond expected completionPublished dates
  • 97% 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 #166618 (sentence-embedding similarity 0.97, 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)