National · all states and union territories
Synthetic demo data
Overview
← Alert queue/ALT-26-0119
HighOpenD-02 · FinancialOwner: District Collector cell

Unit rate for public library & it sits in the district's top percentile

Reading room fit-out · Sagar, Madhya Pradesh · sanctioned 26 Oct 2024 · detected 06 Mar 2026 (5 days ago)

Why this was flagged

score 77 / 100

Robust z-score on peer cohort evaluated this work against 617 comparable sanctions in Madhya Pradesh for the same category and financial year. Per-unit cost of an asset sits in the upper tail of comparable works in the same district and quarter after size normalisation. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.

Composite score
77
Model confidence
0.92
Peer cohort
247 works
Tier
High ≥ 66
Feature contribution to the score
  1. 01Peer-cohort robust z-score+31.8
  2. 02Unit rate vs district SoR+19.3
  3. 03Material index adjustment+12.0
  4. 04Quantity declared per lakh+10.0
  5. 05Quarter-on-quarter rate drift+3.9

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

Evidence

drawn from the source records
District SoR benchmarkRs 61.57 L
Peer cohort size68 works
SanctionedRs 86.72 L
ReleasedRs 77.66 L
ExpenditureRs 23.53 L
Physical progress22%

Record trail

  1. 26 Oct 2024Work sanctioned by the District Authority₹86.72 L · Sagar Public Works Department
  2. 26 Oct 2024First instalment released to the implementing agency₹38.83 L
  3. 06 Mar 2026D-02 fired during the nightly scoring runRobust z-score on peer cohort · confidence 0.92
  4. 06 Mar 2026Alert routed to District Collector cellResponse window 15 days

The work

MPLADS/MP/2535
Asset
Reading room fit-out
Category
Public library & IT
Recommended by
S. Venkataraman · Lok Sabha
Constituency
Sagar 4
Implementing agency
Sagar Public Works Department
Contractor
Aravalli Civil Works
Status
Stalled
Beneficiaries
990
Money
Sanctioned86.72 L
Released77.66 L
Expenditure23.53 L
Unspent with agency54.13 L
Physical progress22%

Detector

D-02

Unit rate above district schedule of rates

Per-unit cost of an asset sits in the upper tail of comparable works in the same district and quarter after size normalisation.

Robust z-score on peer cohortFinancial

Other flags on this work

1

Comparable detections

D-02