retraining · JOB-9281 · 62%
Models6catalog
Prod healthy4 / 62 need attention
Avg MAPE9.6%↓ 0.4pp wk
Drift hotspots3features
RLHF accept74%↑ 3pp 7d
Active jobs21 queued
Policy verv3.14auto-promoted
Data Health Source Sync Prediction Store Model Catalog Version Detail Training Jobs Drift Monitor RLHF Feedback
Sources8connected
Healthy6streams ok
Degraded1SLA risk
Failing1action req
Avg lag22m↓ 4m vs 24h
Signal QC0.94composite
Source sync status
8 sources · last refresh 12s ago| Source | Type | Status | Lag | SLA | Rows / day | Errors | Freshness |
|---|---|---|---|---|---|---|---|
| Oracle TMS | transactional | ok | 2m | 15m | 1,284,923 | 0 | |
| OPIS Fuel Index | market | ok | 14m | 60m | 8,412 | 0 | |
| Carrier EDI 214 | stream | ok | 1m | 5m | 442,918 | 2 | |
| SAP WMS | transactional | warn | 31m | 30m | 99,421 | 4 | |
| NOAA Weather | external | ok | 4m | 30m | 12,942 | 0 | |
| DAT Rate Index | market | fail | 88m | 60m | 5,512 | 12 | |
| Accessorial Ledger | transactional | ok | 9m | 30m | 281,044 | 1 | |
| Salesforce CRM | reference | ok | 22m | 60m | 4,128 | 0 |
Signal quality
composite QC · last 24hLabel completeness0.960
Schema validity0.990
Null ratio (target)0.012
Drift PSI (global)0.180
Outlier ratio0.024
Backfill coverage0.930
Production MAPE · prod vs shadow
30d · forecasted marginPrediction confidence distribution
last 24h · 3,838 preds0.5–0.6
142
0.6–0.7
318
0.7–0.8
824
0.8–0.9
1612
0.9–1.0
942
Data lineage · feature → model
upstream provenanceOracle TMSfeat_shipments
SAP WMSfeat_shipments
OPIS Fuelfeat_market
DAT Ratesfeat_market
Carrier EDI 214feat_carrier
feat_shipmentsmargin-forecaster
feat_marketmargin-forecaster
feat_carriermargin-forecaster
feat_carriercarrier-reliability
feat_marketfuel-volatility