AI Recommendations

Officer–vacancy matching with explainable reasoning · Engine v1.4

Current exercise

AGT 2026 · Northern Circle Credit Dept

14 vacancies × 28 eligible officers · 9 high-confidence pairs

Confidence distribution

High (≥85)9
Medium (65-84)3
Low (<65)2

If accepted

CVC breaches resolved5
Compassionate served3
Vacancies filled9 of 14
Compliance gain+1.4 pts

Suggested pairings

Officer Suggested posting Score Why
RM
Rajiv Menon
BOB-184220 · Scale IV
Chennai HQ — Forex Desk
CM · sensitive · 1 vac
94
High confidence
+ Resolves CVC breach + Forex specialism (8 yrs) + Tamil proficiency − Spouse in Mumbai
Accept
VR
Vidya Ramachandran
BOB-401812 · Scale V
Hyderabad HQ — Vigilance
DGM · sensitive · 1 vac
91
High confidence
+ Resolves 4y+ breach + Same skill family + Telugu native − 90-day cooling waiver req
Accept
SG
Sunita Goyal
BOB-292014 · Scale III
Lucknow Region — Credit
SM · sensitive · 1 vac
89
High confidence
+ Spouse posted Lucknow + Tenure due in 14d + Hindi proficiency + Compassionate filed
Accept
AD
Anita Desai
BOB-303881 · Scale II
Nashik Branch — Credit Mgr
Mgr · 1 vac
76
Medium confidence
+ Tenure due 4d + Within Western Circle − Single parent w/ school-age child − 280 km from Pune
Review
DK
Dilshad Khan
BOB-119045 · Scale II
Kanpur Region — Currency Chest
Mgr · sensitive · 1 vac
71
Medium confidence
+ Same skill family − Sensitive→Sensitive (cooling) − Officer requested Eastern
Review
RP
Renu Pandey
BOB-501028 · Scale II
Varanasi Branch — Mgr
Mgr · 1 vac
58
Low — review manually
+ Officer requested location + Differently-abled priority − Not yet at min tenure
Review

Match weights

Tweak how the engine balances factors. Changes audit-logged.
Compliance & tenure30%
Skill / role match22%
Officer preferences15%
Family / human factor14%
Language / region fit10%
Performance (APAR)9%