HR Attrition — People Analytics & Retention Intelligence

+6.8%

Avg Employee Tenure

4.7 yrs

↑ 0.3 yrs vs last quarter

Average time employees stay before attrition or exit. Healthy benchmark is 5+ years.

-2.1%

Missing Values %

8.4%

312 fields across 1,847 records

Fields with null or inconsistent values affecting model accuracy. Target: below 3%.

Stable

Gender Ratio (F:M)

42:58

776 Female · 1,071 Male

Current workforce gender split. DEI target is 45:55 by Q4 2026.

Data Quality Audit

10 fields · 1,847 employee records

Field	Total	Missing	Completeness	Status	Recommended Action
Employee ID	1,847	0	100%	Clean	No action needed
Department	1,847	4	100%	Clean	Auto-fill from manager
Date of Birth	1,847	18	99%	Needs Review	Request from HRMS
Monthly Income	1,847	37	98%	Needs Review	Pull from payroll
Tenure (Years)	1,847	0	100%	Clean	No action needed
Performance Rating	1,847	89	95%	Critical	Trigger review cycle
Job Satisfaction	1,847	112	94%	Critical	Re-send survey
Last Promotion Date	1,847	52	97%	Needs Review	Check HR records
Manager ID	1,847	9	100%	Clean	Auto-assign from org chart
Exit Reason	312	198	37%	Critical	Conduct exit interviews

12 source · 2 pending merge

2 unresolved

Source	Mapped To	Count	Status
Engineering	R&D	342	Merged
Research & Dev	R&D	89	Merged
Sales	Sales & BD	218	Merged
Business Dev	Sales & BD	54	Merged
Human Resources	HR	67	Clean
Finance	Finance	112	Clean
Marketing	Marketing	143	Clean

12 of 12 records

Emp ID	Full Name	Department	Tenure	Age	Monthly Income	Status	Data Complete	Manager	Last Review
EMP-0299	David OseiM	IT & Systems	5.8 yrs	37	$7,800	Active	88%	Lena Müller	2026-01-30
EMP-0432	Sven LarssonM	Operations	11.4 yrs	48	$13,100	Active	100%	Ben Osei	2026-02-05
EMP-0561	Rajesh GuptaM	Finance	9.3 yrs	43	$11,200	Active	100%	Shreya Mehta	2026-02-18
EMP-0744	James CaldwellM	Sales & BD	0.9 yrs	24	$3,900	At Risk	44%	Diana Chen	Overdue
EMP-0873	Marcus WebbM	Sales & BD	2.1 yrs	28	$5,200	At Risk	71%	Diana Chen	2025-11-22
EMP-0987	Emmanuel DialloM	Finance	4.1 yrs	35	$7,200	Active	91%	Shreya Mehta	2026-03-05
EMP-1042	Priya NairF	R&D	6.2 yrs	34	$8,400	Active	100%	Arjun Kapoor	2026-03-14
EMP-1103	Fatima Al-RashidF	R&D	7.1 yrs	39	$9,700	Active	97%	Arjun Kapoor	2026-04-15

Showing 1–8 of 12 records