ARIA

Actionable Retention Intelligence Assistant

Watch how AI-powered interventions reduce employee attrition risk in real-time. Adjust compensation, work arrangements, and development programs to see immediate impact on retention probability.

SC

Sarah Chen

Senior Software Engineer

ATTRITION RISK SCORE
87
+12 this week

Top Contributing Factors (SHAP Values)

Salary 18% below market +28
No WFH option (commute 90min) +22
No training in 18 months +15
Slack sentiment declining +12
Meeting density increased 40% +10

Employee Context

Tenure: 3.2 years

Current Salary: $108,000

Last Promotion: 22 months ago

Performance: Exceeds Expectations

Tech Stack: Python, React, AWS

💰
Salary Adjustment

Salary increase 0%
Current: $108,000 → New: $108,000 | Market 65th %ile: $132,000

🏡
Work Arrangement

📚
Learning & Development

🚀
Career Progression

PREDICTED IMPACT ON RISK SCORE
Current risk score 87 / 100
After interventions 87 / 100
Improvement 0 points
Estimated cost $0
🗣️ Auto-Generated 1-1 Talking Points

Adjust the sliders and checkboxes above to generate personalized talking points for your 1-1 conversation.

Risk Trend (30 days)
+25 ↗
GitHub Commits
-42% ↘
Slack Sentiment
-18 pts
Meeting Hrs/Week
32 hrs ↗

📈 Risk Score History

[Chart would show 30-day trend: 62 → 75 → 87]

🔍 Behavioral Signals (Novel Data)

GitHub commit velocity -42% vs avg
PR review response time +3.2 hours
Slack message sentiment Declining (-18 pts)
Calendar focus time 8 hrs/week (was 18)
Email response latency +2.5 hours

⚡ AI-Recommended Actions

Based on Sarah's risk factors, AURA recommends the following actions. All actions require your approval before execution.

🗓️ Schedule Urgent 1-1

System found available 60min slot tomorrow at 10am. Calendar invite drafted with talking points attached.

💰 Draft Salary Adjustment Proposal

Recommendation: 15% increase ($108K → $124K) to reach market 65th percentile. Business case memo generated for HRBP review.

🏡 Enable Hybrid Work Option

Sarah's role is 94% remote-compatible based on calendar analysis. Proposed schedule: Mon/Tue/Fri WFH, Wed/Thu office.

📚 AWS Certification Sponsorship

Sarah expressed interest in cloud architecture. System enrolled her in AWS Solutions Architect prep course ($3,000, 8 weeks).

🚀 Project Rotation Opportunity

New ML infrastructure initiative needs tech lead. Matches Sarah's skills + addresses stagnation concern. 20% time allocation proposed.