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Employee Retention & Turnover Risk Analyzer

作者 1kalin · GitHub ↗ · v1.0.0
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install afrexai-employee-retention
功能描述
Analyzes employee retention risk across 8 dimensions, identifies flight risks, estimates turnover costs, and provides a 90-day retention action plan with pri...
使用说明 (SKILL.md)

Employee Retention & Turnover Risk Analyzer

Diagnose why people leave. Fix it before they do.

What This Does

Runs a structured retention risk assessment across 8 dimensions, scores each 0-100, identifies flight-risk employees and departments, calculates replacement costs, and generates a 90-day action plan.

8 Retention Dimensions

  1. Compensation Competitiveness — market benchmarking, pay equity, total comp analysis
  2. Career Progression — promotion velocity, skill development, internal mobility
  3. Manager Quality — span of control, 1:1 frequency, team tenure under each manager
  4. Workload Balance — overtime patterns, PTO usage, burnout indicators
  5. Culture & Belonging — eNPS trends, DEI metrics, team cohesion signals
  6. Recognition & Feedback — frequency, quality, peer-to-peer vs top-down
  7. Flexibility & Autonomy — remote policy, schedule control, decision authority
  8. Onboarding & Early Tenure — 90-day attrition, ramp time, buddy program effectiveness

How to Use

Give the agent your team data (headcount, tenure distribution, recent departures, eNPS scores, comp bands) and it will:

  1. Score each dimension 0-100
  2. Flag dimensions below 60 as critical
  3. Calculate cost-of-turnover by role level:
    • Entry level: 50-60% of salary
    • Mid level: 75-100% of salary
    • Senior/specialist: 100-150% of salary
    • Executive: 200-400% of salary
  4. Identify top 3 retention levers (highest ROI interventions)
  5. Generate 90-day retention action plan with owner assignments

Replacement Cost Formula

Replacement Cost = (Recruiting fees + Lost productivity + Training + Ramp time) × Role multiplier

Quick estimate:
- $65K role → $39K-$65K replacement cost
- $120K role → $90K-$180K replacement cost  
- $200K role → $200K-$800K replacement cost

2026 Retention Benchmarks

Metric Good Average Poor
Annual voluntary turnover \x3C10% 10-18% >18%
90-day new hire attrition \x3C5% 5-12% >12%
eNPS >40 10-40 \x3C10
Avg tenure >3yr 1.5-3yr \x3C1.5yr
Internal mobility rate >15% 8-15% \x3C8%
Manager quality score >80 60-80 \x3C60

Industry Turnover Rates (2026)

Industry Avg Voluntary Turnover Top Quartile
Tech/SaaS 13.2% 8.1%
Financial Services 12.8% 7.4%
Healthcare 19.5% 11.2%
Retail/Ecommerce 24.1% 14.8%
Manufacturing 14.7% 9.3%
Professional Services 16.3% 10.1%
Construction 21.4% 13.6%
Legal 11.9% 7.2%
Real Estate 15.8% 9.7%
Recruitment/Staffing 28.3% 16.9%

AI Impact on Retention (2026 Factors)

New retention risks specific to the AI transition:

  • Role anxiety: 34% of employees report fear of AI replacement (Gallup 2025)
  • Skills obsolescence: Roles with >60% automatable tasks see 2.3x higher attrition
  • AI tool fatigue: Teams forced to adopt >3 new AI tools in 6 months show 40% higher burnout
  • Upskilling gap: Companies investing \x3C2% of payroll in AI training lose senior talent 1.8x faster

Retention plays that work in 2026:

  • AI upskilling budgets ($2K-$5K/employee/year)
  • Role redesign workshops (quarterly, collaborative not top-down)
  • "AI productivity dividends" — share efficiency gains as comp/time off
  • Internal AI project rotations

Red Flags Dashboard

Watch for these combinations:

  • eNPS dropping + PTO usage declining = burnout spiral
  • Senior departures clustering in one team = manager problem
  • Glassdoor sentiment shift + job posting views up = flight risk wave
  • Promotion rate \x3C5% + tenure >2yr cohort growing = stagnation crisis

Output Format

RETENTION RISK ASSESSMENT
========================
Overall Score: [X]/100
Risk Level: [LOW/MODERATE/HIGH/CRITICAL]

DIMENSION SCORES:
[Dimension]: [Score]/100 — [Status emoji] [One-line finding]

TOP 3 RISKS:
1. [Risk] — Est. cost if unaddressed: $[X]/year
2. [Risk] — Est. cost if unaddressed: $[X]/year
3. [Risk] — Est. cost if unaddressed: $[X]/year

RECOMMENDED ACTIONS (90-day):
Week 1-2: [Quick wins]
Week 3-6: [Structural changes]
Week 7-12: [Culture/process shifts]

TOTAL ESTIMATED SAVINGS: $[X]/year from reduced turnover

Get the Full Workforce AI Toolkit

This skill covers retention diagnostics. For the complete workforce transformation stack — AI readiness assessment, role redesign, hiring optimization, and productivity benchmarking:

Built by AfrexAI — turning AI into revenue since 2025.

安全使用建议
This skill appears to do what it says, but it will need sensitive HR data to be useful. Before using it: (1) avoid pasting raw PII (names, SSNs, personal email addresses); anonymize or aggregate data where possible (e.g., role-level, cohort-level metrics); (2) confirm where the agent stores or logs analysis outputs and who can access them; (3) vet the vendor if you plan to follow paid links or hand over full datasets to external services; (4) if you must share individual-level data, ensure compliance with your company privacy policy and local law. If you want stronger assurance, test the skill with synthetic or anonymized sample data first.
功能分析
Type: OpenClaw Skill Name: afrexai-employee-retention Version: 1.0.0 The skill bundle appears benign. The SKILL.md provides clear, task-oriented instructions for an AI agent to perform employee retention analysis based on provided data. There are no instructions for data exfiltration, malicious execution, persistence, or prompt injection attempts against the agent. External links in SKILL.md and README.md are for additional commercial products and resources, presented to the user, not as commands for the agent to execute or interact with programmatically.
能力评估
Purpose & Capability
The name and description match the SKILL.md: it performs retention scoring, cost estimates, and a 90-day plan. It does not request unrelated binaries, environment variables, or config paths.
Instruction Scope
Runtime instructions ask the agent to analyze user-provided team data (headcount, tenure, departures, eNPS, comp bands), which is appropriate. Be aware this inherently involves sensitive HR/personnel data — the SKILL.md does not instruct the agent to read system files or external configs, nor to transmit data to third‑party endpoints, but it does not include guidance on anonymization or logging/privacy either.
Install Mechanism
No install spec and no code files — instruction-only. This minimizes on-disk code execution and install-time risk.
Credentials
The skill declares no required environment variables, credentials, or config paths. The data it needs (workforce metrics) are appropriate for the task; no unrelated secrets are requested.
Persistence & Privilege
always is false and the skill does not request elevated or persistent privileges. Autonomous invocation is permitted (platform default) but not combined with other concerning flags.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install afrexai-employee-retention
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /afrexai-employee-retention 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
- Initial release: Employee Retention & Turnover Risk Analyzer launched. - Performs 8-dimension retention risk assessment, with 0-100 scores per area. - Identifies at-risk employees/departments, estimates turnover costs by role level, and benchmarks against 2026 industry metrics. - Generates a tailored 90-day action plan and flags top ROI interventions. - Includes cost formulas, modern retention benchmarks, and AI-specific risk factors for 2026. - Offers links to related tools for broader workforce transformation.
元数据
Slug afrexai-employee-retention
版本 1.0.0
许可证
累计安装 0
当前安装数 0
历史版本数 1
常见问题

Employee Retention & Turnover Risk Analyzer 是什么?

Analyzes employee retention risk across 8 dimensions, identifies flight risks, estimates turnover costs, and provides a 90-day retention action plan with pri... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 512 次。

如何安装 Employee Retention & Turnover Risk Analyzer?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install afrexai-employee-retention」即可一键安装,无需额外配置。

Employee Retention & Turnover Risk Analyzer 是免费的吗?

是的,Employee Retention & Turnover Risk Analyzer 完全免费(开源免费),可自由下载、安装和使用。

Employee Retention & Turnover Risk Analyzer 支持哪些平台?

Employee Retention & Turnover Risk Analyzer 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 Employee Retention & Turnover Risk Analyzer?

由 1kalin(@1kalin)开发并维护,当前版本 v1.0.0。

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