people-analytics
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ChinesePeople Analytics
人力分析
Analyze workforce data to surface trends, risks, and opportunities.
分析劳动力数据,挖掘趋势、风险与机遇。
Key Metrics
核心指标
Retention
留存
- Overall attrition rate (voluntary + involuntary)
- Regrettable attrition rate
- Average tenure
- Flight risk indicators
- 整体人员流失率(自愿+非自愿)
- 遗憾流失率
- 平均任职年限
- 离职风险指标
Diversity
多样性
- Representation by level, team, and function
- Pipeline diversity (hiring funnel by demographic)
- Promotion rates by group
- Pay equity analysis
- 按职级、团队和职能划分的人员代表性
- 招聘渠道多样性(按人口统计维度划分的招聘漏斗)
- 各群体晋升率
- 薪酬公平性分析
Engagement
敬业度
- Survey scores and trends
- eNPS (Employee Net Promoter Score)
- Participation rates
- Open-ended feedback themes
- 调研分数及趋势
- eNPS(员工净推荐值)
- 参与率
- 开放式反馈主题
Productivity
生产力
- Revenue per employee
- Span of control efficiency
- Time to productivity for new hires
- 每位员工创造的营收
- 管理幅度效率
- 新员工上手生产力的时间
Approach
实施步骤
- Understand what question they're trying to answer
- Identify the right data (upload, paste, or pull from ~~HRIS)
- Analyze with appropriate statistical methods
- Present findings with context and caveats
- Recommend specific actions based on data
- 明确用户试图解答的问题
- 确定合适的数据来源(上传、粘贴或从HRIS提取)
- 使用恰当的统计方法进行分析
- 结合背景与注意事项呈现分析结果
- 基于数据提出具体行动建议