Table of Content
Analytics Introduction
- Evolution and Scope
- Data Management and Types
- Decision Models
- Problem Solving and Decision Making
Using Spreadsheets for Analytics
- Excel Formulas
- Excel Functions
- Spreadsheet Add-Ins
- What is Spreadsheet Modeling
Visualizing Data in Spreadsheets
- Excel Data Visualization Tools
- Data Queries in Excel
- Data Summarization in Excel
- PivotTables and Pivot Charts
Descriptive Statistical Measures
- Statistical Notation
- Measures of Location
- Measures of Dispersion
- Measures of Shape
- Measures of Association
- Frequency Distributions
- Excel Descriptive Statistics Tools
Probability Distributions
- Probability Basics
- Discrete Probability Distributions
- Continuous Probability Distributions
- Distribution Fitting
Sampling and Estimation
- Sampling Methods
- Statistical Sampling
- Sampling Distributions
- Estimation
- Interval Estimates
- Confidence Intervals
- Prediction Intervals
Statistical Inference
- Hypothesis Testing
- One-Sample Hypothesis Tests
- Two-Sample Hypothesis Tests
- ANOVA
Regression Analysis
- Simple Linear Regression
- Residual Analysis and Regression Assumptions
- Multiple Linear Regression
- Regression with Categorical Independent Variables
- Regression Models with Nonlinear Terms
HR Management
- Introduction
- Significance of HRM
- Objectives of HRM
- Functions of Human Resource Management
- Modes of Strategic Human Resource Management
- Strategic Planning and Human Resource Practices
- Limitations of HRM
HR Analytics
- HR Analytics Basics
- Talent Life Cycle
- HR Metrics
- HR Data Collection
- HR Data Analysis
Recruitment and Talent Management Analytics
- Recruitment and Talent Acquisition
- Workforce Capability
- Job Analysis and Design
- Compensation Management
- Performance Appraisal, Planning and Execution
- Rewards and Recognition
- Employee Churn
- Talent Development
- Career Progression
- Employee Retention
- Employee Engagement
Learning, Training and Development Analytics
- Training, Development and Education
- Introduction to Learning and Development
- Models of Evaluation
Advanced HR Analytics
- KPI Dashboards
- HR KPI Dashboards
- Talent Analytics Maturity
- HR Cost Benefit
- Role of Social Media
- HR Balanced Scorecard
- Attrition Prediction
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