Table of Content
Introduction
- Evolution and Scope
- Data for Business Analytics
- Decision Models
- Problem Solving and Decision Making
Analytics and Spreadsheets
- Excel Formulas
- Excel Functions
- Spreadsheet Add-Ins
- Spreadsheet Modeling
Visualizing Data
- Data Visualization
- Data Queries
- Summarizing Data
- Frequency Distributions
- PivotTables and Pivot Charts
Descriptive Statistical Measures
- Statistical Notation
- Measures of Location
- Measures of Dispersion
- Measures of Shape
- Measures of Association
- Excel Descriptive Statistics Tool
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
Predictive Modeling
- Logic-Driven Model
- Data-Driven Modeling
- Analyzing Uncertainty and Model Assumptions
- Risk Solver Platform
Regression Analysis
- Simple Linear Regression
- Residual Analysis and Regression Assumptions
- Multiple Linear Regression
- Regression with Categorical Independent Variables
- Regression Models with Nonlinear Terms
Forecasting Techniques
- Qualitative and Judgmental Forecasting
- Statistical Forecasting Models
- Time Series Forecasting Models
Simulation and Risk Analysis
- Monte Carlo Simulation
- New-Product Development Model
- Newsvendor Model
- Overbooking Model
- Cash Budget Model
Data Mining
- Data Mining Basics
- Cluster Analysis
- Classification
- Association Rule Mining
- Cause-and-Effect Modeling
Linear Optimization
- Building Linear Optimization Models
- Excel Solver
- Optimization Models for Prediction and Insight
- Applications of Linear Optimization
Integer Optimization
- Solving with General Integer Variables
- Integer Optimization Models with Binary Variables
- Mixed-Integer Optimization Models
Nonlinear and Non-Smooth Optimization
- Modeling and Solving Nonlinear Optimization Problems
- Quadratic Optimization
- Spreadsheet Models
Optimization Models with Uncertainty
- Stochastic Programming
- Risk Analysis in Optimization
Decision Analysis
- Decisions with Uncertain Information
- Decision Trees
- The Value of Information
R Programming Language
- Objects and Arithmetic
- Summaries and Subscripting
- Matrices
- Attaching to objects
- Statistical Computation and Simulation
- Graphics
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