COURSE·IS2003

Business Analytics & Data-Driven Decision Making

Management & Strategy

25 Chapters

Offered in

Information SystemsIS2003coreBusiness Analytics
Business Administration & ManagementBAM3012electiveAll streams

Chapters

Ch 1FREE

Introduction to Data-Driven Decision Making

11 min

Ch 2FREE

Data Sources and Database Management

17 min

Ch 3

Data Wrangling and Preparation

17 min

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Ch 4

Data Exploration and Visualization

17 min

Ch 5

Spreadsheet Modeling and What-If Analysis

12 min

Ch 6

Descriptive Statistics and Measures of Association

14 min

Ch 7

Probability Fundamentals

15 min

Ch 8

Discrete Probability Distributions

14 min

Ch 9

Continuous Probability Distributions

14 min

Ch 10

Sampling and Sampling Distributions

12 min

Ch 11

Confidence Interval Estimation

10 min

Ch 12

Hypothesis Testing

13 min

Ch 13

Simple Linear Regression

11 min

Ch 14

Multiple Regression Analysis

12 min

Ch 15

Advanced Regression Topics

15 min

Ch 16

Time Series Analysis and Forecasting

17 min

Ch 17

Introduction to Machine Learning

15 min

Ch 18

Classification Methods

15 min

Ch 19

Regression Methods in Machine Learning

15 min

Ch 20

Feature Selection and Regularization

13 min

Ch 21

Clustering and Dimension Reduction

12 min

Ch 22

Association Rules and Text Mining

12 min

Ch 23

Optimization Models

16 min

Ch 24

Decision Analysis under Uncertainty

14 min

Ch 25

Monte Carlo Simulation and Risk Analysis

13 min