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Business Analytics and Insights Programme
Part 1: The strategic Big Data trend
- Why Big Data is so important for today’s businesses?
- How to develop a competitive market advantage using Big Data?
- What kind of database strategies is possible to implement in Big Data?
- Skills needed to perform an effective business analytics model
Part 2: Basic business analytics concepts
- Defining Business Analytics
- Business Analytics Strategies, project and methodologies
- Overview of Business Analytics tools
- Inferential statistics and other statistical basic concepts
Part 3: Business analytics software and method
- Overview of Business Analytics software and methodology
- Reading data files, data understanding with missing data, outliers and anomalous data
- Introduction to data manipulations with relationship in data, combining data files and aggregating data
- Selecting, sampling and partitioning
Part 4: Segmentation and rules induction modeling
- Segmentation modeling to better understand market structure
- Association rules for an effective cross selling campaign
Part 5: Predictive modeling
- Decision trees
- Neural networks
- Linear regression
- Logistic regression
- Discriminant analysis
- Time series analysis
- Text mining unstructured data modeling
Exercises: Enhance analytical skills
- Participants will enhance their analytical skills by understanding inferential statistical concepts and modeling technics
such as:- Data manipulation and transformation;
- Segmentation, rule induction, predictive modeling and text mining technics
- Customer’s scoring and profiling