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There are 7 modules in this course
Learners will be able to design end-to-end analytical workflows, prepare and transform data, apply statistical and machine learning models, interpret results, and communicate actionable insights using SPSS Modeler. By the end of this course, learners will confidently build, execute, validate, and optimize analytical streams aligned with real-world business problems.
This course provides a structured, hands-on pathway to mastering SPSS Modeler, starting from foundational concepts such as workflows, node palettes, and security practices, and progressing to advanced topics including segmentation, neural networks, stream architecture, and output validation. Learners gain practical experience working with domain-specific datasets, interpreting statistical outputs, and exporting results for reporting and decision-making.
What makes this course unique is its strong emphasis on visual, stream-based analytics, real-world use cases, and complete lifecycle coverage—from data ingestion to final insight delivery. The course balances conceptual clarity with practical execution, enabling learners to not only understand how models work, but also when and why to apply them.
This course is ideal for aspiring data analysts, business analysts, and professionals seeking to apply structured, scalable analytics using SPSS Modeler in real-world scenarios.
This module introduces learners to SPSS Modeler, its analytical significance, visual workflow design, security fundamentals, and core modeling node concepts required to build structured data science streams.
What's included
8 videos4 assignments
Show info about module content
8 videos•Total 61 minutes
Introduction Significance and User Training Overview•9 minutes
Introduction Significance and User Training Workflow•5 minutes
Encode Password Tool Concepts•8 minutes
Encode Password Tool Implementation•8 minutes
Modeling Nodes Fundamentals•11 minutes
Node Statistics Analysis•6 minutes
Node Palettes Overview•8 minutes
Node Palettes Usage•5 minutes
4 assignments•Total 60 minutes
Graded-Getting Started with SPSS Modeler Foundations•30 minutes
SPSS Modeler Overview and Workflow•10 minutes
Security and Modeling Basics•10 minutes
Core Modeling and Node Fundamentals•10 minutes
Data Understanding and Statistical Exploration
Module 2•2 hours to complete
Module details
This module focuses on understanding domain-specific datasets, performing data preparation, and interpreting statistical summaries to establish a strong analytical foundation before modeling.
What's included
8 videos4 assignments
Show info about module content
8 videos•Total 66 minutes
Banking Data Overview•7 minutes
Banking Data Processing•7 minutes
High Price Analysis Overview•6 minutes
High Price Analysis Insights•8 minutes
Source Nodes and Data Import•10 minutes
Graph Boards Explanation•12 minutes
Statistical File Overview•9 minutes
Statistical File Interpretation•7 minutes
4 assignments•Total 60 minutes
Graded-Data Understanding and Statistical Exploration•30 minutes
Banking Data Introduction and Preparation•10 minutes
High Price Analysis Techniques•10 minutes
Data Sources and Statistical Files•10 minutes
Output Analysis and Segmentation Modeling
Module 3•2 hours to complete
Module details
This module develops skills in interpreting analytical outputs, applying segmentation techniques, and exporting model results for downstream consumption and decision-making.
What's included
8 videos4 assignments
Show info about module content
8 videos•Total 74 minutes
Quarterly Output Analysis•12 minutes
Association and Segmentation Modeling Nodes•11 minutes
Export Functionality Overview•12 minutes
Mean Output Types Overview•7 minutes
Mean Output Types Examples•8 minutes
Pistachio Data Excel Export Node•10 minutes
Hierarchical Density Based Scan Model•9 minutes
Streams Architecture Overview•6 minutes
4 assignments•Total 60 minutes
Graded-Output Analysis and Segmentation Modeling•30 minutes
Output and Segmentation Foundations•10 minutes
Exporting and Mean Output Interpretation•10 minutes
Advanced Modeling and Data Export•10 minutes
Stream Architecture and Execution
Module 4•2 hours to complete
Module details
This module covers the architectural design of SPSS Modeler streams, execution flow management, recovery mechanisms, and advanced data operations for reliable analytics.
What's included
9 videos4 assignments
Show info about module content
9 videos•Total 71 minutes
Streams Execution Flow•8 minutes
Auto Recovery Features•10 minutes
Stream Description Fundamentals•8 minutes
Running Streams Practically•9 minutes
Working with Data Basics•5 minutes
Working with Data Transformations•10 minutes
Working with Data Advanced Operations•5 minutes
Housing Price Index Analysis Overview•6 minutes
Housing Price Index Data Modeling•9 minutes
4 assignments•Total 60 minutes
Graded-Stream Architecture and Execution•30 minutes
Stream Structure and Recovery•10 minutes
Practical Stream Execution•10 minutes
Advanced Data Operations and Modeling•10 minutes
Visualization, Dashboards, and Configuration
Module 5•2 hours to complete
Module details
This module emphasizes result interpretation, dashboard visualization, execution scenario analysis, and default configuration best practices to support insight communication.
What's included
8 videos4 assignments
Show info about module content
8 videos•Total 70 minutes
Housing Price Index Result Interpretation•3 minutes
Dashboard Chart Design•10 minutes
Output Management and Visualization•11 minutes
Executing the Current Stream•12 minutes
Location Price Date Analysis•13 minutes
Default Settings Configuration•7 minutes
Default Settings Best Practices•7 minutes
Modeling Nodes Overview•8 minutes
4 assignments•Total 60 minutes
Graded-Visualization, Dashboards, and Configuration•30 minutes
Interpreting Analytical Results•10 minutes
Stream Execution and Analysis Scenarios•10 minutes
Untitled•10 minutes
Advanced Modeling and Neural Networks
Module 6•2 hours to complete
Module details
This module explores advanced statistical modeling, neural network concepts, execution dependencies, and reporting techniques for complex analytical solutions.
What's included
8 videos4 assignments
Show info about module content
8 videos•Total 63 minutes
Modeling Nodes Use Cases•7 minutes
Advanced Statistical Model Output•7 minutes
Advanced Statistical Model Interpretation•9 minutes
Neural Network Concepts•6 minutes
Neural Network Applications•9 minutes
Status Analysis Report•8 minutes
Streams and Nodes Relationships•9 minutes
Streams and Nodes Execution Flow•8 minutes
4 assignments•Total 60 minutes
Graded-Advanced Modeling and Neural Networks•30 minutes
Advanced Modeling Outputs•10 minutes
Neural Network Fundamentals•10 minutes
Stream Relationships and Reporting•10 minutes
End-to-End Stream Design and Final Outputs
Module 7•3 hours to complete
Module details
This capstone module integrates stream design, execution, validation, and result communication to deliver complete, decision-ready analytical solutions.
What's included
10 videos4 assignments
Show info about module content
10 videos•Total 70 minutes
Bank Indicator and Sort Node Overview•8 minutes
Bank Indicator and Sort Node Implementation•7 minutes
Process Nodes Overview•9 minutes
Building a Stream Fundamentals•5 minutes
Building a Stream Hands On•8 minutes
Advanced Stream Design•5 minutes
Advanced Stream Execution•9 minutes
Output Running Basics•7 minutes
Output Running Validation•5 minutes
Output Running Final Results•6 minutes
4 assignments•Total 60 minutes
Graded-End-to-End Stream Design and Final Outputs•30 minutes
Banking Indicators and Process Nodes•10 minutes
Stream Building and Advanced Design•10 minutes
Execution, Validation, and Final Results•10 minutes
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