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Analyze Financial & Market Data Using SPSS Regression

This course is part of Apply Advanced SPSS Data Analytics & Modeling Specialization

Instructor: EDUCBA

Included with

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2 modules

Gain insight into a topic and learn the fundamentals.

Beginner level

Recommended experience

6 hours to complete

Flexible schedule

Learn at your own pace

2 modules

Gain insight into a topic and learn the fundamentals.

Beginner level

Recommended experience

6 hours to complete

Flexible schedule

Learn at your own pace

What you'll learn

Apply simple and multiple regression techniques in SPSS to analyze financial and market datasets.
Interpret regression outputs and evaluate model validity using statistical measures and visual diagnostics.
Translate regression results into clear, actionable insights for finance and business decision-making.

Skills you'll gain

Tools you'll learn

SPSS (Software)

Details to know

Shareable certificate

Add to your LinkedIn profile

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Build your subject-matter expertise

This course is part of the Apply Advanced SPSS Data Analytics & Modeling Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts
Gain a foundational understanding of a subject or tool
Develop job-relevant skills with hands-on projects
Earn a shareable career certificate

There are 2 modules in this course

Learners will analyze real-world financial and equity market datasets, apply simple and multiple regression techniques in SPSS, interpret statistical outputs, and evaluate model validity using visual diagnostics. By the end of this course, learners will be able to translate regression results into actionable insights and confidently communicate analytical findings.

This hands-on course is designed for learners who want to move beyond theory and gain practical experience through three applied SPSS projects covering home loan analysis and equity market data. Learners begin with foundational regression concepts using familiar financial variables, then progressively advance to complex market-based multiple regression models. Each project emphasizes correct model setup, coefficient estimation, statistical significance, and result interpretation supported by scatter plot visualization. What makes this course unique is its project-driven structure, which mirrors real-world data analytics workflows used in finance and market research. Instead of isolated examples, learners work with end-to-end regression cases, reinforcing analytical thinking and decision-making skills. Completing this course equips learners with job-ready SPSS regression expertise applicable to finance, analytics, and business intelligence roles.

Module details

This module introduces learners to applied regression analysis using SPSS through real-world financial and market data projects. Learners develop foundational skills in project setup, data preparation, regression estimation, result interpretation, and visual diagnostics to support evidence-based decision-making.

What's included

9 videos4 assignments

9 videosTotal 95 minutes

Introduction to Project7 minutes
Introduction to Project7 minutes
Import of Dataset10 minutes
Home Loan - Line of it eqn and Outputs12 minutes
Estimation Outputs10 minutes
Coefficients Estimates and Outputs12 minutes
Home Loan - Interpretations and Outputs12 minutes
Interpretations of Output12 minutes
Home loan - Scatter Plots12 minutes

4 assignmentsTotal 60 minutes

Project Orientation and Data Preparation10 minutes
Estimation Techniques and Model Outputs10 minutes
Interpreting Results and Visual Diagnostics10 minutes
Graded - Advanced SPSS Project: Impact of EMI on Home Loan30 minutes

This module advances learners’ regression expertise by applying multiple regression techniques to complex equity market datasets. Learners focus on extended coefficient analysis, deep interpretation of multivariable models, and advanced visualization methods to validate and communicate analytical findings.