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.

Analyze Financial & Market Data Using SPSS Regression

Recommended experience
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.
Details to know

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February 2026
8 assignments
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There are 2 modules in this course
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
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.
What's included
6 videos4 assignments
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Status: PreviewUniversity of Illinois Urbana-Champaign
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