Learners will analyze real-world datasets, interpret statistical outputs, evaluate relationships among variables, and apply advanced SPSS techniques to support data-driven decision-making. By the end of this course, learners will confidently move from raw data to meaningful insights using industry-relevant analytical workflows.

Analyze Advanced Data Projects Using SPSS

Recommended experience
What you'll learn
Analyze real-world datasets in SPSS and interpret statistical outputs with accuracy and confidence.
Apply correlation, hypothesis testing, and regression techniques to evaluate relationships among variables.
Communicate data-driven insights using integrated workflows for analysis, visualization, and validation.
Details to know

Add to your LinkedIn profile
February 2026
11 assignments
See how employees at top companies are mastering in-demand skills

There are 3 modules in this course
This module introduces learners to the workflow of advanced data analysis in SPSS, focusing on dataset import, variable inspection, descriptive statistics, and foundational data visualization techniques to ensure accurate and meaningful exploratory analysis.
What's included
6 videos4 assignments
This module focuses on examining statistical relationships through correlation, estimation, hypothesis testing, and regression analysis, enabling learners to evaluate associations, test assumptions, and draw statistically valid inferences using SPSS.
What's included
8 videos4 assignments
This module emphasizes advanced interpretation of SPSS outputs, multivariate visualization techniques, and analytical validation strategies to support accurate decision-making and professional reporting of statistical findings.
What's included
6 videos3 assignments
Why people choose Coursera for their career

Felipe M.

Jennifer J.

Larry W.

Chaitanya A.

Open new doors with Coursera Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy
Frequently asked questions
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
More questions
Financial aid available,


