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SPSS: A Practical Guide to Data Analysis
15,611 students
SPSS: A Practical Guide to Data Analysis
Learn Data Import; Descriptive Statistics; Charts, Variance and Regression Analysis for Research and Business Analysis
Last updated 2/2026
English
What you'll learn
- Analyse data effectively using SPSS for informed decision-making
- Import, transform, and visualize data to reveal key insights
- Conduct statistical tests (t-tests, ANOVA) and interpret results
- Understand relationships between variables using correlation & regression
Explore related topics
Course content
4 sections • 34 lectures • 2h 58m total length
Requirements
- For a better learning experience, we suggest you to use a laptop / mobile phone / pen and paper for taking notes, highlighting important points, and making summaries to reinforce your learning.
- Basic computer literacy and a willingness to learn data analysis. No prior statistics knowledge is required.
Description
Welcome to course: IBM SPSS: A Practical Guide to Data Analysis by MTF Institute
Become a data analysis expert with "IBM SPSS: A Practical Guide to Data Analysis." This course offers a practical, hands-on approach to mastering IBM SPSS, guiding you from importing raw data to confidently interpreting and presenting your results. Designed for both beginners and intermediate users, you'll learn essential SPSS techniques including data import, descriptive statistics, creating insightful charts and graphs, data transformation, exploring correlations and regression, comparing group means with t-tests and ANOVA, and an introduction to multivariate analysis. Crucially, you'll develop the skills to accurately interpret SPSS output, focusing on effect sizes and practical significance to communicate data-driven insights effectively. Enroll now and unlock the power of your data!
Course Author
Dr. Alex Amoroso, PhD
Lead UX & Product Researcher | Head of School (MTF)
Dr. Alex Amoroso is a Senior UX and Product Researcher with over 10 years of experience helping organisations turn research and data into better product decisions.
Her work sits at the intersection of research, product strategy, and decision-making. She has conducted large-scale studies with over 6,000 users across B2B and B2C environments, producing 30+ research reports that have directly informed product direction, user experience design, and innovation initiatives.
She has worked with organisations across Europe on data-driven products, analytics platforms, and IoT systems—partnering with cross-functional teams to translate complex insights into clear, actionable decisions.
Alongside her industry work, Dr. Amoroso teaches Advanced Research Design and Methodologies to doctoral students and serves as Head of the School of Business and Management at the Institute of Management, Technology and Finance.
She holds a PhD in Health Anthropology, with research focused on human behaviour, environmental stress, and quantitative data analysis. Her academic work has been published in multiple peer-reviewed journals.
In her courses, she combines:
Academic rigour
Real-world product case studies
Practical frameworks you can apply immediately
Her focus is simple:
help professionals move from insights → decisions → impact.
Course provided by MTF Institute of Management, Technology and Finance
MTF Institute is a global educational and research institute headquartered in Lisbon, Portugal. We offer hybrid business and professional education in the areas of Business and Management, Science and Technology, and Banking and Finance.
MTF Institute R&D Center conducts research in Artificial Intelligence, Machine Learning, Data Science, Big Data, Web3, Blockchain, Cryptocurrency and Digital Assets, Digital Transformation, Fin-tech, E-commerce, and the Internet of Things.
MTF Institute is an official partner of Deloitte, IBM, Intel, and Microsoft, and is a member of the Portuguese Chamber of Commerce and Industry and the Union of Trade and Services Associations of Lisbon.
MTF Institute has a global presence across 216 countries and territories and has been chosen by more than 1 mln. students.
Exclusive: The Career Accelerator Edition
Why is this course unique?
By enrolling in this special edition, you unlock three strategic career advantages:
1. Dual Certification & Direct Verification Go beyond the standard. Upon completion, you will receive not only the Udemy certificate but also the Official MTF Institute Certificate and Student ID.
· Direct Validation: You will gain access to our automated system to issue your credentials instantly directly from the Institute.
· Credibility: This independent verification adds a layer of professional authority to your CV, recognized by our global partners.
2. Portfolio Building & LinkedIn Visibility In job market, visibility is everything. We don't just teach you skills; we help you showcase them.
· Show, Don't Just Tell: We encourage you to post your course projects and case studies directly to your professional profiles.
· Career Boost: Follow our guidelines to add your new certification to your LinkedIn profile correctly. This simple step significantly improves your visibility to recruiters and demonstrates your commitment to continuous professional development.
3. Access to a Global Professional Community Education is more powerful when shared. You are not learning alone.
· Network: Join thousands of professionals worldwide who trust MTF Institute.
· Stay Informed: Gain the opportunity to subscribe to our industry insights and newsletters, keeping you ahead of trends in management and technology.
Start your transformation from a student to a recognized professional today.
Who this course is for:
- Students, researchers, and professionals who need to analyze data for reports, theses, or business decisions.
- Unlock the power of your data with this practical IBM SPSS course! Designed for beginners and intermediate learners, this course takes you step-by-step from importing your raw data into IBM SPSS to confidently interpreting and presenting your findings. You'll gain hands-on skills in essential SPSS techniques, enabling you to extract meaningful insights for your research, academic projects, or professional reports. We'll start with the fundamentals: navigating the SPSS environment and efficiently importing data from various sources. You'll then master descriptive statistics to summarise and understand your data's basic characteristics. Learn to create compelling and informative charts and graphs to visualize patterns and trends.
- This course goes beyond the basics, equipping you with essential data transformation methods to prepare your data for analysis. You'll delve into the world of relationships between variables, exploring correlations and regression. You'll also learn to perform t-tests and ANOVA to compare group means, and gain an introduction to powerful multivariate analysis techniques. But this course isn't just about running the numbers. A core focus is on interpreting your SPSS output correctly. You'll learn to move beyond simply reporting p-values, and instead, focus on effect sizes, confidence intervals, and the practical significance of your results. This will enable you to tell a compelling and data-driven story. By the end of this course, you'll be equipped with the SPSS skills and the interpretive expertise to confidently analyze data, communicate your findings effectively, and make data-backed decisions.