
Join MTF to explore marketing data analysis and data analytics through the expert certificate program.
Please, look to attached files
Explore exploratory data analysis to reveal patterns, outliers, and trends, and use descriptive statistics and histograms, box plots, and scatter plots to guide data preparation.
Explore data privacy and ethics to ensure compliant, fair, and secure data practices under GDPR and CcpA, using consent, data minimisation, and robust safeguards.
Build a professional data analyst portfolio that demonstrates diverse projects in data cleaning, analysis, visualization, and modeling using tools like Excel, SQL, Python or R, and Tableau or Power BI.
Explore career development and job market trends for data analysts, with guidance on resume writing, interview prep, and pathways to senior analyst, data scientist, data engineer, or bi analyst roles.
Join a practical marketing data analysis and data analytics program with hands-on exercises using commonly used tools, guided by Alex, a product researcher and lecturer.
Develop hands-on data cleaning, analysis, and visualization skills across Excel, SQL, Python, R, and Tableau, handling missing data, performing descriptive statistics and regression, and telling a data-driven story with visuals.
Learn to clean and analyze sales data in Excel by identifying missing values, imputing with the average, and using pivot tables to summarize by region and product.
please, download attachments for practicing
Learn to use SQL to extract and manipulate data, write queries, perform joins, group by, top selling products, and subqueries, including importing four tables and retrieving customer and order details.
please, download attachments for practing
Analyze data with R: handle missing data, compute descriptive statistics, run regression of charges on age, BMI, and children, and visualize with scatter plot and regression line in Posit Cloud.
please, download attachments for practicing
please, download attachments for practicing
Celebrate completing the course and continue building your data analyst skills in Excel, SQL, Python, R, and Tableau through hands-on exercises for future projects with MTF courses.
Explore a module presentation for data analysis in marketing from the Institute of Management, Technology and Finance, led by Alex, a product researcher and lecturer in research methods.
Please, look to attached files
Explore how data analysis in marketing empowers data driven marketing decisions, covering foundations, tools, and strategies to leverage data to optimize campaigns, enhance customer insights, and drive measurable results.
Explore how marketing data types, including quantitative and qualitative, and structured and unstructured data, shape campaign decisions, with examples like website visits, conversion rates, reviews, and social media insights.
Explore four marketing data analysis frameworks—descriptive, diagnostic, predictive, and prescriptive—and learn how each reveals what happened, why it happened, what will likely happen, and what to do.
Prioritize the right work and connect it to outcomes, as professionals in 2026 are judged by judgment, explainability, and ownership, not by volume or activity.
Frame problems before solving them to guide decisions, collaborate across teams under uncertainty, and explain your work clearly to stakeholders, improving adoption and trust in 2026.
Leverage AI and automation to shift from output quantity to delivering meaningful insights that inform decisions and drive action.
Stay relevant after 2026 in data analytics by building durable capabilities: critical thinking, domain expertise, ethical judgment, communication, and learning agility. Let judgment guide tool use.
Turn Marketing Data into Real Business Decisions
Marketing today is driven by data — but most professionals struggle to turn data into clear, actionable insights.
This course gives you a complete, practical foundation in marketing analytics and data analysis, combining:
core data skills
hands-on tools
marketing-specific applications
You will learn not just how to analyse data, but how to use it to improve marketing performance and make better decisions.
What Makes This Course Different
This is not just a technical data course.
You will learn:
how data connects to marketing strategy
how to analyse campaigns and customer behaviour
how to translate data into business actions
The focus is on:
from data → to insight → to decision
What You Will Learn
Data Analysis Foundations
Data collection, cleaning, and preparation
Exploratory data analysis (EDA)
Statistical analysis and data visualisation
Tools Used in Real Work Environments
Excel for analysis and reporting
SQL for data extraction and manipulation
Python and R for advanced analysis
Tableau for data visualisation
Marketing Analytics & Applications
Customer segmentation and targeting
Campaign performance analysis
A/B testing and experimentation
Marketing metrics and KPIs
Predictive Analytics & Forecasting
Identify trends and patterns
Forecast performance
Apply predictive models to marketing data
Data-Driven Decision Making
Understand descriptive, diagnostic, predictive, and prescriptive analytics
Turn insights into actions
Build a data-driven mindset
Who This Course Is For
Marketing professionals who want to use data effectively
Data analysts interested in marketing applications
Beginners who want to learn marketing analytics from scratch
Professionals transitioning into analytics roles
Why This Course Matters
Companies are not looking for people who just run campaigns.
They need professionals who:
understand data
analyse performance
make better decisions
This course helps you build those capabilities.
Important Note
This course is designed as a practical, end-to-end introduction to marketing analytics.
It helps you:
understand key tools and concepts
apply analytics to real marketing problems
build a strong foundation for advanced roles
Enrol Now
Start building the skills to analyse data, improve marketing performance, and make smarter decisions.
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.