Time, Change, and Decisions for Marketing (Coursera)

Time, Change, and Decisions for Marketing (Coursera)

"Time, Change, and Decisions for Marketing" shows how advanced analytics can be used to adapt and optimize marketing strategies in response to evolving market conditions. Unique to this course is the integration of advanced analytics into strategic marketing decision-making, equipping learners with the skills and knowledge to lead data-driven marketing initiatives and coordinate strategies across teams for maximum business impact.

Class Deals by MOOC List - Click here and see Coursera's Active Discounts, Deals, and Promo Codes.

This course is part of the Data Science for Marketing Specialization.

What you'll learn
Predict customer behaviors and market trends using advanced analytics.

Syllabus

Bayesian Networks
Use Causal Bayesian Networks and Partial Dependence Plots to revolutionize your marketing strategies. This module shows you how to optimize decision-making, understand customer behavior, and visually interpret complex data for strategic marketing insights.

Time and Change
Clarify the dynamics of customer behavior and market trends with Dynamic Bayesian Networks. Master time series forecasting and change detection to stay ahead in the ever-evolving marketing landscape, ensuring your strategies remain relevant and effective.

Learning and Decision Optimization
Optimize marketing and business decision-making with the help of causal forecasting. Learn to model customer journeys, perform what-if analyses, and apply Bayesian inference, equipping you with cutting-edge tools for real-time, data-driven marketing strategies.

Go to Class
MOOC List is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Related Courses

Leadership Through Marketing (Coursera) Coursera
Northwestern University

Leadership Through Marketing (Coursera)

The success of every organization depends on attracting and retaining customers. Although the marketing concepts for doing so are well established, digital technology has empowered customers, while producing massive amounts of data, revolutionizing the processes through which organizations attract and retain customers. In this course, students will learn how to identify new opportunities to create value for empowered consumers, develop strategies that yield an advantage over rivals, and develop the data science skills to lead more effectively, allocate resources, and to confront this very challenging environment with confidence.

Jun 14th 2026
4 Weeks
Introducción al Mercado (Coursera) Coursera
Universidad Nacional Autónoma de México

Introducción al Mercado (Coursera)

El estudio de mercado nos ayuda a identificar y definir oportunidades y problemas de mercado, para generar y evaluar estrategias de promoción y venta de los productos y/o servicios de tu empresa o idea de negocio, y a su vez mejorar la relación que existe entre la empresa y sus clientes, consumidores, proveedores, etc.

Jun 8th 2026
5-12 Weeks
Measure and Optimize Social Media Marketing Campaigns (Coursera) Coursera
Facebook

Measure and Optimize Social Media Marketing Campaigns (Coursera)

This course provides you with the skills to optimize your social media marketing efforts. Learn to evaluate and interpret the results of your advertising campaigns. Learn how to assess advertising effectiveness through lift studies and optimize your campaigns with split testing. Understand how advertising effectiveness is measured across platforms and devices, learn how to evaluate the ROI of your marketing, and master how to communicate your social media marketing results to others in the company. By the end of this course, you will be able to: analyze dashboards and evaluate ROI from your social media marketing efforts; understand different techniques used to optimize marketing campaigns, such as attribution and marketing mix models; implement an A/B test to optimize your campaign; present and communicate the results of your campaign to a team.

Jun 9th 2026
4 Weeks
Foundations of Everyday Leadership (Coursera) Coursera
University of Illinois at Urbana-Champaign

Foundations of Everyday Leadership (Coursera)

In this course you will learn about the “head and heart” of everyday leadership, individual decision making, group decision making, and managing motivation. The objectives are to understand why and how leadership skills are so critical to organizational success, and learn the foundations of effective leadership skills. Learners: understand why and how leadership skills are so critical to organizational success; know how to use leadership skills to work more effectively with others, and are able to organize teams to work more effectively together; will be able to apply the foundations of effective leadership skills to everyday situations faced by leaders.

Jun 8th 2026
4 Weeks
Marketing in a Digital World (Coursera) Coursera
University of Illinois at Urbana-Champaign

Marketing in a Digital World (Coursera)

This course examines how digital tools, such as the Internet, smartphones, and 3D printing, are revolutionizing the world of marketing by changing the roles and practices of both firms and consumers. Marketing in a Digital World is one of the most popular courses on Coursera with over 250,000 Learners and is rated by Class Central as one of the Top 50 MOOCs of All Time.

Jun 10th 2026
4 Weeks
Fundamentals of Social Media Advertising (Coursera) Coursera
Facebook

Fundamentals of Social Media Advertising (Coursera)

This course takes a deep dive into paid advertising on social media. Learn how to start advertising on platforms like Facebook and Instagram by developing effective ads. Learn how to work with design teams by capturing the essence of your ad campaign in a creative brief, and understand how privacy policies may affect your ads. Complete the course with a project where you will produce a creative brief with assets you would deliver to a design team for your ad campaign. You’ll also create your first social media ad.

Jun 9th 2026
5-12 Weeks
Applying Data Analytics in Marketing (Coursera) Coursera
University of Illinois at Urbana-Champaign

Applying Data Analytics in Marketing (Coursera)

This course introduces students to the science of business analytics while casting a keen eye toward the artful use of numbers found in the digital space. The goal is to provide businesses and managers with the foundation needed to apply data analytics to real-world challenges they confront daily in their professional lives.

Jun 13th 2026
4 Weeks
Market Research and Consumer Behavior (Coursera) Coursera
IE Business School

Market Research and Consumer Behavior (Coursera)

Your marketing quest begins here! The first course in this specialization lays the neccessary groundwork for an overall successful marketing strategy. It is separated into two sections: Market Research and Consumer Behavior. Gain the tools and techniques to translate a decision problem into a research question in the Market Research module. Learn how to design a research plan, analyze the data gathered and accurately interpret and communicate survey reports, translating the results into practical recommendations.

Jun 8th 2026
4 Weeks
Introduction to Social Media Marketing (Coursera) Coursera
Facebook

Introduction to Social Media Marketing (Coursera)

This course lays the foundation of social media marketing. You’ll learn what social media marketing entails, including the history and the different social media channels that exist. You’ll learn how to select a social media channel that fits your needs, set goals and success metrics, and determine who your target audience is.

Jun 9th 2026
5-12 Weeks
Applying Data Analytics in Finance (Coursera) Coursera
University of Illinois at Urbana-Champaign

Applying Data Analytics in Finance (Coursera)

This course introduces an overview of financial analytics. You will learn why, when, and how to apply financial analytics in real-world situations. You will explore techniques to analyze time series data and how to evaluate the risk-reward trade off expounded in modern portfolio theory. While most of the focus will be on the prices, returns, and risk of corporate stocks, the analytical techniques can be leverages in other domains. Finally, a short introduction to algorithmic trading concludes the course.

Jun 14th 2026
4 Weeks
Probabilistic Graphical Models 1: Representation (Coursera) Coursera
Stanford University

Probabilistic Graphical Models 1: Representation (Coursera)

Probabilistic graphical models (PGMs) are a rich framework for encoding probability distributions over complex domains: joint (multivariate) distributions over large numbers of random variables that interact with each other. These representations sit at the intersection of statistics and computer science, relying on concepts from probability theory, graph algorithms, machine learning, and more. They are the basis for the state-of-the-art methods in a wide variety of applications, such as medical diagnosis, image understanding, speech recognition, natural language processing, and many, many more. They are also a foundational tool in formulating many machine learning problems.

Jun 8th 2026
5-12 Weeks