University of Colorado System

Data Science for Marketing Specialization

University of Colorado System

Data Science for Marketing Specialization

Data Science for Marketing Success.

Gain advanced skills in marketing data analytics, machine learning, and decision-making strategies to increase customer lifetime value.

A.W. Lukens
Tony Cox, Jr.
Ric Mills

Instructors: A.W. Lukens

Access provided by PKO BP

1,684 already enrolled

Get in-depth knowledge of a subject

from 16 reviews of courses in this program

Intermediate level

Recommended experience

16 weeks to complete
at 4 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject

from 16 reviews of courses in this program

Intermediate level

Recommended experience

16 weeks to complete
at 4 hours a week
Flexible schedule
Learn at your own pace

See how employees at top companies are mastering in-demand skills

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Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from University of Colorado System

Specialization - 4 course series

Customer Data Analytics for Marketers

Customer Data Analytics for Marketers

Course 1, 24 hours

What you'll learn

  • Key statistical concepts and simple linear regression to improve data-driven marketing decisions.

Skills you'll gain

Category: Correlation Analysis
Category: Regression Analysis
Category: Descriptive Analytics
Category: Analytics
Category: Statistical Analysis
Category: Descriptive Statistics
Category: Data-Driven Decision-Making
Category: Predictive Analytics
Category: Data Ethics
Category: Analytical Skills
Category: Probability & Statistics
Category: Statistical Hypothesis Testing
Category: Customer Analysis
Category: Data Analysis
Category: Statistical Visualization
Category: Customer Insights
Category: Statistical Modeling
Category: Data-Driven Marketing
Category: Customer Retention
Category: Marketing Analytics
Regression Modeling for Marketers

Regression Modeling for Marketers

Course 2, 19 hours

What you'll learn

  • Apply regression analysis to understand & predict marketing outcomes. Interpret market data & refine statistical models for real-world application.

Skills you'll gain

Category: Predictive Modeling
Category: Regression Analysis
Category: Model Evaluation
Category: Statistical Software
Category: Logistic Regression
Category: Statistical Analysis
Category: Statistical Hypothesis Testing
Category: Target Market
Category: Statistical Methods
Category: Marketing Analytics
Category: Predictive Analytics
Category: Data-Driven Marketing
Category: Marketing
Category: Market Analysis
Category: Variance Analysis
Category: Data Visualization
Category: Strategic Marketing
Category: Statistical Modeling
Category: Customer Insights
Machine Learning for Marketers

Machine Learning for Marketers

Course 3, 22 hours

What you'll learn

  • Apply machine learning to improve targeted marketing & strategic decision-making. Analyze & forecast customer behaviors using advanced algorithms.

Skills you'll gain

Category: Classification And Regression Tree (CART)
Category: Dimensionality Reduction
Category: Supervised Learning
Category: Unsupervised Learning
Category: Customer Analysis
Category: Machine Learning
Category: Marketing Analytics
Category: Data-Driven Marketing
Category: Predictive Analytics
Category: Data-Driven Decision-Making
Category: Business Marketing
Category: Marketing Strategies
Category: Customer experience improvement
Category: Personalized Service
Category: Predictive Modeling
Category: Statistical Machine Learning
Category: Strategic Marketing
Category: Applied Machine Learning
Category: Advanced Analytics
Category: AI Personalization
Time, Change, and Decisions for Marketing

Time, Change, and Decisions for Marketing

Course 4, 23 hours

What you'll learn

  • Predict customer behaviors and market trends using advanced analytics.

Skills you'll gain

Category: Markov Model
Category: Bayesian Statistics
Category: Bayesian Network
Category: Data-Driven Marketing
Category: Marketing Analytics
Category: Decision Making
Category: Customer Retention
Category: Predictive Analytics
Category: Time Series Analysis and Forecasting
Category: Predictive Modeling
Category: Data-Driven Decision-Making
Category: Strategic Decision-Making
Category: Autoencoders
Category: Advanced Analytics
Category: Anomaly Detection
Category: Customer Engagement
Category: Simulation and Simulation Software
Category: Marketing Strategies
Category: Forecasting
Category: Consumer Behaviour

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Instructors

A.W. Lukens
University of Colorado System
7 Courses10,623 learners

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