AI-powered analytics are essential for turning marketing data into business impact. This course teaches you to segment audiences, validate data quality, create automated dashboards, and communicate insights that support strategic decisions.
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您将学到什么
Segment and validate marketing data using AI tools to improve audience targeting and campaign performance.
Create automated dashboards and visualizations that transform complex analytics into clear business insights.
Learn data storytelling frameworks to communicate marketing impact through compelling presentations.
Combining segmentation and validation builds reliable data and enables precise targeting.
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该课程共有19个模块
You will learn the foundational skill of dividing website traffic into meaningful audience segments by analyzing demographic, behavioral, and traffic source data in Google Analytics to identify profile misalignments between actual visitors and target customer profiles that waste marketing budget.
涵盖的内容
2个视频1篇阅读材料1个作业
2个视频• 总计8分钟
- Why Audience Segmentation Transforms Marketing Effectiveness • 4分钟
- Building Your First Audience Segments• 4分钟
1篇阅读材料• 总计8分钟
- Understanding Audience Segmentation Fundamentals • 8分钟
1个作业• 总计3分钟
- Segmentation Knowledge Check• 3分钟
You will learn the essential skill of validating real-time marketing data quality by calculating variance against historical baselines and analyzing cross-metric patterns in Google Analytics to detect tracking failures, bot traffic, and referral spam before making costly budget allocation decisions based on flawed analytics.
涵盖的内容
3个视频1篇阅读材料3个作业
3个视频• 总计20分钟
- When Good Data Goes Bad• 6分钟
- Data Validation Methods and Metrics• 9分钟
- Validating Real-Time Data in Google Analytics• 4分钟
1篇阅读材料• 总计8分钟
- Understanding Data Validation Fundamentals• 8分钟
3个作业• 总计43分钟
- Real-Time Data Validation Challenge• 10分钟
- Data Validation Knowledge Check• 3分钟
- Comprehensive Data Validation Assessment• 30分钟
You will learn the fundamentals of extracting actionable insights from Google Analytics demographic reports to identify which customer segments demonstrate accelerated purchasing behavior patterns.
涵盖的内容
2个视频1篇阅读材料1个作业
2个视频• 总计9分钟
- Why Demographic Analysis Transforms Marketing ROI • 3分钟
- Understanding Purchase Velocity Metrics in Google Analytics• 6分钟
1篇阅读材料• 总计10分钟
- Google Analytics Demographic Reports: Data Interpretation Guide• 10分钟
1个作业• 总计3分钟
- Demographic Analysis Knowledge Check• 3分钟
You will learn the process of creating AI-powered audience segments from their analytics insights and implementing systematic A/B testing frameworks to validate campaign performance improvements.
涵盖的内容
2个视频1篇阅读材料3个作业
2个视频• 总计11分钟
- Why AI-Powered Segmentation Drives Campaign Success• 3分钟
- AI Audience Creation and Export Process for Ad Platforms• 8分钟
1篇阅读材料• 总计9分钟
- A/B Testing Framework for Audience Segment Validation• 9分钟
3个作业• 总计30分钟
- Build and Test Your High-Velocity Audience Strategy • 15分钟
- AI Segmentation and Testing Knowledge Check• 3分钟
- Comprehensive Audience Strategy Validation• 12分钟
You will learn the AI-powered sentiment analysis and theme categorization techniques to transform unstructured user interaction data into actionable marketing intelligence.
涵盖的内容
3个视频1篇阅读材料1个作业
3个视频• 总计12分钟
- Why AI Sentiment Analysis Transforms Marketing Intelligence• 4分钟
- Understanding AI Theme Categorization and Sentiment Analysis• 5分钟
- Implementing AI Theme Categorization in Analytics Platforms• 4分钟
1篇阅读材料• 总计10分钟
- NLP Clustering and Theme Categorization Concepts• 10分钟
1个作业• 总计3分钟
- Sentiment Analysis Knowledge Check• 3分钟
You will learn to master predictive model validation techniques and business scenario testing to ensure AI-driven marketing decisions are reliable and actionable.
涵盖的内容
3个视频2篇阅读材料2个作业
3个视频• 总计14分钟
- Why Model Validation Prevents Costly Marketing Mistakes• 4分钟
- Predictive Model Performance Metrics in Marketing• 5分钟
- Validating Churn Prediction Models Against Historical Data• 4分钟
2篇阅读材料• 总计17分钟
- Precision, Recall, and Model Validation Concepts• 10分钟
- Video: Validating Churn Prediction Models Against Historical Data• 7分钟
2个作业• 总计18分钟
- Model Evaluation Workshop• 8分钟
- Final Assessment• 10分钟
You will learn the foundational process of connecting marketing data sources to Looker Studio and understanding the platform's interface to prepare for creating professional marketing visualizations.
涵盖的内容
3个视频1篇阅读材料2个作业
3个视频• 总计14分钟
- Why Marketing Data Visualization Transforms Business Decisions• 3分钟
- Navigating Looker Studio's Marketing Data Dashboard Interface• 6分钟
- Connecting Marketing Data Sources to Looker Studio• 5分钟
1篇阅读材料• 总计8分钟
- Understanding Looker Studio Interface and Core Components• 8分钟
2个作业• 总计18分钟
- Create Your First Marketing Data Connection• 15分钟
- Data Connection and Setup Knowledge Check• 3分钟
You will learn to create time-series marketing charts with appropriate filters and sharing mechanisms, enabling professional team collaboration and stakeholder communication.
涵盖的内容
3个视频3个作业
3个视频• 总计13分钟
- Why Time-Series Charts Reveal Hidden Marketing Insights• 3分钟
- Chart Types and Configuration Options for Marketing Data• 5分钟
- Building Time-Series Charts with Date Filters• 5分钟
3个作业• 总计28分钟
- Build Marketing Performance Dashboard• 15分钟
- Chart Configuration and Filtering Knowledge Check• 3分钟
- Marketing Data Visualization Mastery Assessment• 10分钟
You will learn to establish foundational knowledge of report automation principles and configure basic scheduling systems using digital marketing platforms.
涵盖的内容
2个视频1篇阅读材料2个作业
2个视频• 总计21分钟
- The Strategic Value of Automated Report Scheduling• 14分钟
- Configuring Basic Scheduling Parameters in Marketing Platforms• 7分钟
1篇阅读材料• 总计8分钟
- Essential Components of Marketing Report Scheduling Systems• 8分钟
2个作业• 总计11分钟
- Design Your First Automated Scheduling Workflow• 8分钟
- Report Scheduling Fundamentals Knowledge Check• 3分钟
You will learn to implement comprehensive automated delivery systems with advanced configuration options, validate system reliability, and apply enterprise-scale scheduling practices.
涵盖的内容
2个视频2篇阅读材料2个作业
2个视频• 总计21分钟
- Why Report Scheduling Automation Matters for Marketing Professionals• 4分钟
- Advanced Scheduling Features for Marketing Excellence• 16分钟
2篇阅读材料• 总计15分钟
- Enterprise-Scale Validation and Multi-Platform Integration for Automated Marketing Reports• 8分钟
- Enterprise Validation and System Monitoring Strategies• 7分钟
2个作业• 总计43分钟
- Advanced Automation Implementation Knowledge Check• 30分钟
- Comprehensive Marketing Automation Mastery Assessment• 13分钟
You will learn the fundamental skill of interpreting web analytics data and transforming technical metrics into compelling business narratives.
涵盖的内容
2个视频1篇阅读材料2个作业
2个视频• 总计12分钟
- Why Analytics Translation Drives Marketing Success.• 4分钟
- From Numbers to Narratives: The Translation Process.• 9分钟
1篇阅读材料• 总计8分钟
- Core Web Analytics Metrics and Business Interpretation.• 8分钟
2个作业• 总计13分钟
- Translate Real Analytics Data into Business Narratives.• 10分钟
- Analytics Translation Knowledge Check.• 3分钟
You will learn to apply their analytics translation skills to create professional PowerPoint presentations that secure stakeholder buy-in and drive strategic decisions.
涵盖的内容
2个视频2篇阅读材料3个作业
2个视频• 总计11分钟
- Crafting Compelling Headlines and Executive Summaries• 11分钟
- PowerPoint Presentation Creation Walkthrough• 1分钟
2篇阅读材料• 总计20分钟
- Presentation Design Principles for Executive Impact.• 10分钟
- Visual Storytelling: Charts and Data Visualization Best Practices• 10分钟
3个作业• 总计28分钟
- Create Your Professional Marketing Impact Presentation.• 15分钟
- Presentation Design and Impact Knowledge Check.• 3分钟
- Executive Marketing Presentation Assessment• 10分钟
You will learn the foundational skills needed to transform raw marketing data into compelling executive narratives by selecting appropriate KPIs, designing clear visual hierarchies, and integrating multiple data sources into cohesive performance stories.
涵盖的内容
2个视频1篇阅读材料2个作业
2个视频• 总计8分钟
- Why Executive Dashboards Drive Marketing Success• 3分钟
- KPI Selection and Data Integration Fundamental• 5分钟
1篇阅读材料• 总计8分钟
- Essential Elements of Executive Marketing Dashboards• 8分钟
2个作业• 总计18分钟
- Create Executive Dashboard for Campaign Performance• 15分钟
- Executive Dashboard Knowledge Check• 3分钟
You will learn the systematic approaches to testing visualization effectiveness, designing controlled experiments that measure how different dashboard designs impact user understanding and decision-making speed.
涵盖的内容
3个视频1篇阅读材料3个作业
3个视频• 总计13分钟
- Why A/B Testing Transforms Dashboard Effectiveness• 4分钟
- Setting Up Visualization Experiments• 6分钟
- Implementing Dashboard A/B Tests• 3分钟
1篇阅读材料• 总计8分钟
- A/B Testing Methodology for Marketing Visualizations• 8分钟
3个作业• 总计36分钟
- Design and Execute Dashboard A/B Test• 18分钟
- A/B Testing Knowledge Check• 3分钟
- Marketing Dashboard Mastery• 15分钟
You will learn to explore the core principles of zero-shot and few-shot learning, including how they differ from traditional supervised learning. Through clear examples and intuitive analogies, learners will build a foundational understanding of these approaches and why they matter in modern machine learning.
涵盖的内容
2个视频1篇阅读材料2个作业
2个视频• 总计7分钟
- Why Marketing Automation Transforms Your Strategic Impact• 3分钟
- Essential Components of Marketing Automation Workflows• 4分钟
1篇阅读材料• 总计8分钟
- Automated Workflow Architecture and Implementation Strategies• 8分钟
2个作业• 总计18分钟
- Configure Your First Marketing Automation Workflow• 15分钟
- Marketing Automation Workflow Knowledge Check• 3分钟
You will learn to implement systematic data validation methodologies to verify marketing KPIs against source data and create comprehensive discrepancy documentation that mirrors real-world data governance practices.
涵盖的内容
1个视频3篇阅读材料2个作业
1个视频• 总计5分钟
- Systematic Data Validation Methodologies for Marketing Analytics• 5分钟
3篇阅读材料• 总计19分钟
- Why Data Validation Protects Your Marketing Career and Company Revenue• 5分钟
- Advanced Validation Techniques and Discrepancy Documentation Frameworks• 8分钟
- Implementing KPI Validation and Cross-Platform Accuracy Checks• 6分钟
2个作业• 总计18分钟
- Data Validation and Accuracy Verification Knowledge Check• 3分钟
- Comprehensive Marketing Data Validation and Accuracy Assessment• 15分钟
You will learn to structure narrative frameworks like SCQA to transform Google Analytics data into compelling visual stories that drive strategic alignment and business outcomes.
涵盖的内容
2个视频1篇阅读材料2个作业
2个视频• 总计12分钟
- Why Data Storytelling Transforms Marketing Impact• 4分钟
- Applying SCQA Framework to Google Analytics Data• 9分钟
1篇阅读材料• 总计8分钟
- Understanding Presentation Frameworks for Data Narratives• 8分钟
2个作业• 总计18分钟
- Creating Your SCQA-Structured Data Presentation• 15分钟
- Data Presentation Framework Knowledge Check• 3分钟
You will systematically analyze audience feedback to strengthen data presentation effectiveness, implementing iterative improvement cycles that balance subjective preferences with actionable insights.
涵盖的内容
1个视频2篇阅读材料3个作业
1个视频• 总计4分钟
- Why Systematic Feedback Analysis Transforms Presentation Impact• 4分钟
2篇阅读材料• 总计13分钟
- Framework for Systematic Feedback Analysis• 8分钟
- Analyzing Presentation Feedback Using CLEAR Framework• 5分钟
3个作业• 总计41分钟
- Systematic Analysis of Your Presentation Feedback• 18分钟
- Feedback Analysis and Improvement Knowledge Check• 3分钟
- Comprehensive Data Storytelling Mastery Assessment• 20分钟
You will learn to build a simple marketing performance assessment using basic analytics tools and data storytelling techniques. You’ll explore how core analysis components come together to generate actionable business insights. The emphasis is on practical interpretation of data in real digital marketing scenarios. You’ll learn to organize, validate, and segment audience data for clearer insights. Through hands-on reporting and visualization, you’ll practice communicating results effectively. By the end, you’ll be able to translate foundational analytics into clear, business-ready marketing narratives.
涵盖的内容
5篇阅读材料1个作业
5篇阅读材料• 总计155分钟
- Module Overview• 5分钟
- Professional Context• 10分钟
- Marketing Analytics: Practical Applications for Digital Marketing• 10分钟
- Assignment: Basic Campaign Assessment Project• 120分钟
- Solution Key• 10分钟
1个作业• 总计30分钟
- Graded Quiz: Marketing Dashboards & Data Storytelling with AI• 30分钟
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人们为什么选择 Coursera 来帮助自己实现职业发展

Felipe M.

Jennifer J.

Larry W.

Chaitanya A.
常见问题
Yes, this course is designed for marketing professionals who want to add visualization and AI analytics skills without coding. All courses teach dashboard creation, AI tool application, and data storytelling from the ground up with hands-on practice in user-friendly platforms like Looker Studio and Google Analytics.
You'll gain practical experience with Google Analytics for data segmentation and validation, Looker Studio for creating professional visualizations and dashboards, AI-powered tools for sentiment analysis and predictive modeling, Facebook Ads Manager for audience deployment, and report automation platforms for scheduling and delivery. These are industry-standard tools used across marketing analytics roles.
This course develops high-demand skills that bridge technical analytics and business communication. You'll be prepared for roles including Marketing Analytics Manager, Data Visualization Specialist, Business Intelligence Analyst, Marketing Data Analyst, and Digital Analytics Manager. The ability to transform data into compelling stories that influence decisions is increasingly essential for senior marketing positions.
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.
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