Customer Experience · Self-paced course
Understanding CX with Data
A practical guide to using metrics, feedback and behavioral data to understand and improve customer experience.
$97
One-time payment · Self-paced course · 6 modules · 18 lessons
Enroll now — $97Read a free preview lesson
What this is
Learn how to use data, research and customer feedback to understand and improve customer experience. This course walks through core CX metrics, voice of customer programs, feedback collection, behavioral analytics, and the discipline of turning insight into measurable improvement.
It does not promise improvements in satisfaction or retention scores. It shows how to combine metrics, feedback and behavioral data so you understand customer experience more accurately and act on it.
What you will be able to do
- Choose CX metrics that fit your business
- Set up a voice-of-customer program
- Collect feedback without biasing it
- Use behavioral analytics to find friction
- Turn CX insight into prioritized action
The curriculum
Module 1
Why CX needs evidence
- Why Customer Experience Needs Evidence
- The CX Data Landscape
- Building a Question-First Measurement Mindset
Module 2
Core CX metrics
- Net Promoter Score in Context
- CSAT and Transactional Satisfaction
- Customer Effort Score and Friction
Module 3
Voice of customer
- Designing a Voice of Customer Program
- Choosing VoC Listening Posts
- Closing the Loop with Customers
Module 4
Collecting feedback
- Survey Design for Honest Answers
- Timing and Channel for Feedback Requests
- Mining Unsolicited Feedback Sources
Module 5
Behavioral data
- Reading Behavioral Signals
- Funnel and Drop-Off Analysis for CX
- Combining Attitudinal and Behavioral Data
Module 6
From insight to action
- Turning CX Findings into Action Plans
- Prioritizing CX Fixes by Value and Effort
- Measuring the Impact of CX Changes

This is for you if…
- You are responsible for customer experience
- You have survey scores but not much understanding
- You want to combine qualitative and quantitative data
- You present CX findings to leadership
What you get
- 18 lessons across 6 modules, written in plain language
- A free preview lesson you can read before you buy
- One-time payment of $97 — no subscription
- Self-paced study with no deadlines or live sessions
- Practical steps you can apply to your own work as you go
Questions
Is a certificate, license or credential awarded?
No. This course does not award any certification, license, accreditation or professional credential. It is educational content to help you build practical skills.
Can I read a lesson before I buy?
Yes. One lesson is free to read — use the “Read a free preview lesson” button at the top of this page.
How is the course delivered?
It is a self-paced online course. There are no deadlines, live sessions or set start dates; you work through the lessons when it suits you.
How do I pay?
Payment is a one-time charge through the Skill Stack Suite checkout. There is no subscription.
Do you promise any results?
No. The course is educational. It does not promise any income, earnings, job, promotion or business results — what you get from it depends on your situation and how you apply it.
Understanding CX with Data
$97
One-time payment · Self-paced course · 6 modules · 18 lessons
Enroll now — $97Educational content only. This course does not promise any income, earnings, revenue, job or business results; outcomes depend on your own situation and effort. No certification, license or professional credential is awarded.
Lessons
Why Customer Experience Needs Evidence
Free PreviewUnderstand why anecdotes and opinions are not enough to manage customer experience, and what evidence-based CX looks like in practice.
The CX Data Landscape
Map the main categories of customer experience data and learn how solicited, unsolicited, attitudinal and behavioral sources fit together.
Building a Question-First Measurement Mindset
Learn to start CX analysis with clear decisions and questions rather than dashboards full of unexamined numbers.
Net Promoter Score in Context
Understand what NPS measures, how it is calculated, and the conditions under which it is genuinely useful.
CSAT and Transactional Satisfaction
Learn how customer satisfaction surveys work at the transaction level and how to deploy them without exhausting your customers.
Customer Effort Score and Friction
Explore how measuring the effort customers expend reveals friction that satisfaction scores often miss.
Designing a Voice of Customer Program
Learn the core components of a voice of customer program and how to design one that drives action rather than reports.
Choosing VoC Listening Posts
Decide where and when to listen to customers by selecting listening posts that match the moments that matter.
Closing the Loop with Customers
Learn how inner-loop and outer-loop follow-up turn feedback into trust and systemic improvement.
Survey Design for Honest Answers
Write survey questions that minimize bias and produce answers you can actually trust.
Timing and Channel for Feedback Requests
Choose when and where to ask for feedback so that responses are representative and memory is fresh.
Mining Unsolicited Feedback Sources
Turn support tickets, reviews and complaints into a structured source of customer insight.
Reading Behavioral Signals
Learn to interpret what customers do, from usage patterns to repeat contacts, as evidence about their experience.
Funnel and Drop-Off Analysis for CX
Use funnel analysis to locate exactly where customers abandon key journeys and why.
Combining Attitudinal and Behavioral Data
Bring together what customers say and what they do to build a fuller and more reliable picture of experience.
Turning CX Findings into Action Plans
Translate research findings into specific, owned and scheduled improvement actions rather than reports.
Prioritizing CX Fixes by Value and Effort
Use structured prioritization to choose which experience problems to fix first when everything feels urgent.
Measuring the Impact of CX Changes
Verify whether experience improvements actually worked using baselines, comparisons and honest evaluation.