Case highlights

Scenario

A fast-growing online education platform (EAD) offering professional certification courses began experiencing a rise in refund requests and course abandonment. Even with competitive pricing and strong marketing, students frequently expressed dissatisfaction online — mainly through TikTok, YouTube comments, and Google reviews. The Product & Learning Experience team needed deeper visibility into what made students discontinue courses and choose competitors.

Problem

The company relied on post-course surveys and support tickets as primary sources of feedback. However:

Only a small number of students responded to surveys. Negative sentiment online grew faster than internal teams could track. Competitors were praised for aspects the company did not monitor — such as video quality, downloadable materials, and instructor engagement. Without real-time competitive intelligence, the company lacked clarity on what students valued most and why they were leaving.

How Yellow Tokens helped

Yellow Tokens was adopted to systematically analyze unsolicited feedback across all digital channels — both for the company and its competitors.

With Yellow Tokens, the Product & Learning Experience team could:

Identify the true reasons behind churn: recurring complaints about outdated lessons, unclear instructions, and limited support availability. Benchmark against e-learning competitors: discovering that students praised competitors for clearer course structure, hands-on examples, and high instructor responsiveness. Detect issues with course delivery: feedback revealed frequent accessibility issues and inconsistencies in the learning platform experience. Build a prioritized improvement roadmap: focusing on updating key modules, improving tutor support, and enhancing platform usability.

The Product team shifted from intuition-driven decisions to an approach grounded in real audience sentiment: Influence on course design: insights guided prioritization of updates to modules with the highest dissatisfaction. Improved alignment with Marketing and Support: unified understanding of the student journey informed messaging and service processes. Leadership recognition: the Product team became a strategic driver in reducing churn and improving lifetime value.

Results

  • Course abandonment dropped by 27% after improving modules with highest negative sentiment.
  • Student satisfaction increased by 30%, reflected in unsolicited positive reviews.
  • Refund requests decreased by 22%.
  • The platform strengthened its market reputation and gained clarity on how to surpass competitors.
  • Yellow Tokens transformed the company’s approach to understanding student needs, helping them deliver higher-quality learning experiences and improve profitability.

Discover how Yellow Tokens can help you understand your audience better

Turn real feedback into actionable insights and build experiences your customers truly value.