Engagement

Retention & progress audit

A deep review of learner cohorts, lesson funnels, and study-habit signals for language learning apps — with a written brief and working session.

Who this is for

Product managers, curriculum leads, and founders of language learning apps who already ship lessons but cannot trust the story their charts tell. Typical clients teach one or more languages through structured units, spaced practice, or tutor-supported paths.

Result you walk away with

A clear picture of where learners stall, which events actually describe intentional study, and a shortlist of metrics worth defending in the next planning cycle. The audit does not replace your analytics vendor; it interprets language-learning behaviour against your pedagogy and release plan.

Scope included

  • Inventory of lesson, practice, streak, and subscription-related events
  • Reconstruction of first-week and week-four cohorts by acquisition channel and starting language level
  • Lesson-path drop analysis for at least one core skill track you nominate
  • Separation of passive exposure (notifications, autoplay audio) from intentional exercise completion
  • Written findings (PDF) and a 90-minute readout with product and curriculum stakeholders
  • Instrumentation recommendations ranked by effort versus decision value

Out of scope

  • Building or hosting an analytics product for you
  • Ongoing A/B test operations (available separately as advisory)
  • Legal privacy assessments or consent-banner redesign
  • Curriculum rewriting or lesson authoring

Provider & process

Sitecornerhub consultants based in Kuching lead the engagement. After a discovery call we request read-only access to exports or warehouse views under confidentiality terms. Analysis runs over two to three weeks; you receive a draft for factual correction before the final readout.

Duration & delivery

Most audits complete in three to four weeks from data access. Sessions are remote by default; on-site workshops in East or Peninsular Malaysia can be arranged when travel time is agreed in the estimate.

Preparation

Please prepare: a current event catalogue, a sample of recent learner cohorts (anonymised), and the single retention or progress question you most need answered before your next release freeze.

Pricing basis

Fees start at MYR 12,800 for a single-language app with a coherent event schema. Multi-language catalogues, fragmented event naming, or heavy tutor-marketplace components are quoted after discovery. A deposit secures the start date; see Fees and Refunds.

Next step

Send an enquiry with your app’s primary language and whether you can export events this month.