Studio notes · Volume IV · North Sunderland

Product analytics taught as a discipline of attention, not a dashboard tour.


Layer Kernelcore works with practitioners who already ship software and still cannot explain why week-one retention moved. We teach App Analytics as a written practice: name the event, defend the cohort, and leave a ledger someone else can audit.

Open the Cohort Retention Studio syllabus →
A dimly lit desk with analytics charts on a laptop screen
Intake still, 2026 Atelier
73practitioners in the last closed intake
4.2mean from 58 written letters, not star widgets
11live modules across the atelier year
2019first Northumberland reading group

From the letter drawer

What people actually used after the last sitting

“The Event Taxonomy Atelier forced us to retire three ‘signup’ events that had been quietly double-counting since 2022. Finance noticed before marketing did.”
Helena Voss · Head of Product, regional publisher
“Cohort Retention Studio is careful work. Week 4 assumed more SQL fluency than the prospectus implied; I spent a Sunday on JOIN hygiene that a primer would have saved. The decaying-cohort notebook, however, is still open on my desk.”
Ravi, Leeds

Read the longer letters →

Programmes

Five rooms, one craft

All programmes
Dashboard with coloured retention curves

Flagship · twelve weeks

Cohort Retention Studio

Hold a cohort still long enough to see whether the product actually keeps people, or only appears to.

Syllabus
Printed charts spread across a wooden table

Six weeks

Event Taxonomy Atelier

A naming convention that survives a reorg, a vendor swap, and a tired Friday deploy.

Overview
Line chart printed in a notebook beside a pen

Four-day intensive

Funnel Integrity Intensive

Find the silent drop that looks like a conversion because two steps share a name.

Overview
Quiet office interior with long timber table and warm lamps
Reading room, North Sunderland

How the studio teaches

We mark ledgers, not slide decks.

Each sitting begins with a property you already ship. You bring a raw export, a confused board slide, or a tracking plan that nobody defends. Tutors annotate in the margin: which event is a fact, which is a hope, and which should never have been billed as a conversion.

  • Written critiques returned within five working days of each assignment.
  • Office hours by appointment, not an always-on chat that pretends to be mentoring.
  • United Kingdom case material — grocery delivery, media, and public-service apps — not Californian folklore.

A fragment from the file

Grocery delivery, north of the Tyne

A client in grocery delivery arrived with a “healthy” D7 that collapsed once we split new versus returning shoppers. The Mobile Session Diagnostics notes from that month are now a set piece in the atelier: crash-free sessions had been high, while the order-confirm event fired on a screen users never reached after a payment retry. The full account sits on the letters page.

Open the case notes →

The Kernel

Recent studio writing

Journal index

Enrolment

Write before you book a seat.

Tell us which property you measure and where the numbers currently embarrass you. We reply within two working days and will not invent urgency around remaining places.

Write to the studio