Measuring Repeated Successful Use as a Habituation Signal
Users who return repeatedly to a feature are the ones who've truly adopted it.
Nico Rossi
Behavioral Data Review
Activation Thresholds for Individual Features vs. Whole-Product Activation
Distinguishing whole-product activation from feature adoption prevents optimizing the wrong metric.
Theo Sørensen
Feature Discovery Rate Measurement in SaaS Products
Four measurement decisions transform adoption from a vanity metric into an actionable signal.
Sofia Whitfield
Building an Eligible-Cohort Adoption Rate Metric for Gated Features
Correctly defining your eligible denominator prevents misreading gated feature adoption rates.
Idris Fontaine
Time-to-Value Measurement for Individual Feature Adoption
Measure time-to-value at the feature level, not the product level.
Soren Devi
Separating Vanity Engagement Metrics From Adoption Behavior Metrics
Adoption metrics reveal whether users found value; vanity metrics just show they showed up.
Yuki Voss
Defining Activation Events That Predict Long-Term Retention in B2B SaaS
Finding specific product behaviors that predict retention beats onboarding checklists.
Malik Alvarez
Reporting Adoption Metrics Without Overstating Causal Lift
Adoption metrics need proper definitions to measure value, not just activity.
Estelle Petrova
Consent and Data-Minimization Constraints on Product Event Collection
Regulators treat event data as personal data the moment it identifies a person.
Kai Halvorsen
Detecting and Resolving Event Instrumentation Gaps
Answer the right questions about user value before designing events.
Malik Alvarez
Versioning and Migrating a Product Event Schema
How to change event schemas without breaking the systems depending on them.
Beatrice Osei
Server-Side vs Client-Side Event Capture in SaaS Products
Client-side tracking misses blocked users; server-side alone misses browser behavior.
Dara Sabatini