A CONNECTED LEARNING PATH / 18 GUIDES
Metric definitions.
Follow a question, explore a worked example and choose one useful action. Read in order or start with the challenge in front of you.
Explore every topicSeparate revenue, bookings and cash collections
Define signed commitments, recognised revenue and receipts on separate clocks, then explain their legitimate differences through a traceable bridge.
Define an active customer before counting one
Choose a meaningful qualifying event, identity unit and observation window so active-customer counts describe the behaviour readers expect.
Build a retention metric with a clear cohort
Compare customer return behaviour at the same cohort age with explicit entry events, return windows and eligibility rules.
Distinguish gross and net revenue in a report
Explain the deductions and timing behind gross and net sales views while keeping management labels distinct from formal accounting policy.
Choose a conversion window that fits the journey
Define conversion opportunity from a shared entry event and show how observation windows change measured outcomes without implying causation.
Calculate a weighted average without hiding the weights
Calculate pooled averages from appropriate weights and disclose what those weights represent so small groups do not receive accidental equal influence.
Choose between the mean and the median
Choose a summary that fits the decision, examine distribution shape and keep valid long cases visible when describing typical service times.
Aggregate ratios using the underlying counts
Pool conversion and other rates from compatible numerators and denominators while preserving group counts and composition effects.
Define inventory turnover consistently
Choose matching inventory and throughput bases, a stated averaging method and a clear period before interpreting stock turnover.
Measure capacity utilisation with an honest denominator
Distinguish paid, available and productive hours so capacity utilisation supports planning without hiding absence, rework or delivery constraints.
Define a backlog by status and age
Create a reproducible backlog snapshot using explicit eligibility statuses, age clocks and treatment of blocked or administratively open work.
Make a gross-margin definition reproducible
Specify revenue, cost scope and matching periods so gross-margin comparisons can be reconstructed and classification changes remain visible.
Treat refunds according to the reporting question
Keep refund events linked to original orders while choosing order-cohort or adjustment-period views that answer distinct reporting questions.
Count customers across several systems
Count a defined customer entity across billing, CRM and service tools using reviewed mappings, clear commercial scope and visible unresolved identities.
Explain recurring revenue without counting every receipt
Define a recurring commitment metric with explicit inclusion, monthly normalisation and cancellation rules while keeping receipts and recognised revenue separate.
Compare funnel stages using a shared entry cohort
Follow the same eligible entrants through defined stages and windows so funnel ratios do not mix unrelated period activity.
Compare regions on a sensible basis
Choose regional comparison bases deliberately, separating total scale, exposure, currency and customer mix rather than hiding them in a single ranking.
Build a metric dictionary people can actually use
Write concise metric definitions with reproducible formulas, populations, clocks and worked boundary cases that connect directly to published reports.