01 / Behind the approach
The decision behind the approach
Match the reporting model to reliable CRM data and use experimental evidence where feasible to test contribution.
02 / Behind the approach
The scope at a glance
- Measurement Audit and Conversion Repair
- Touchstream Unification in the Warehouse
- Revenue-Weighted Model and Validation
- Staged Reallocation and Ongoing improvement Cadence
01 / Definitions
Agree what the business event means.
Name the action, its source and the circumstances under which it should be counted. Keep attempted actions, completed actions and later commercial outcomes distinct.
- Connect trustworthy order or CRM records with available source information, resolving duplicates and status differences.
- Specify the event and reference system.
- Define eligible records and exclusions.
- Record currency, time zone and reporting period.
The working decision
Agree what the business event means.
Specify the event and reference system.
02 / Validation
Follow a known action through the systems.
Use controlled checks to see where an event is created, transformed and received. Inspect duplicates, missing fields and permission handling before relying on the report.
- Explain how credit is assigned, what remains unknown and which costs and revenue definitions are included.
- Compare expected and observed payload fields.
- Check identifiers and duplicate handling.
- Record gaps instead of filling them with assumptions.
The working decision
Follow a known action through the systems.
Compare expected and observed payload fields.
03 / Reconcile
Explain why the reports differ.
Compare systems using the same scope. Different attribution windows, processing times and definitions can produce different totals without either report describing the full business outcome.
- Use controlled changes or suitable experiments where practical, then compare the resulting business outcomes.
- Align periods and outcome definitions.
- Separate observed records from modelled credit.
- Document unresolved discrepancies.
The working decision
Explain why the reports differ.
Align periods and outcome definitions.
03 / Behind the approach
How the approach fits together
1. Reconcile the business records
Connect trustworthy order or CRM records with available source information, resolving duplicates and status differences.
2. State the model and its limits
Explain how credit is assigned, what remains unknown and which costs and revenue definitions are included.
3. Test the budget decision
Use controlled changes or suitable experiments where practical, then compare the resulting business outcomes.
04 / Behind the approach
What to measure
- Revenue efficiency: stated revenue divided by the stated spend base.
- Source coverage: usable-source records divided by eligible records.
- Contribution: observed business value with modelled credit reported separately.
Report the observation period, the source of each measure and any changes to the way data was collected. Compare like with like before treating a difference as improvement.
Does attribution prove that a channel caused a sale?
No. Attribution assigns credit under a model. Experiments and other evidence are needed to estimate additional contribution.
Choose one dashboard as the whole truth?
Identify the source of record for each question. A platform is useful for its own delivery data; the order, CRM or billing system may be the reference for a completed business outcome.
Read a tracking increase as a sales increase?
A measurement repair can reveal activity that was previously missing. Report the instrumentation change separately before assessing whether business performance also changed.
Revenue efficiency
stated revenue divided by the stated spend base.
Revenue and spend records with the included sources and period stated.
Source coverage
usable-source records divided by eligible records.
Eligible source records and the documented classification rules.
Contribution
observed business value with modelled credit reported separately.
Business outcomes alongside the attribution model and cost assumptions.
05 / Behind the approach
What this example helps you evaluate
Use the approach to identify what needs to change, what your team must provide and how you would judge progress. The commercial outcome depends on the starting point, implementation and operating conditions.
06 / Behind the approach
When this approach is relevant
Use this as a starting point when the obstacle and operating conditions resemble your own. The first discussion should establish whether the underlying cause is similar and whether the required information and delivery capacity are available.
Measurement dictionary
The business meaning, source and counting rules for each reported event.
Data route diagram
Where the event originates, where it is transformed and which destinations receive it.
Validation record
Expected results, observed results and handling of permission or duplicate events.
Reconciliation notes
The scope of the comparison, known differences and what remains unresolved.
Before we start
Questions about the approach
How should I read this case study?
This is an illustrative composite scenario explaining a method. It is not a verified result for a single named client. Use it to understand the decisions and information the approach requires.
Does attribution prove that a channel caused a sale?
No. Attribution assigns credit under a model. Experiments and other evidence are needed to estimate additional contribution.
Can the same approach work for our business?
The sequence may be useful, but it needs to fit your product, audience, systems and buying journey. We begin with the problem and the available evidence before proposing the scope.
What should we bring to the first conversation?
Your website, the target market and a short explanation of the obstacle are a useful start. Bring existing reports if available; access and any sensitive records can be discussed through the appropriate process.
