Measurement and definition map
Connect business goals with events, stages, sources, and owners. Write down what counts as a lead, a qualified opportunity, or a completed action.
Marketing Analytics Services
I help you make sense of your marketing numbers.
I start with the questions you need to answer, then look at what your reporting can actually tell you. The work can include measurement planning, tracking reviews, and help interpreting the results.
It is easy to have several dashboards and still be unsure where an inquiry came from or whether a campaign helped. I check the definitions, tracking, and missing information before drawing conclusions.
The questions I start with
I review GA4 events, campaign naming, CRM handoffs, and reporting requirements. We’ll agree on access and implementation responsibilities, and I’ll explain where the data leaves us uncertain.
- Campaign reports disagree with sales or operational records.
- Important customer actions are missing or counted more than once.
- Your team needs a smaller set of useful measures and review questions.
What I can review and document
We’ll agree on the tasks, costs, and responsibilities before I start. These are the areas we can include.
Tracking quality review
Check important events, campaign parameters, duplicates, and missing handoffs. Record the limits of the current data rather than silently filling the gaps.
Reporting specification
Define the views, segments, and comparisons needed for actual decisions. Separate executive questions from operational diagnostic detail.
Decision and maintenance rhythm
Assign responsibility for reviewing anomalies, checking changes, and turning observations into next actions. Keep definitions maintained as the business changes.
How I check your measurement setup
Start with the decision
Identify which business or marketing choices the reporting needs to support. Remove metrics that have no useful role in those choices.
Validate the underlying signals
Trace important actions through the website and CRM. Confirm event definitions and where platform reports differ.
Build an interpretable view
Group data around the customer journey and relevant segments. Explain denominators, time windows, and missing context.
Keep the measurement useful
Document changes, inspect anomalies, and review actions taken from the report. Treat measurement as an operating practice rather than a one-time dashboard.
What makes the reporting useful
I’ll look at the information you already have and agree with you on what to track. Here are some of the questions we can use it to answer.
Event accuracy
Recorded actions matching the intended definition.
The decision: Fix misleading counts before making optimization decisions.
Data completeness
Known coverage and gaps across the journey.
The decision: Choose conclusions the evidence can support.
Decision follow-through
Useful actions recorded after the review.
The decision: Judge reporting by its contribution to clearer choices.
Technical reference: GA4 recommended events.
Questions about working with me.
A few details about marketing analytics services.
Can you audit GA4 and conversion tracking?
Yes. The review can cover event definitions, important user actions, duplicates, campaign parameters, and the connection with business records. Changes to tags, integrations, or consent behavior require an agreed implementation scope. An event should represent the action its name claims, rather than simply the easiest interaction to collect.
Will we get a dashboard?
A dashboard can be part of the scope when it answers a defined set of questions. The data sources, maintenance needs, audience, and decision cadence should be clear first. A smaller view with reliable definitions is often more useful than a large report that nobody knows how to interpret.
Can you attribute every sale to a marketing channel?
No reporting setup provides a perfect account of every influence. Cross-device journeys, offline conversations, consent choices, and platform differences create gaps. I would make the model and its limitations explicit, then use the evidence available to support better decisions without claiming certainty the data does not contain.
Other ways I can help.
You may also want to look at these services, or learn about my approach and experience.
Marketing Analytics
Tell me about
your project.
Tell me what you need and what you’ve tried so far. I’ll read your message and reply by email.
Prefer email? hello@sanusiddharth.com