Description

A focused course, tailored for you

The Senior Growth Operator's Measurement Reconciliation Build

Name: The Senior Growth Operator's Measurement Reconciliation Build
Price: 199 USD
Availability: InStock

Reconcile paid-channel, lifecycle, and analytics numbers into one growth view you can defend at the leadership review.

Three different CAC numbers on the Monday growth review, three confident leaders, one CRO asking which one to trust.

$199 one-time

Tailored to your situation. Access within 24 hours. 30-day money-back.

Includes a hand-built implementation playbook delivered alongside course access, generated for your specific situation.

Why this course

Every senior growth operator running a meaningful budget hits the same wall. Paid platforms report a CAC based on platform-attributed conversions. The lifecycle and CRM team report a CAC anchored to cohort payback and contribution margin. The analytics team, running geo-holdouts or matched-market incrementality, reports a third CAC stripped of organic lift and view-through inflation. All three are defensible. They answer different questions. The leadership team hears three answers and quietly stops trusting growth's headline number. The fix is not another tool, not another dashboard, not another agency review. The fix is one reconciliation layer that names the methodology behind each number, ties each one back to the same revenue source of truth, and produces a single weekly growth pack the CRO and CFO open once and act on. This course is that build, step by step, with every spreadsheet, SQL block, calendar, and review-meeting agenda included.

What you walk away with

A single reconciled CAC ledger per channel per week, with platform-reported, MTA, and incrementality-adjusted CAC side by side and every variance explained.
A lifecycle payback model that closes back to finance's contribution-margin definition of revenue, not gross.
An incrementality test calendar that produces a defensible read on every major channel within the current quarter.
A weekly growth review pack the leadership team opens once, with no follow-up questions on the headline number.
A budget reallocation protocol tied to incrementality results, not platform-attributed last-click.

The 12 modules

Module 1. The three-number problem and where it comes from

Open with the live scene at the Monday growth review. Three confident leads, three CAC numbers, one CRO. Walk through why platform-attributed CAC, lifecycle cohort CAC, and incrementality-adjusted CAC are all internally consistent and all answering different business questions. Establish the methodology taxonomy you will use across the rest of the course as the shared vocabulary for the leadership team. Set the goal: one reconciled view, not one new methodology.

Module 2. Pick the revenue source of truth and lock it

Reconciliation only works if every number ties back to the same denominator. Walk through the choices: gross revenue, net revenue, contribution margin, gross profit. Show why finance's contribution-margin definition is the right anchor for blended CAC and LTV, even though paid platforms cannot consume it. Build the SQL view that produces the canonical weekly revenue figure, signed off by finance, that every CAC and LTV calculation must close back to.

Module 3. The platform-attributed CAC ledger

Build the per-channel weekly CAC ledger using platform-reported conversions, with the exact reporting windows, the platform-side modelled conversions flagged, and the iOS, ATT, and consent-mode adjustments documented in the same view. The goal is not to make platform CAC right. The goal is to make platform CAC honest about what it measures, so the leadership team can read it as the directional channel-pacing number it actually is.

Module 4. The MTA layer over the warehouse

Walk the build of a warehouse-side multi-touch attribution layer that takes the platform-reported journey data, joins it to first-party event data, and produces an MTA-credited CAC per channel per week. Use a position-based or time-decay model with the decay parameters named explicitly. Do not pretend MTA is incrementality. The MTA layer earns its keep by showing where paid-platform credit and warehouse-side credit diverge and by sizing the gap before incrementality testing closes it.

Module 5. The incrementality test calendar

Design a rolling incrementality test calendar that produces a fresh read on every major channel within the current quarter. Cover geo-based holdouts for upper-funnel paid social and streaming, matched-market or PSA-based tests for linear and CTV inventory, switchback designs for lifecycle and CRM channels, and ghost-bidding for paid search. Include the minimum-detectable-effect math, the test-duration math, and the calendar template so the program runs without restarting the design conversation every quarter.

Module 6. The lifecycle payback model

Build a cohort payback model that takes acquisition cost from the reconciled CAC ledger, joins to contribution-margin revenue from module 2, and produces a payback curve per acquisition cohort per channel. Show the retention curve and ARPU curve separately so the model can attribute payback movement to one of three causes: acquisition mix, retention behaviour, or pricing and packaging. Close the model back to finance's LTV definition so the lifecycle PM and the CFO are looking at the same chart.

Module 7. The reconciliation layer

Bring the three CAC numbers into a single weekly view. Platform-reported, MTA-credited, and incrementality-adjusted, side by side, per channel, per week, with variance columns and a one-line explanation per variance. This is the artefact the CRO has been asking for. The build covers the SQL, the warehouse model, the dashboard layer, and the comment column that the analytics lead writes each week to flag why the gap moved.

Module 8. The weekly growth review pack

Translate the reconciliation layer into the actual meeting artefact. A two-page weekly growth pack that opens with the reconciled headline CAC, the lifecycle payback trend, and the incrementality-adjusted spend efficiency. Then one page per major channel with platform-side pacing, MTA-credited delivery, incrementality status, and the recommended action. The pack is short enough that the CRO opens it once and forwards it. The course includes the template, the SQL, and three example packs from real growth stacks.

Module 9. The budget reallocation protocol

Reconciliation is decoration unless it changes the budget. Walk the protocol for moving spend based on incrementality results, not platform-attributed last-click. Cover the threshold rules for shifting budget, the floor rules that keep brand and upper-funnel funded through incrementality cycles, and the agency-side conversations that have to happen when the platform-reported number and the incrementality-adjusted number disagree. Include the standing decision log so reallocations are auditable.

Module 10. The finance handshake

Take the reconciled CAC and LTV view to the CFO and finance lead and turn it into the canonical numbers used in board reporting, the operating plan, and the unit-economics narrative. Cover the formal sign-off on the revenue denominator, the LTV definition, and the payback threshold. Once finance owns the denominator, growth stops defending the headline number every week and starts defending the trend.

Module 11. Org and operating cadence

Place the reconciliation work inside the growth org. Walk through who owns the revenue view, who owns the MTA layer, who owns the incrementality program, who owns the weekly pack. Cover the operating cadence: which meeting reads which artefact, which meeting takes which decision, where the analytics lead's comment column shows up, when the budget reallocation protocol fires. The aim is a cadence that runs without you in the room and survives a head-of-growth handover.

Module 12. The first 90 days and the rolling review

Sequence the build for a real growth team. Week-by-week plan for the first 90 days: revenue view, platform CAC ledger, MTA layer, first incrementality tests, reconciliation dashboard, first weekly pack, finance sign-off. Then the rolling quarterly review: what gets re-tested, what gets re-tuned, what the leadership team sees change. Includes the implementation playbook delivered alongside course access, hand-built for your channel mix, your warehouse stack, and your reporting cadence.

How this addresses your situation

Specific modules that map to what you said you are dealing with.

Monday growth review where three leaders report three CAC numbers and the CRO stops trusting the headline.

Quarterly business review where the CFO challenges blended CAC and the growth team cannot tie back to contribution margin.

Budget reallocation conversation where platform-attributed last-click and incrementality-adjusted lift disagree and nobody wants to call it.

Head-of-growth handover or new-hire onboarding where the reconciliation discipline has to survive without the person who built it.

What you get with this course

Twelve written modules covering the full reconciliation build, with worked examples drawn from real growth stacks.
Downloadable templates for the reconciled CAC ledger, the cohort payback model, the incrementality test calendar, and the weekly growth review pack.
SQL blocks for the revenue source-of-truth view, the MTA warehouse layer, the reconciliation table, and the lifecycle cohort model.
Three example weekly growth packs from real reconciliation builds, redacted.
Hand-built implementation playbook delivered alongside course access, sequenced to your channel mix, warehouse stack, and reporting cadence.

What you will have in hand by Day 1, Week 1, Month 1

Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.

Modules one through four worked through in the first two weeks. Revenue view and platform CAC ledger live by end of week two.

Modules five through eight worked through in weeks three through six. MTA layer, first incrementality test running, and first reconciliation pack drafted by end of week six.

Modules nine through twelve worked through in weeks seven through twelve. Budget protocol live, finance sign-off held, operating cadence running by end of week twelve.

Before and after

Before

Three different CAC numbers presented at the Monday growth review, three confident leaders, one CRO who quietly stops trusting the headline figure and starts asking three follow-up questions every week.

After

One reconciled CAC ledger that names platform-reported, MTA-credited, and incrementality-adjusted side by side per channel per week, tied to finance's contribution-margin revenue view, presented in a two-page pack the CRO opens once and forwards.

What happens if you do not address this

If the reconciliation does not get built, the headline growth number stays contested. Budget conversations get re-litigated every quarter from first principles. Incrementality findings sit in slide decks instead of moving spend. Finance and growth keep producing different unit-economics numbers for the board. The growth function is treated as a cost centre with a credibility problem, regardless of how good the underlying work is.

Who it is for

Senior growth operator with ten or more years in digital, currently accountable for blended CAC, LTV, and budget allocation across paid acquisition, lifecycle, and retention. Reports into a CRO, CMO, or founder. Manages or partners with paid-channels, lifecycle, analytics, and finance leads. The course assumes you already know the channels, the platforms, and the lifecycle motions. It teaches the reconciliation discipline that makes those numbers defendable at the leadership level.

Who this is NOT for. Not for first-time growth marketers or junior performance specialists looking to learn paid acquisition tactics. Not for finance leaders looking for an attribution primer. The course assumes operator-level fluency in platform reporting, cohort analysis, MMM concepts, and incrementality testing. The work is the reconciliation, not the introduction.

How it arrives

Text-based course in the Art of Service learning environment, plus downloadable templates and worked examples for every module, plus the hand-built implementation playbook delivered alongside course access.

Time investment. Approximately three to four hours per module for the reading and downloads, plus the build time inside your own stack. A senior growth operator working at a normal cadence completes the full build in twelve weeks.

Why $199 is the right number

An MMM agency engagement costs forty thousand and up and produces a quarterly model your team did not build and cannot maintain. An incrementality testing platform subscription is a tool, not a reconciliation discipline. A consulting engagement gives you slides instead of a SQL view and a weekly pack. This course gives the senior operator the build, the templates, and the implementation playbook for 199 USD, and the discipline lives inside your team after the engagement ends.

FAQ

Is this an MMM course?

No. MMM is one input to the incrementality layer. The course is the reconciliation discipline that takes MMM, platform-reported CAC, MTA, and incrementality testing and turns them into a single defendable view.

Do I need a data team to do this?

You need warehouse access and someone who can write the SQL blocks. If you have an analytics lead or partner, they can do the build alongside you. The course provides the SQL and the warehouse model.

What if my stack does not support incrementality testing?

Module five covers the design options for stacks that cannot run platform-native experiments, including geo-holdouts, matched-market designs, and switchback tests for lifecycle channels. There is an incrementality program possible at almost any meaningful budget level.

Is the implementation playbook generic or tailored?

Tailored. After purchase the playbook is hand-built for your channel mix, warehouse stack, and reporting cadence and delivered alongside course access.

30-day money-back guarantee. If after a week of working through the materials this is not what you needed, reply to the receipt email and a full refund is processed. No questions, no forms.

Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.