The hiring decision: customer economics across purchase occasions and channels
Give candidates the same hypothetical channel comparison and ask what they would investigate before recommending more spend. Look for questions about returns, contribution, repeat purchase and measurement overlap. A confident recommendation made without those questions is weaker than a clear explanation of the missing evidence.
Does the provider assess profitable customer behavior rather than order volume alone?
Challenge a channel comparison
Ask candidates to reconcile two channels where one reports lower acquisition cost but higher returns. The useful answer explains which costs and time periods are missing before making an investment recommendation.
Examine the audience assumptions
Request a method for distinguishing purchase occasions using customer evidence. Reject a proposal that treats California as a complete consumer persona or assumes geography alone establishes demand.
Check who can stop a promotion
Ask how campaign owners receive inventory and service updates, who approves a pause and how customers are informed. A launch calendar without these responsibilities leaves a consequential gap.
A hypothetical shortlisting exercise
Imagine a brand selling through its own store and a marketplace. One channel reports more first orders, but discounts and returns reduce contribution. The other appears expensive on a media-only basis but brings more repeat customers. Compare defined cohorts and complete costs before moving the entire budget.
Use this invented situation to compare reasoning; it is not a client account.
| What to inspect | Evidence needed | Decision to discuss |
|---|---|---|
| First-order contribution | Revenue less defined variable and acquisition costs | Compare consistent cost boundaries |
| Repeat behavior | Customer cohorts and a suitable purchase interval | Do not count customers who have not had time to return |
| Service quality | Return reasons, availability and support load | Pause expansion if the promise cannot be met |
Require a complete channel economics brief
The scope should name the transaction records, costs and customer cohorts needed for comparison. Confirm whether marketplace fees, discounts, returns and support are available and how missing information is handled. Separate analysis from store changes and campaign operation. A promise to optimize spend is difficult to assess if the provider never defines the value being optimized.
Accept an expansion rule the team can maintain
Ask the proposed provider to show what would justify increasing reach and what would trigger a pause. Finance and operations should be able to understand the definitions and supply the inputs. An output that relies on an undocumented proprietary score may be difficult to use after handover; require enough explanation to preserve the decision logic.
Prepare the comparison record
consumer channel evaluation provides the planning background. Record commitments in the proposal scorecard; confirm costs, exclusions, capacity and working arrangements directly.
Considering NCMC? Read the B2C service-fit discussion for California and the relevant historical case. For publishing and comparison boundaries, see about this guidance.