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Marketing Hiring6 min read

How to Evaluate a Paid Media Specialist: Work Sample, Questions, and Scorecard

Look beyond campaign screenshots. Test whether a marketer can interpret the funnel, identify missing evidence, and make a disciplined recommendation.

What should a paid media specialist assessment test?

A paid media specialist assessment should test measurement judgment, campaign diagnosis, commercial reasoning, experimentation, and communication. The candidate should explain what the data supports, what is missing, and what they would check before changing spend.

This differs from testing general marketing coordination. A specialist may need to diagnose lead quality and budget allocation, while a coordinator keeps deadlines and approvals moving. If that distinction is still unclear, start with the existing marketing assistant versus coordinator guide. This assessment begins after you have identified paid media as the required specialty.

Practical takeaway
A strong screenshot is not a complete case study.

Ask which actions the candidate personally owned, what changed elsewhere in the funnel, and how results were measured. Performance can reflect pricing, sales follow-up, seasonality, creative, or tracking changes as well as media decisions.

How do you build a fair campaign-analysis exercise?

Give each finalist the same fictional dataset, business context, and time allowance. Include the product, customer profile, sales process, reporting period, and definition of a qualified lead. Explain whether assistance, spreadsheets, or other tools are permitted.

  • Provide aggregate data rather than live account access or customer records.
  • Include spend, leads, qualified leads, and a consistent time window.
  • State whether the lead cohorts have had enough time to qualify.
  • Ask for a short recommendation and a list of missing information.
  • Pay candidates when the exercise requires substantial time or produces usable work.

A 45-to-60-minute discussion exercise can reveal more than a long unpaid strategy presentation. Tell candidates they may challenge an assumption. The goal is to see their reasoning, not whether they guess your preferred answer.

What can a simple lead-quality dataset reveal?

Consider this invented example. Both campaigns ran during the same period, and qualification is complete for the example’s lead cohorts. “Qualified” uses the same written definition for each campaign.

Fictional campaign-analysis exercise
MeasureCampaign ACampaign B
Spend$6,000$4,000
Leads12050
Qualified leads1220
Cost per lead$50$80
Qualified lead rate10%40%
Cost per qualified lead$500$200

Cost per lead equals spend divided by leads. Qualified lead rate equals qualified leads divided by leads. Cost per qualified lead equals spend divided by qualified leads. Campaign A has cheaper leads, but Campaign B has a lower cost per qualified lead in this example.

That observation is not yet permission to move the whole budget. A strong candidate asks about lead-to-sale conversion, revenue or margin, audience size, sales follow-up, attribution definitions, and whether performance can hold at higher spend. They should also distinguish a cohort comparison from a report that mixes this month’s spend with older qualified leads.

Which interview questions expose real ownership?

  • “Walk me through a change you personally made.” Ask about the original problem, evidence, action, and result.
  • “What would you verify if reported leads doubled overnight?” Listen for measurement checks as well as campaign explanations.
  • “How do you respond when CPL improves but sales rejects more leads?” Look for shared qualification definitions and downstream analysis.
  • “What would stop you from scaling a promising campaign?” Strong answers discuss uncertainty, capacity, and guardrails.
  • “Describe a test that did not work.” Look for a documented hypothesis and a useful learning.
  • “What work belongs to creative, sales, analytics, or engineering?” Assess whether the person can collaborate without claiming ownership of everything.

Request examples from the business model you use. Experience generating low-cost consumer signups does not automatically establish competence with a long B2B sales cycle. The candidate should explain how their approach would change.

How should you score the assessment?

Suggested paid media hiring scorecard
CriterionWeightStrong evidence
Measurement and definitions30%Checks conversions, time windows, cohorts, and tracking assumptions
Commercial diagnosis25%Connects acquisition metrics with qualified demand and business outcomes
Testing and prioritization20%Proposes a bounded test with a clear hypothesis
Execution judgment15%Identifies dependencies, permissions, and spending controls
Communication10%Explains conclusions and uncertainty clearly

Use a 1-to-5 scale. Multiply each score by its weight and add the results for a weighted score out of 5. Decide minimum standards before interviewing. For example, you may require at least 3 in measurement even when the overall score is high. That is a suggested internal rule, not a validated predictor of hiring success.

Record the evidence supporting each score. “Seems strategic” is less useful than “noticed the reporting window mismatch and requested sales-stage data before reallocating budget.” Compare candidates using those observations.

Which responsibilities need explicit boundaries?

Clarify whether the person owns platform execution, creative testing, measurement diagnosis, reporting, or the full acquisition plan. A paid media specialist may identify a tracking defect without being the engineer who repairs the website integration.

  • Who can change budgets, and within what limits?
  • Who approves offers, claims, creative, and landing pages?
  • Who owns tracking implementation and validates repairs?
  • Who defines lead quality and supplies sales feedback?
  • Who handles billing and administrative access?
  • Who approves a new campaign or a material strategy change?

Document permissions and reporting cadence before granting production access. Use appropriate account roles and company-controlled assets. A candidate exercise should never require a person to publish ads or spend money to prove competence.

How do you turn the assessment into a hiring decision?

1
Validate role fit.
Compare experience with your channels, business model, budget responsibility, and sales cycle.
2
Review the evidence.
Compare the work sample, interview examples, and agreed reference checks.
3
Define first-month outputs.
Request a measurement map, baseline report, prioritized issues, and a proposed testing backlog.
4
Assign decision authority.
Name the manager and establish approvals, spending limits, and cross-functional responsibilities.

HireLATAM’s marketing recruiting service can source candidates around the channels, tools, and depth of ownership your team needs. Share the assessment requirements at kickoff so the search reflects the actual specialty rather than a generic marketing title.

Explore hiring support for the role your team needs.
See the recruiting service

Frequently asked questions

Should I judge candidates by the lowest CPL they have achieved?

No. Ask about lead definitions, qualification, sales outcomes, budget, time period, and the candidate’s own contribution. CPL alone cannot establish whether acquisition is commercially useful.

Should the interview include a live ad account audit?

A fictional dataset or sanitized snapshot is usually enough for an initial assessment. Keep account access and production changes out of the candidate exercise.

Does a paid media specialist also need to design every ad?

Only if creative production is explicitly part of the role and the candidate demonstrates it. Separate media judgment, creative direction, asset production, and approvals.

Can we use this scorecard for every marketing role?

It is designed for paid media ownership. A content, coordination, lifecycle, or design role needs an assessment matched to its own responsibilities.

Hire a marketer who can explain the decisions behind the results.

Tell us about the responsibilities, tools, experience, and schedule. Let’s explore the right match for your business.

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