Marketing Expert: Social Media (AI Agent Environments)

• Design task briefs drawn from work you have actually done in social media, including what the task is really testing — the planted issue and the decision a strong practitioner should reach

• Specify the documents, dashboards, personas and tool states a realistic version of that task requires

• Write or review the reference answer and the criteria that separate a strong response from a plausible-but-wrong one

• Review AI agent attempts and judge them against your own standard

Tasks span the capabilities we measure: diagnosing what happened from messy or conflicting data, prioritizing and making tradeoffs, planning and executing, QA and reconciliation, triage and escalation, research and evaluation, reporting, and orchestrating multi-step work across several tools.

Social Media scope

Social inbox management, campaign and publishing execution, share-of-voice analysis, and the response judgment calls that come with an owned brand channel.

Who we are looking for

• Hands-on practitioner experience running brand social — you have owned the account and the inbox, not only managed people who do it

• Fluent in a social management platform such as Sprout Social, and comfortable reading native platform analytics

• Prior experience building AI training environments, RL environments or simulated case studies is strongly preferred

• Rubric Academy or Rubric Bootcamp certification is strongly preferred

• Clear written reasoning — much of the value is in explaining why a decision is right

Screening

Applicants complete a short multiple-choice knowledge screener specific to this sub-domain before review.