Stakeholder communication (turning goals into clear requirements, setting expectations)
Project delivery basics (scoping, timelines, risk tracking, change management)
Analytical thinking (finding root causes, validating data, explaining results clearly)
Data fundamentals (events, fields, IDs, data quality checks, basic reporting logic)
Marketing measurement concepts (attribution basics, funnel metrics, campaign tracking conventions)
Platform configuration experience (permissions, workflows, integrations, dashboards) in common marketing/analytics tools
Implementation testing and troubleshooting (test plans, validation steps, issue triage)
Light technical skills (SQL basics, APIs/webhooks concepts, spreadsheet proficiency)