Analyze A/B test results to assess whether observed differences are likely due to chance. Check test duration and sample size, compare audience segments, distinguish statistical findings from practical value, and generate hypotheses for follow-up tests.
- Evaluating results from a headline A/B test
- Estimating sample sizes before starting a test
- Comparing results by device or traffic source
irinabuht12-oss/marketing-skills☆ 5.1KUpdated Oct 13, 2026
Plan and analyze A/B tests for Google and Meta advertising. Estimate required traffic and duration, track results, and assess whether observed differences are statistically significant, meaning unlikely to be explained by chance alone.
- Planning a test for a new ad headline
- Estimating traffic and time needed for a landing page test
- Checking whether interim results justify choosing a winner
irinabuht12-oss/marketing-skills☆ 5.1KUpdated Oct 13, 2026
Review Google and Meta campaign structures against goals, budgets, and conversion data. Identify excessive segmentation, overlapping targeting, and fragmented budgets, then get consolidation recommendations, an explained account structure, and a migration plan.
- Reviewing an account inherited from another team or agency
- Running a quarterly advertising account health check
- Investigating structural causes of stalled performance
irinabuht12-oss/marketing-skills☆ 5.1KUpdated Oct 13, 2026
Analyze successful Google and Meta ads to find useful patterns in headlines, body text, and calls to action. Generate new copy variants that preserve those patterns, with platform formatting, test priorities, and suggested pairings for comparison.
- Refreshing ad copy when existing creatives lose effectiveness
- Starting an ad copy brainstorming session
- Testing messaging angles for a new audience
irinabuht12-oss/marketing-skills☆ 5.1KUpdated Oct 13, 2026
Review Google Ads extensions, the extra links and details shown with ads, across campaigns. Find missing coverage, weak performance, and outdated information, then get replacement copy based on successful ads and landing pages, plus rollout priorities.
- Checking extension coverage before launching campaigns
- Quarterly reviews of outdated promotional details
- Updating extensions after website changes or product launches
irinabuht12-oss/marketing-skills☆ 5.1KUpdated Oct 13, 2026
Analyze spending, revenue, and conversions across advertising channels to recommend budget shifts. Compare overall efficiency with the revenue gained from additional spending, identify saturation, and produce a gradual reallocation plan with monitoring priorities.
- Reviewing budget allocation across advertising channels
- Finding channels with declining returns on extra spending
- Balancing proven campaigns with new experiments
irinabuht12-oss/marketing-skills☆ 5.1KUpdated Oct 13, 2026