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MaxLearning Academy

πŸ–ΌοΈ Creator Thumbnail Experiment Lab

Design a fair thumbnail A/B test for a MaxLearning Academy video. Compare two ideas, forecast clicks, watch time, subscribers, and write the next experiment without using clickbait.

Experiment controls

β€”Recommended winner
β€”Extra clicks
β€”Watch-time lift
β€”Subscriber gain

Experiment report

Fair-test rule: change one big thing at a time. For example, compare β€œface + question” against β€œobject close-up + label”, but keep title, upload time, and audience similar.

Safe creator checklist

Next experiment note

Adjust the controls to build a data-backed thumbnail plan.