00:00:00 01. Figures and tables 00:01:01 02. Lecture route and learning tasks 00:02:33 03. Conversion change from 64% to 75% 00:04:30 04. Absolute and relative changes use different bases 00:07:16 05. The same means can hide the evidence 00:09:28 06. Independent batches make variation visible 00:11:57 07. SD, SE and confidence intervals answer different questions 00:15:31 08. A comparison needs matched conditions 00:17:44 09. Conversion and yield support different claims 00:20:12 10. Yield calculation preserves paired measurements 00:22:32 11. A high correlation can coexist with biased predictions 00:25:47 12. A caption that defines the evidence 00:28:24 13. A caption should support independent reading 00:30:48 14. Worked example of a figure revision 00:35:31 15. Tables preserve exact values and conditions 00:37:53 16. Figure integrity and reproducibility 00:40:18 17. Review example and corrected claim 00:42:36 18. Technical repeats do not create new batches 00:44:58 19. Practice with a new comparison 00:47:05 20. Practice answer and evidence boundary 00:49:25 21. Online quiz and attendance 00:50:27 22. Reading and policy sources