Episode Details
Back to EpisodesData literacy programs: change decisions, not courses
Description
Does data literacy training change how a business decides anything? The position here is blunt: around 80 percent of programs teach people to pass a quiz, and Gartner surveys keep finding chief data officers who cannot name a business metric their literacy effort moved. Vocabulary like statistical significance is not the same as a category manager killing a promotion because the lift sits inside the margin of error.
You come away with a working method: pick the recurring decisions, baseline them, and put the number in front of the decision maker at the moment of choice. Examples include a European retailer's delisting rule worth low single-digit millions a year, and a bank that halved model overrides by requiring written justification.
Key takeaways
- Pick the three decisions your business repeats most often, write down how they are made today, and rebuild those instead of running a course.
- Baseline each decision and measure margin, waste and override rate rather than course completions or attendance.
- Put the relevant number physically in front of the person at the moment they decide, and let behavior change before understanding.
- Require managers who override a model to defend the override in writing, which cut overrides by half in a month at one bank.
- Read literacy platform case studies coldly: logins, courses finished and badges earned are not business metrics.
Chapters
0:00 Why most data literacy programs fail
1:06 Start from decisions, not the syllabus
1:52 Changing defaults instead of teaching people
2:30 When managers override the numbers
3:13 Attributing ROI and judging literacy vendors
4:00 Three decisions to fix Monday morning
Go deeper, free lessons
- Building a data literacy program
- Decision rituals: getting data into the room
- Calculating the ROI of data initiatives
- Communicating with the board and c-suite
- Driving cultural change to data-driven
Full article and transcript: https://www.mba-training.com/blog/data-literacy-behavior-change-programs
MBA Training, mba-training.com