CertifiedAnalytics

Sound analysis. But the question underneath it had changed. 🔍 Sound familiar?

Jiaxi Zhu (Head of Analytics, Google Customer Solutions) breaks down decision traceability in @INFORMS Analytics Magazine here: hubs.ly/Q04DMCBV0

Seven questions. If you can answer all of them, you shipped something you can defend. 📋

Each one maps to a domain of the @INFORMS Analytics Framework, the structure behind the Certified Analytics Professional (CAP) exams, built by expert practitioners: hubs.ly/Q04xWkMG0

Same project. Same resume. One of these is employer-ready. ⬇️

Want to strengthen your resume bullets? The @INFORMS Career Center suggests a formula:

Action + the problem or contex + the method or contribution + the outcome or next step

Full guide here: hubs.ly/Q04xWkJ30

The cost of getting it wrong is rising. ⬇️

Mikhail Flom, CAP-Expert, on why a professional standard is pivotal for data scientists.

Find your level: hubs.ly/Q04zjwv_0

@INFORMS lists 7 reasons analytics & AI initiatives fail to deliver value:

1. Fragmented data.
2. Low analytics fluency.
3. Siloed expertise.
4. Inconsistent processes.
5. Skipped problem framing.
6. Execution & adoption gaps.
7. Stakeholder misalignment.

Which have you seen?