| Skill | Old % | New % | Change |
|---|---|---|---|
| MLOps | 0.0% | 11.2% | +11.2pp |
| Databricks | 0.0% | 10.8% | +10.8pp |
| Python | 63.4% | 73.4% | +10.0pp |
| AI/LLM | 56.5% | 65.8% | +9.3pp |
| Data Pipeline | 0.0% | 9.2% | +9.2pp |
| CI/CD | 0.0% | 8.2% | +8.2pp |
| A/B Testing | 0.0% | 8.0% | +8.0pp |
| Snowflake | 0.0% | 8.0% | +8.0pp |
| Skill | Old % | New % | Change |
|---|---|---|---|
All certifications fall below the 1% significance threshold. All certifications below 1% threshold. Certifications carry minimal weight in this profession's hiring decisions.
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