| Skill | Old % | New % | Change |
|---|---|---|---|
| Python | 54.8% | 64.2% | +9.4pp |
| AI/LLM | 73.7% | 82.7% | +9.0pp |
| Airflow | 0.0% | 8.9% | +8.9pp |
| Robotics | 0.0% | 8.4% | +8.4pp |
| LangChain | 0.0% | 7.7% | +7.7pp |
| Pandas | 0.0% | 7.6% | +7.6pp |
| AWS | 27.5% | 33.4% | +5.9pp |
| PyTorch | 41.1% | 46.4% | +5.3pp |
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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