Industry certification can close the gap: combining degrees with Microsoft AI‑900 raises alignment by 9,296% in some cases. https://arxiv.org/abs/2506.04588 https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-fundamentals/?practice-assessment-type=certification