What this means for you

Focus your interviews on showcasing strong engineering judgment and problem-solving skills, not just coding ability, as the market increasingly values oversight and critical thinking. Prepare for a higher bar, especially for entry-level roles, by demonstrating your capacity to make sound technical decisions. AI tools speed up code production while exposing gaps in engineering judgment, pushing salaries toward top performers and raising costs for weaker contributors. Recent reports confirm declining entry-level employment alongside sustained demand for oversight skills. The divide sharpens quickly.