Section
Jobs, skills and staying relevant.
4 stories
You do not need a computer science degree or a PhD to work in AI. Many of the fastest-growing roles sit between the technology and the business, from AI product and operations work to data analysis, evaluation and governance. Here is what those jobs involve, which skills transfer, and a realistic path in.
AI assistants can help you tailor a résumé, decode a job posting and rehearse for interviews. They can also produce generic applications, invented accomplishments and privacy leaks. This guide shows where AI genuinely helps in a US job search, where it backfires, and how to keep every application honest.
Most job postings that mention AI are not asking for machine learning engineers. They want people who can use AI tools well, check their output, protect data and redesign their own work around them. Here is what those skills look like in practice and how to show them on a résumé and in an interview.
Résumé screeners, chatbot recruiters, one-way video interviews and online assessments increasingly sit between you and a human hiring manager. Here is how these systems typically work, what US anti-discrimination law and a handful of state and city rules say about them, and what you can do as a candidate.
