Which set of skills tends to have a relatively short shelf-life in engineering careers?

Answer

Hard skills like mastery of a specific coding language.

Skills tied to specific technologies, such as niche simulation techniques or coding languages, have a limited lifespan and risk obsolescence quickly, contrasting with foundational soft skills.

Which set of skills tends to have a relatively short shelf-life in engineering careers?
careerengineeringskill