This, I was also a hiring manager in sciencey fields. We also verified education, even with a robust job history. I share the same sentiment and could not embellish on my resume because it’s pretty hard to lie about technical expertise in science and engineering. Also, the labs I’ve worked in have very expensive instruments, not a good idea to ‘wing it’ with those things.