How much a fresh petroleum engineer with a masters degree from an average university from USA draws a salary ?

Anywhere from 80,000 - 110,000. It really doesn't matter whether it is a small exploration company or a major, most everyone falls in this range. A master's degree really doesn't make that much difference in pay, maybe a few thousand dollars per year.