The study, based on a sample of 615,000 users of the website, found culture and values and senior leadership mattered most to employees, with compensation and benefits and work-life balance ranked the lowest.
It also found that, as pay rises, some factors increase in importance and others decrease.
"Three factors become less important as pay rises: compensation and benefits, work-life balance, and business outlook for the company over the next six months," Wong writes.
"Three factors matter more to workers as pay rises: culture and values, the quality of senior leadership, and career opportunities."
For employees earning less than US$40,000 a year, culture and values ranked 21.6 per cent in importance, rising to 23.4 per cent for those earning more than US$120,000 a year.
"For job seekers, this suggests that finding satisfaction at work has less to do with pay, and more to do with broader workplace factors. Although pay is important, it is not among the main drivers of workplace happiness," Wong writes.
"Instead, the big drivers of job satisfaction are working in a company that shares your cultural values, that offers a meaningful career arc, and that has senior leaders you support and believe in."