The data was collected via onlinequestionnaires, so personal bias could be at play: in their responses, individuals could simply have reflected the personality traits that were valued the most in their area.
The second approach works like online dating services, requiring job seekers and sometimes recruiters to fill out detailed profiles or questionnaires about their goals so that the software can suggest potential matches.