Evaluating a candidate's technical level can be challenging, especially when relying solely on coding tests. Candidates may underperform due to external pressures, making it crucial to consider their GitHub profiles and work history. The recruiter plays a vital role in negotiating offers but often has limited influence on their structure, acting as a bridge between the hiring manager and the candidate.