User-generated content, especially candidate reviews and comments, significantly shapes job searches by providing authentic insights into workplace culture and management practices. Job seekers increasingly rely on platforms to gauge employer reputations, influencing hiring trends and recruitment strategies. This shift emphasizes transparency and engagement for both candidates and employers.