Online Wikipedia experts play a pivotal role in fostering a collaborative and educational environment on the renowned online encyclopedia. These experts, often volunteers, possess a deep understanding of Wikipedia’s guidelines and principles. Their expertise lies in ensuring accuracy, neutrality, and verifiability of information, contributing to the platform’s commitment to knowledge dissemination. These dedicated individuals engage in tasks such as content creation, editing, and fact-checking to uphold the educational integrity of Wikipedia articles. Their efforts extend beyond personal gain, driven by a shared passion for the democratization of information. As contributors to a vast repository of knowledge, online Wikipedia experts contribute to the democratization of information, making it accessible to a global audience in a manner that transcends promotional interests.