Sentiment analysis is not a perfect science and is still limited because

it requires deep engagement with one or more social media communities.

it relies largely on human intervention.

most social media monitoring tools seek to seamlessly mix sentiment and qualitative analyses.

a large amount of data is currently unclassifiable or incorrectly classified using AI tools.

researchers prefer to collect data from higher$-$traffic forums.