Overhearing hushed voices: Using unobtrusive methods to uncover the work-related sentiments of people with epilepsy
Asha Rao, Surendra Sarnikar

TL;DR
This study uncovers the work-related feelings of people with epilepsy using forum data, revealing positive sentiments and challenges related to stigma and inclusion.
Contribution
The study uniquely applies unobtrusive data mining to analyze work-related sentiments of people with epilepsy, reducing response bias.
Findings
Work-related sentiments of people with epilepsy were more positive and achievement-oriented compared to nonwork sentiments.
PWE expressed anxiety and health concerns related to employment stigma.
Findings suggest that work is associated with positive emotions like love and affiliation.
Abstract
Despite high unemployment and discrimination, disability is often overshadowed by race and gender in workplace diversity discussions. This study sought to uncover the work-related sentiments of people with epilepsy (PWE) in their own voices. Epilepsy is a stigmatized invisible disability wherein first-person accounts are difficult to uncover because of stigma. Hence, the discussion on accommodation, inclusion and access for PWE is driven by others, rather than people with epilepsy. By hearing from PWE, workplace solutions can be more relevant to their needs We use unobtrusive data mining of discussions by PWE by studying anonymous posts on the Epilepsy Foundation community forum over a 16-year period. We examine their sentiments, beliefs, and emotions impacting work for people with epilepsy (PWE), and analyzed perceptions of discrimination to understand what organizations can do better…
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Taxonomy
TopicsMental Health via Writing · Sentiment Analysis and Opinion Mining · Humor Studies and Applications
