Sentiment analysis of It Companies- Features and Feelings Profiling, as well as Data Mining for Employee Input

Amaresh Bose, Naghma Khatoon · Research Square · 2022

Abstract With so many businesses and organizations to choose from, making a final decision may be time-consuming and laborious. There are several metrics available for evaluating companies, but what's required is a metric that takes into account all of the aspects that contribute to employees' overall opinions of the company. To tackle this problem, our study concentrates on creating an aspect-sentiment-based analysis for corporations. To do this, we will rely on the honest feedback of our employees on these companies. We collected a large dataset of corporate reviews from the omnipresent ‘Glassdoor.com’ and used a novel ensemble approach to analyze the reviews' sentiment across a wide range of variables. In addition, we provide various insights from the dataset to aid customers in better comprehending their options and making educated choices when picking businesses.

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