Sentiment analysis of Q1FY20 earnings call transcript
The analysts are always looking a newer ways to analyse the results of the company and overall sentiment of the market. Machine learning and artificial intelligence has given analyst a new arrow in their quiver to analyse the overall market. Natural language processing (NLP) is one of the ways in which you can analyse the results and expectation of the management from what they say. NLP in simple terms refers to the use of algorithm to process sentences/text in a natural language such as English. The objective here is to extract information from unstructured or semi-structured data found in what management speaks. To enable this NLP makes use of artificial intelligence, computational linguistics, and computer science. You can use NLP to models hundreds of text documents to ascertain the sentiment.
To analyse the sentiments of the India Inc, we consolidated latest earnings call transcript of 161 companies, which covers almost 70% of the market cap and across 12 sectors. On this we run the model, implementing the “Bag-of-words” approach to sentiment analysis. The process identifies positive and negative words (or a string of words) within management commentary. For this, it makes use of a large dictionary which contains words that carry sentiment. Each word in this dictionary can be assigned a weight. The sum of the positive and negative words is the final sentiment score generated by the model.
The sentiment analysis shows that overall the India Inc management has a positive outlook; however, it is quite measured one. Against a positive score of 288 the negative score stands at 271. Hence, it is marginally positive.
These are the most commonly used words in their con-call. You can see that many of them are expecting growth in coming quarters while are also concerned with cost and debt.
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)
These are the most frequently used words in their commentary.