Text analysis (Data science and big data analytics)

I don’t understand this Computer Science question and need help to study.

please provide responses to the following items:
(a) What is the value of performing text analysis? How do companies benefit from this exercise?
(b) What are three challenges to performing text analysis?
(c) In your own words, discuss the text analysis steps (i.e., parsing, search and retrieval, and text mining).
(d) What are three major takeaways from this assignment?
Your assignment should include at least five (5) reputable sources, written in APA Style, and 500-to-650-words.

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Approximately 250 words

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