sohomghosh/indian_ipo_rating_prediction

The copyright for this content belongs to its respective owners, and we do not claim any copyright rights over this data. This dataset has been released under the CC-BY-NC-SA-4.0 licence for non-commercial research purposes only. We are not liable for any monetary loss that may arise from the use of these datasets and model artefacts.

Files:

mb_ipo-reviews-final_data.xlsx : This is the main file for Mainboard

sme_ipo-reviews-final_data.xlsx : This is the main file for SME

In some cases, while creating json files, '&' in pdf file names has been replaced by ' '

sme_needed_jsons.zip : JSON files for SME IPOs

mainboard_needed_jsons.zip : JSON files for Main board IPOs

Code: ipo-review-longformerroberta-classify-summarised.ipynb

Column Name	Description
key	Unique identifier of each row
year	Year of the IPO review
Review Title	Title of the review
review_text	Text content of the review
review_link	Link to the review
Author	Author of the review
ipo_link	Link to the IPO information
most_relevant_link	Link to access the (D)RHP report
Text_extracted_JSON	name of JSON file with texts extracted from the (D)RHP report
answer_of_question_0	Answer of Question 0
answer_of_question_1	Answer of Question 1
answer_of_question_2	Answer of Question 2
answer_of_question_3	Answer of Question 3
answer_of_question_4	Answer of Question 4
answer_of_question_5	Answer of Question 5
answer_of_question_6	Answer of Question 6
answer_of_question_7	Answer of Question 7
answer_of_question_8	Answer of Question 8
answer_of_question_9	Answer of Question 9
answer_of_question_10	Answer of Question 10
answer_of_question_11	Answer of Question 11
answer_of_question_12	Answer of Question 12
answer_of_question_13	Answer of Question 13
answer_of_question_14	Answer of Question 14
answer_of_question_15	Answer of Question 15
summary_of_all_answers	Summary of all answers 0 to 15
Recommendation	Apply, Neutral, May apply, or Avoid (Target Variable)
split	train / test split

List of questions

Question Number	Question
0	What is the price band and issue price of the IPO?
1	What is the issue size and how many shares are being issued as part of the IPO?
2	What is the implied market capitalization of the company after the IPO?
3	How will the company utilize the funds raised through the IPO, and what is the purpose of the IPO?
4	What is the company's revenue growth rate over recent financial years, and how has its financial performance been historically (including revenue, EBITDA, and net profit trends)?
5	What are the key financial ratios, such as net profit margin, return on equity (RoE), return on capital employed (RoCE), and total debt?
6	What is the shareholding pattern before and after the IPO, and who are the promoters?
7	Are there any regulatory issues or conflicts of interest affecting the company?
8	What are the company's plans for expansion and future growth, and how does it position itself in terms of competition within its industry?
9	Who are the company's major customers, what is the revenue breakdown by sector, and is there a dependency on large institutional customers?
10	What are the potential risks associated with increasing raw material costs, and what other risks does the company face?
11	How does the company's valuation compare to its peers, and is the issue priced aggressively compared to industry standards?
12	What is the competitive landscape of the industry in which the company operates?
13	Has the company declared any dividends in the past, and what is its dividend policy?
14	Who are the lead managers and registrar for the IPO, and what is their track record in terms of past IPO listings?
15	Are there any concerns regarding transparency or missing details in the offer document?

@misc{ghosh2024indianiporating,
      title={Predicting Ratings of Indian IPOs from Red Herring Prospectus}, 
      author={Sohom Ghosh and Sudip Kumar Naskar},
      year={2025},
      url={https://easychair.org/publications/preprint/G1P2/open}, 
}