Data Science Project in R

Machine Learning Project 2019

Project description

The task in this project is to build a model to predict bankruptcy of polish companies.

The specific challenge is to deal with a very large number of financial attributes.

What you need to do is analyze the data to try to reduce the number of attributes and then try to build the most accurate model and find the most important predictors of bankruptcy of public companies (at least in Poland).

Project submission

Submit a report that sums up all the work done and of course all the relevant (preferably as a Bitbucket repository)

The project cab be done in teams up to 4 students

Data Set Information:

The dataset is about bankruptcy of Polish companies.

The data was collected from Emerging Markets Information Service (EMIS), which is a database containing information on emerging markets around the world.

The data contains financial rates from 1st year of the forecasting period and corresponding class label that indicates bankruptcy status after 5 years. The data contains 7027 instances (financial statements), 271 represents bankrupted companies, 6756 firms that did not bankrupt in the forecasting period.

Attribute Information:

X1 net profit / total assets

X2 total liabilities / total assets

X3 working capital / total assets

X4 current assets / short-term liabilities

X5 [(cash + short-term securities + receivables - short-term liabilities) / (operating expenses - depreciation)] * 365

X6 retained earnings / total assets

X7 EBIT / total assets

X8 book value of equity / total liabilities

X9 sales / total assets

X10 equity / total assets

X11 (gross profit + extraordinary items + financial expenses) / total assets

X12 gross profit / short-term liabilities

X13 (gross profit + depreciation) / sales

X14 (gross profit + interest) / total assets

X15 (total liabilities * 365) / (gross profit + depreciation)

X16 (gross profit + depreciation) / total liabilities

X17 total assets / total liabilities

X18 gross profit / total assets

X19 gross profit / sales

X20 (inventory * 365) / sales

X21 sales (n) / sales (n-1)

X22 profit on operating activities / total assets

X23 net profit / sales

X24 gross profit (in 3 years) / total assets

X25 (equity - share capital) / total assets

X26 (net profit + depreciation) / total liabilities

X27 profit on operating activities / financial expenses

X28 working capital / fixed assets

X29 logarithm of total assets

X30 (total liabilities - cash) / sales

X31 (gross profit + interest) / sales

X32 (current liabilities * 365) / cost of products sold

X33 operating expenses / short-term liabilities

X34 operating expenses / total liabilities

X35 profit on sales / total assets

X36 total sales / total assets

X37 (current assets - inventories) / long-term liabilities

X38 constant capital / total assets

X39 profit on sales / sales

X40 (current assets - inventory - receivables) / short-term liabilities

X41 total liabilities / ((profit on operating activities + depreciation) * (12/365))

X42 profit on operating activities / sales

X43 rotation receivables + inventory turnover in days

X44 (receivables * 365) / sales

X45 net profit / inventory

X46 (current assets - inventory) / short-term liabilities

X47 (inventory * 365) / cost of products sold

X48 EBITDA (profit on operating activities - depreciation) / total assets

X49 EBITDA (profit on operating activities - depreciation) / sales

X50 current assets / total liabilities

X51 short-term liabilities / total assets

X52 (short-term liabilities * 365) / cost of products sold)

X53 equity / fixed assets

X54 constant capital / fixed assets

X55 working capital

X56 (sales - cost of products sold) / sales

X57 (current assets - inventory - short-term liabilities) / (sales - gross profit - depreciation)

X58 total costs /total sales

X59 long-term liabilities / equity

X60 sales / inventory

X61 sales / receivables

X62 (short-term liabilities *365) / sales

X63 sales / short-term liabilities

X64 sales / fixed assets

My Budget is Fixed to 100$

Taidot: Machine Learning (ML)

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Tietoa työnantajasta:
( 1 arvostelu ) Boca raton, United States

Projektin tunnus: #21347846

21 freelanceria on tarjonnut keskimäärin 130$ tähän työhön


Dear sir. Your project attracted my attention at first glance, because I've extensive experience in R Programming. I'm really confident about your project, and very eager to join your project. If we have a chance to co Lisää

$200 USD 7 päivässä
(51 arvostelua)

Hi there - My name is Phong. I’ve read your brief and I am very interested in this project because I have good knowledge and rich practical experience in these fields. I am highly qualified for this project and would l Lisää

$250 USD 7 päivässä
(30 arvostelua)

I am a data scientist proficient in machine learning and web scrapping. My expertise in Python and R have comes from my experience in Natural Language processing, statistical analysis, web scraping etc. I also have a s Lisää

$100 USD 5 päivässä
(44 arvostelua)

Hello, I have gone through your job posting and become very much interested to work with you. I am an expert in this field. I have already completed several projects like this. For evidence you can see my profile. Pl Lisää

$100 USD 3 päivässä
(9 arvostelua)

I have been working on ML projects for last 7 years. I have been working with Fortune 500 clients in the domain of BFSI, Retail and Tech. Some of the applications that we have worked with are - 1) Recommender System 2 Lisää

$140 USD 7 päivässä
(7 arvostelua)

Hello sir. I'm excited about your project, because I've really rich experience in R Programming. I've developed many projects similar to yours and excellent skills. If you award me, I'll provide wonderful result on tim Lisää

$140 USD 7 päivässä
(6 arvostelua)

Hi, I have been working on Machine Learning, Pattern Recognition, Event Tracking and Natural Language Processing using Python. Below are areas where I am strong and experienced. N.L.P: Get meaningful insights from Lisää

$175 USD 7 päivässä
(2 arvostelua)

Hello, I am an expert in machine learning. I previously implemented machine learning tasks. I can help you within short time. Please reply. Thanks.

$140 USD 7 päivässä
(3 arvostelua)

Hello, i have read the details provided..please contact me to discuss more on the project deadline and some other few things

$100 USD 4 päivässä
(4 arvostelua)

HI, I am data scientist and have good experience in python and R programming. My area of interest is statistical Analysis of dataset and apply ML/deep learning algorithm. I can intern your tasks. Kind Regards

$100 USD 5 päivässä
(1 arvostelu)

Hi, Nice to meet you! I am very interesting your project and I am confident of I can help your job. I am confident of this project as I'm a professional ML,Data Science, Python expert with over 7 years of experience. Lisää

$140 USD 7 päivässä
(1 arvostelu)

Hello there, I have read your project description and I can help you with your bankruptcy prediction task. In fact, I'm a statistician with deep knowledge in data analysis and R programming language. Please send me a p Lisää

$100 USD 4 päivässä
(1 arvostelu)

I am experienced data scientist with 05 yrs of experience in the field of ML with R programming. I have seen all the details of your project and can do this. Pl discuss further.

$30 USD 1 päivässä
(1 arvostelu)

hello, I'm very interested in your project. I worked on several machine learningprediction projects with R and python .Please contact me to discuss more about the project.

$100 USD 3 päivässä
(0 arvostelua)

Hi, Hope you are doing well!! I have gone through your project requirements. Yes, I have great experience in Data science and R please discuss to me over the chat. I am waiting your good response Thanks Shik Lisää

$100 USD 7 päivässä
(1 arvostelu)

Hi, I am keen to work for those who need an expert in SQL Language and Database System. More than 7 years experience in many project on SQL, non-SQL, and Database Management such as MS SQL, Oracle, mySQL, Postgresql, M Lisää

$100 USD 7 päivässä
(0 arvostelua)

We are a team of Data Scientists comprising of IIT graduates and Statisticians Our area of Expertise: -Statistical Modeling and Machine Learning o Regression (Linear, Logistic, Multiple, GLM) o Cluster Analysis, Deci Lisää

$150 USD 7 päivässä
(0 arvostelua)

I am data analytics experts in technologies i.e. SAS, R, Python and more... I have done project on feature engineering before where the techniques like Forward Selection, Backward Elimination or if it works Recursive F Lisää

$135 USD 7 päivässä
(0 arvostelua)

Hey, I am new to this platform but have been working in the domain of NLP from past 4 years in a diversity of projects like Political Content Detection in news articles, Text classification, Chatbot development, Harass Lisää

$100 USD 15 päivässä
(0 arvostelua)

Your project attracted my attention at first glance, because I've really rich experience in Machine Learning with R (R studio) and Python Programming. I have worked on several similar projects before! I'm really confi Lisää

$240 USD 7 päivässä
(0 arvostelua)