Personal Loan Campaign Analysis for Data Science in Python w/ Logistic Regression
$10-30 USD
Paid on delivery
Make some Statistical analysis for a personal project.
Consists in analyzing a data set of 5,000 rows and 14 columns of a customer list of people who have requested a personal loan.
Objective:
The classification goal is to predict the likelihood of a liability customer buying personal loans.
On the information we should make:
1-Import the datasets and libraries, check datatype, statistical summary, shape, null values or incorrect imputation.
2-EDA: Study the data distribution in each attribute and target variable, share your findings
Number of unique in each column?
Number of people with zero mortgage?
Number of people with zero credit card spending per month?
Value counts of all categorical columns.
Univariate and Bivariate
Get data model ready
3-Split the data into training and test set in the ratio of 70:30 respectively
4-Use the Logistic Regression model to predict whether the customer will take a personal loan or not. Print all the metrics related to evaluating the model performance (accuracy, recall, precision, f1score, and roc_auc_score). Draw a heatmap to display confusion matrix
5-Find out coefficients of all the attributes and show the output in a data frame with column names? For test data show all the rows where the predicted class is not equal to the observed class.
6-Give conclusion related to the Business understanding of your model?
Information Layout:
Project: Problem Statement - Personal Loan Campaign Modelling
Thera Bank Personal Loan Campaign
Data Description:
The dataset contains data on 5000 customers. The data include customer demographic information (age, income, etc.), the customer's relationship with the bank (mortgage, securities account, etc.), and the customer response to the last personal loan campaign (Personal Loan). Among these 5000 customers, only 480 (= 9.6%) accepted the personal loan that was offered to them in the earlier campaign.
Domain:
Banking
Context:
This case is about a bank (T Bank) whose management wants to explore ways of converting its liability customers to personal loan customers (while retaining them as depositors). A campaign that the bank ran last year for liability customers showed a healthy conversion rate of over 9% success. This has encouraged the retail marketing department to devise campaigns with better target marketing to increase the success ratio with a minimal budget.
Attribute Information:
ID: Customer ID
Age: Customer's age in completed years
Experience: #years of professional experience
Income: Annual income of the customer ($000)
ZIP Code: Home Address ZIP
Family: Family size of the customer
CCAvg: Avg. spending on credit cards per month ($000)
Education: Education Level. 1: Undergrad; 2: Graduate; 3: Advanced/Professional
Mortgage: Value of house mortgage if any. ($000)
Personal Loan: Did this customer accept the personal loan offered in the last campaign?
Securities Account: Does the customer have a securities account with the bank?
CD Account: Does the customer have a certificate of deposit (CD) account with the bank?
Online: Does the customer use internet banking facilities?
Credit card: Does the customer use a credit card issued by the bank?
Project ID: #29580291
About the project
Awarded to:
Hi, I am a machine learning engineer and a data analyst and have many experiences in different machine learning methods such as supervised learning, unsupervised learning, reinforcement learning, genetic algorithm, con More
24 freelancers are bidding on average $39 for this job
Hi, I am Ibrahim, and I am a data scientist, I can help you with bank, and its products, I can predict, whether a card should be offered to a client, also give you highlights about key factors of the dataset. Regards More
Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp More
Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav More
I am experience in SPSS, AMOS, Minitab, STATA, JMP, JASP, Jamovi, Eviews, Gretl, Excel, Access, Power Point, MS Project with parametric and non-parametric statistical test, hypothesis testing, structure equation model More
1. I am an expert in Statistics, regression analysis, linear regression analysis, p value, ANOVAs, etc. I use excel and other statistical software like SPSS, STATA, E-views for data analysis and statistical analysis ba More
Hello Sir/Madam, I am a highly experienced and skilled Computer engineer. I have 9 years of experience in the navy as a network and information security officer. Also i have experience as a freelancer. I have Master More
Hello there. i have reviewed your project and understood requirements for regression model. I welcome a chance to work with on this. It will be my duty to delivery to you quality and earn five stars. expert in data pip More
Hi I am Santhosh I am Experienced developer in the field of AI, Machine Learning , Deep Learning , NLP and Image Processing. I have done various data driven projects as follows: -- Optical Character Recognition -- Imag More
Dear. Thanks for your job posting. I read your project description and I'm really interested in your project. I am glad to place a bid on here as I am a machine learning and deep learning expert and can help your proje More
I have experience in Python and Data Science,Nlp and Ml algorithm I can deliver the project within time limit as soon as possible
We will share the notebook file with all the explanations and comments along with the script. We presume you want it in python. If other wise kindly specify the platform R/Python.
I have read your requirements carefully, i find myself fit for your project. Exploratory Data Analysis: Data cleaning Data Preprocessing Feature Engineering Feature Selection Statistical Analysis Classification Cluste More
Let's discuss your requirement. We are expert in data science world. Our team is one of the finest data science developer and trainer. Apart from development we are also providing training in analytics, data science More
I have an experience of over 3.5 years in banking domain with deep expertise in statistical modelling and python. I’ll be able to deliver the project in 3 working days. You can reach out to me at “plus nine one eigh More
New in freelancing, but have good domain knowledge. I have already done these kind of projects. Project details are very vast. Can do your project in minimal cost.
I have already done this sort of project. I will provide you simple logistic egression and advance level logistic regression. The data distribution will also be impressive. I have four years of applied data science exp More
