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Predicitng Customer Churn using R

Customer Churn is a burning problem for Telecom companies. In this project, we simulate one such case of customer churn where we work on a data of postpaid customers with a contract. The data has information about the customer usage behavior, contract details and the payment details. The data also indicates which were the customers who canceled their service. Based on this past data, we need to build a model which can predict whether a customer will cancel their service in the future or not.

** The data file will be provided to the successful bidder **

You are expected to do the following :

1. EDA

o How does the data looks like, Univariate and bivariate analysis. Plots and charts which illustrate the relationships between variables

o Look out for outliers and missing values

o Check for multicollinearity & treat it

o Summarize the insights you get from EDA

2. Build Models and compare them to get to the best one

o Logistic Regression

o KNN

o Naive Bayes is it applicable here? comment and if it is not applicable, how can you build an NB model in this case?)

o Model Comparison using Model Performance metrics & Interpretation

3. Actionable Insights

o Interpretation & Recommendations from the best model

** CODING TO BE DONE USING " R" **

Beceriler: Data Analytics, R Programlama Dili

Daha fazlasını gör: customer simulation using queue java, writing email advise customer benefits using skype, automotive customer leads using xml, customer interface using java, customer profile using excel, build customer portal using drupal, customer churn, introduction to scientific programming and simulation using r, Using R and TreePlan, perform software management tasks and answer questions about decision trees for these questions., Using R and TreePlan, Analysis of Inventory Data using R, analysis using R, extract data from csv files using R, using R, data analysis using R or python, regression using R, customer segmentation using clustering in r, customer churn prediction model in r, customer churn prediction using python

İşveren Hakkında:
( 1 değerlendirme ) KOLKATA, India

Proje NO: #23676908

Seçilen:

raghavajay3

do kindly reach out to me over chat with the requirements and data to get started. Also, I understand your requirements and would deliver as promised

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(24 Değerlendirme)
4.5

Bu iş için 4 freelancer ortalamada $38 teklif veriyor

freeproject800

Hello sir We are a group of expert each one has a master degree in statistical analysis and applied math . We have more than 9 years of professional experience in R_programming language, python , SPSS .. we can start n Daha Fazla

$55 USD in 2 gün içinde
(7 Değerlendirme)
2.9
hemantjhalani

Hello, My total experience is 6.8 years in Predictive modeling Statistical Analysis, Optimization and Machine learning techniques. I have implemented data science solutions for the Digital marketing & advertising, Tele Daha Fazla

$30 USD in 7 gün içinde
(1 Yorum)
2.4
1 gün içinde %bids___i_sum_sub_32%%project_currencyDetails_sign_sub_33% USD
(0 Değerlendirme)
0.0