Dibatalkan

I need python data science expert

Risk Segmentation for Car Loans Portfolio

Introduction

Customer segmentation involves categorizing the portfolio by industry, location, revenue, account size, and number of employees and many other variables to reveal where risk and opportunity live within the portfolio. Those patterns can then provide key measurable data points for more predictive credit risk management. Taking a portfolio approach to risk management gives credit professionals a better fix on the accounts, in order to develop strategies for better serving segments that present the best opportunities. Not only that, you can work to maximize performance

in all customer segments, even seemingly risky segments.

Customer segmentation analysis can lead to several tangible improvements in credit risk management: stronger credit policies, and improved internal communication and cooperation across teams.

Task scope

You are working in the retail risk modeling team and you are asked to build a risk-based segmentation model for car loans’ customers based on given historical data of customer behavior. The segmentation has to be from risk management perspective.

• Please watch this two videos with further explanation: [login to view URL]

• Risk-based segmentation: [login to view URL]

Project goals

Create a Python class using a DataFrame and several methods to automate the Risk-based segmentation process:

• Identify different potential segments sharing data (based on sharing missing values)

• Identify different segments of customers with different level of risk (the one explained in the second video)

• Research and recommend new ideas to risk segmentation

Tools

You are allowed to use Python only

Limitations

You are allowed to search for whichever information you need in the internet including but not limited to:

• Code syntax

• Business term (However you can ask me )

Please note that using an open source project which build the same required model considered as cheating.

Deliverables

• Project code/file that you used for your analysis and model building

Evaluation criteria

• Problem structuring

o How did you structure the problem?

o What assumptions did you make?

o How did you narrow the scope?

• Technical Skills

o How reliable (does it use your own class? does is it apply data quality controls?)), readable and flexible (can you apply your code to a new dataset?) was the code that you developed?

• Analytical Skills

o How logically sound, complete and meaningful was the approach (machine learning, statistics, analytics, visualization…) that you applied?

• Usefulness

o How useful would the results of your work for new datasets?

Data description

We will provide you with historical data of car loans. The data contains monthly status for each loan for 3 years. In addition to some demographic information

Notes:

• This data is Loan level NOT Customer level, meaning that one customer can take more than one loan

• The data is monthly starting from 2016-01-01 to 2019-09-01 so if the loan already started before Jan2016 you will find partial history for it.

• We have multiple programs under the car loans product

• Make sure you understand the difference between Buckets

*Data dictionary is provided in a separate file

Kemahiran: Python, Sains Data, Kejuruteraan, Pemasukan Data, Segment

Lihat lagi: i have 60 business cards which i need the data to be entered into an excel sheet each category to have, i need a data entry clerk houston tx, i need a data entry job online where i don t have to pay to register, i need a data entry job, i need a data entry part time job, i need a data entry person, i need a data typist, i need a good excel expert in singapore, i need a local wordpress expert near morro bay ca, i need a wordpress/buddypress expert, i need excel data entry, i need freelancers data entry operators name & mobile number, i need freelancers data entry operators name mobile number, i need online data entry job, i need online data posting job pls help, i need python programmer, i need some graphic design for a car wrap, i need to data entry worl, where in austin can i find a data entry expert, I need a data entry expert for my multiple projects. If you have knowledge please bid. Details will be shared in message with th

Tentang Majikan:
( 48 ulasan ) Siem Reap, Cambodia

ID Projek: #30921499

18 pekerja bebas membida secara purata $56 untuk pekerjaan ini

nibeditad007

Hi, Hope you are doing well. I have over 6 years of rich experience in data science and machine learning. I have worked hands on in Python with different datasets for data wrangling, data manipulation, data analysi Lagi

$111 USD dalam 3 hari
(8 Ulasan)
4.1
sramireddy065

Hello Thank you for viewing my proposal I went through your project requirements. I'm sure that I can complete this project next few hours if you share details If you share precise information about this project, I c Lagi

$122 USD dalam 2 hari
(19 Ulasan)
4.3
vikkykumar123

I have 5 years of Experience in C , C++ , PYTHON , Data Science, Machine Learning, DATA STRUCTURE , ALGORITHMS HTML , CSS , JAVASCRIPT , DJANGO , AWS , GITHUB . I am interested in the project Need help with all the ess Lagi

$10 USD dalam sehari
(6 Ulasan)
3.1
subhabahapal

Dear sir, I am a seasoned Data Scientist, Researcher and Academician having my own small Analytics start-up InstaDataHelp Analytics Services ( [login to view URL] ). You can find the details in the my Linkedin Pro Lagi

$50 USD dalam 7 hari
(3 Ulasan)
2.8
wyoncholyang0126

================Here is a skillful python expert=============== Hi, how are you? I have read your description and understood your proposal. I have rich experience in python for deep learning and machine learning for 6 Lagi

$50 USD dalam 2 hari
(2 Ulasan)
1.9
vickydadhich1988

Hi, I can do this task for you, as I am expert in this field. You can go through my profile and see. If yuou feel I am the right man for you then please feel free to message me so that we can discuss further about yo Lagi

$30 USD dalam 7 hari
(0 Ulasan)
0.0
Vardhaman1996

Hi I am post graduate In Data Science,Working as datascientist in Bayer Crop science, I can do your work

$30 USD dalam 3 hari
(0 Ulasan)
0.0
meetmas

I have 20 years plus experience. I will put my great effort to complete project before time. Thanks Regards

$28 USD dalam 6 hari
(0 Ulasan)
0.0
dhavalzala001

i am a haed working and i have best typing skill.i never make mistakes in my work. i always complete my work as soon as it posible.i never disapoint my client

$30 USD dalam 7 hari
(0 Ulasan)
0.0
Kusum4242

I want to do this work, I have sufficient knowledge of Excel and word. I’m also working on Ms office on daily basis

$30 USD dalam 7 hari
(0 Ulasan)
0.0
prajakta2801

I am certified in Machine Learning by Internshala and learned various data science techniques in the due course .

$30 USD dalam 7 hari
(0 Ulasan)
0.0
Safique365

I want to work with your team therefore I bid this project please give me a chance to prove my quality services. Thank you sir. Have a nice day.

$40 USD dalam 7 hari
(0 Ulasan)
0.0
upadhyayni143

I will done a great job and I will submit it to you so that you will check and determine my [login to view URL] task is very easy for me and will make it done in less than 4 days

$30 USD dalam 4 hari
(0 Ulasan)
0.0
manuajena2

Hey, you've placed a bid on our project. please Watch the project demo by following this link [login to view URL] If you can do it as shown in video

$35 USD dalam 6 hari
(0 Ulasan)
0.0
chitthandar23

I have experience in Microfinance risk, loan recovery management .And my former experience is Branch Manager in [login to view URL] ,I can do well in this job .

$25 USD dalam 7 hari
(0 Ulasan)
0.0
samiran63

I have an experience in this field last 30 years and My experience is good in Microsoft Office Word, Excel, Copy past, Typing work, Data Entry & PowerPoint. I have read your requirement. I am ok with your project. I am Lagi

$30 USD dalam 7 hari
(0 Ulasan)
0.0
venkateshborra57

Iam Venkatesh from Gudivada Iam studying diploma I love my family Iam searching for online jobs like a plan for tomorrow future he

$30 USD dalam 7 hari
(0 Ulasan)
0.0
iliass77

i have a good competences on python specially for data analysis and machine learning (pandas, numpy, seaborn, scikitlearn, tensorflow, pytorch...

$300 USD dalam 10 hari
(0 Ulasan)
0.0