Project Work on Challenges related to Customer Perspectives
CAPSTONE PROJECT ONE
IDAP 11 GROUP C
DATA ANALYSIS
ON BUSINESS
CHALLENGES
RELATED TO
CUSTOMER
PERSPECTIVE
‘What gets measured gets done’ and ‘if you can’t measure it, you can’t manage it’
PROJECT RECAP
SUMMARY
PROBLEMS
THE DATA
ANALYTICS TEAM
TODAY’S
AGENDA
VISUALIZATIONS
CAPSTONE ONE
PROCESS
INSIGHTS
PROJECT RECAP
CAPSTONE PROJECT 1
01
Objectives
To group customers based on recency, frequency and monetary value.
To identify customers who are at risk of churning & how to retain them.
To re-sell, cross-sell and up-sell to customers after the decision to buy from us.
To merchandize the customers through optimization of marketing campaign.
Effective management of our inventory
To predict the potential value of our customers
02
Deliverables and Timelines
To provide insights on customer perspectives through connection to PowerBI
for visualizations.
One Month from hired date.
03
Key Stakeholders
Capstone Shareholders and Employees
Customers
Suppliers
Data Analytics Team
PROBLEM STATEMENTS
CAPSTONE PROJECT 1
CUSTOMER
SEGMENTATION
Segmentation of our customer base
understand their behaviors and needs.
to
CUSTOMER RETENTION
Identification of customers who are at risk of
churning and proactive measures to retain
them.
CROSS-SELLING AND
UPSELLING
Identifying opportunities for cross-selling or
upselling to our existing customer base.
MARKETING CAMPAIGN
OPTIMIZATION
Optimization of marketing campaigns to
target the right customers at the right time.
INVENTORY MANAGEMENT
Effective and efficient management of
inventory based on customers demand
and preferences.
CUSTOMER LIFETIME VALUE
(CLV) ESTIMATION
Prediction of the potential future value of our
customers.
PROCESS
1
CAPSTONE PROJECT 1
Data Set Audits
2
Extract, Transform and Load (ETL)
3
SQL Data Extractions & Tables Joining
4
Connections to Power BI for Visualizations
5
Insight Generation
INSIGHTS
CAPSTONE PROJECT 1
RFM SCORE
TOTAL
MONETARY
VALUE
TOTAL NO OF
CUSTOMERS
MONETARY
VALUE BY
REGION
CUSTOMER
RETENTION &
CHURN
ANALYSIS
IN THE LAST 6
MONTHS
CUSTOMER
SEGMENTATION
BY REGION
AVERAGE
MONETARY
VALUE
FREQUENCY
SEGMENTATION
CUSTOMER
LIFETIME VALUE
(CLV)
TOP 5 POPULAR
PRODUCT AMONG
MARKETING
HIGH VALUE
CAMPAIGN
CUSTOMERS
OPTIMIZATION
VISUALIZATIONS
CAPSTONE PROJECT 1
Process
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VISUALIZATIONS
CAPSTONE PROJECT 1
Process
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VISUALIZATIONS
CAPSTONE PROJECT 1
Process
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VISUALIZATIONS
CAPSTONE PROJECT 1
Process
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VISUALIZATIONS
CAPSTONE PROJECT 1
Process
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VISUALIZATIONS
CAPSTONE PROJECT 1
Process
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VISUALIZATIONS
CAPSTONE PROJECT 1
SUMMARY
CAPSTONE PROJECT 1
1) Retention strategies should focus on Re-engaging Lost and Low-Risk
Churn customers.
2) Loyalty-building efforts should be concentrated on Platinum and Silver
customers, especially in high-value regions like the Southwest.
3) Optimize marketing efforts by targeting customers who are most likely to
purchase high-revenue products.
4) Finally, Cross-Selling efforts should target High-Frequency
segments for additional revenue opportunities.
ANY QUESTIONS?
CAPSTONE PROJECT 1