Similar presentations:
✨AI · Churn Prediction Analysis-2
1.
ChurnPredictionAnalysis2.
21 MAY 2026AUTHOR
CHALLENGES FACED
Customersclosingaccounts,switching
torivals
3.
21 MAY 2026Empoweryourbanktopredictcustomerchurnandretainloyalty.
AUTHOR
4.
21 MAY 2026AUTHOR
InputFeatures
AGE
GENDER
TENURE
Age of the customers plays a crucial role in
Customer loyalty, measured by tenure,
predicting churn.
affects churn prediction.
Gender can also impact the likelihood of
customers leaving.
5.
21 MAY 2026AUTHOR
CLIENT DETAILS
AnalysisFoundation
In order to predict customer churn effectively, we must first
gather essential client information such as age, gender, tenure,
and balance. This data will serve as the foundation for our
analysis and help us identify key patterns and trends.
6.
21 MAY 2026AUTHOR
ExploratoryDataAnalysis
DATA PATTERNS
DISTRIBUTIONS
Discover insights, trends, and outliers in the data through
Examine the spread and central tendency of variables to
visualizations and statistical analysis.
understand the data structure and make informed
decisions.
7.
21 MAY 2026AUTHOR
FeatureEngineering
AGE
GENDER
BALANCE
Gender encoding for algorithm
Age transformation for
predictive power
TENURE
Tenure analysis for churn
insights
input
Balance normalization for
model accuracy
8.
21 MAY 2026AUTHOR
MODEL SELECTION
Choosingalgorithmsforpredictivemodeling
9.
21 MAY 2026AUTHOR
TrainingandTesting
Jan
Feb
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April
May
DATA
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Jul
Aug
Sept
Oct
Nov
Dec
VALIDATION
MODELING
EVALUATION
10.
21 MAY 2026AUTHOR
120
RESULTS
PerformanceAnalysis
The Results slide showcases the accuracy of our
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churn prediction model, indicating the
effectiveness of our data analysis and predictive
capabilities. The line chart visualizes the
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performance of the model over time, highlighting
its success in forecasting customer behaviors.
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11.
21 MAY 2026AUTHOR
NextSteps
Implement retention strategies based on predictions. As we delve into
the realm of churn prediction, it is crucial to take actionable steps to
retain valuable customers.
Step 1
Step 2
Step 3
Step 4
Step 5
PHASE 1
PHASE 2
PHASE 3
Step 6
Final step
PHASE 4
PHASE 5
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