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Customer Attrition Management
Your Company Name
Agenda for Customer Attrition Management
2
01 • Company needs to prevent customers from reducing
their purchases of products and services
02
• Discussing about various ways through which
firm can manage the customer churn
03 • Discussing about churn
propensity model
04 • Add text here
Table of Content for Customer Attrition Management
3
04 Churn Propensity Model
05
Impact of Successful Implementation
of Churn Management
06 Dashboard
• Customer Purchase Tracking
o Problem Understanding
o Data Collection, Preparation and Pre-processing
o Modelling and Testing
• Various Customer Attributes to Look For
• Preventing Churn through Predictive Analytics
• Machine Learning Process
• Predicting Customer Churn
• Customer Journey Analytics
• Key Statistics Associated to Customer Churn
• Present Churn Situation in Firm
• Current Customers Attrition in Firm
• Customer Churn Rate on Monthly Basis
01 Introduction
02 Various Types of
Customer Churn
03
How to Handle Customer
Attrition?
o Segmentation on Basis of Customer Spending
o Acquisition Strategy for Churned Customer
o Delighting Customers to Improve Loyalty
o How to Prevent Customer Churn?
o Several Anti – Churn Campaigns
• Customer Treatment Framework
• Four Stages of Churn Management
Table of Content 1
4
• Key Statistics Associated to Customer Churn
• Present Churn Situation in Firm
• Current Customers Attrition in Firm
• Customer Churn Rate on Monthly Basis
Introduction
Key Statistics Associated to Customer Churn
5
Companies are losing $85
billion each year due to
customer churn and
abandoned purchases
Costs 5x more to acquire
new customers than keeping
existing ones
16x more to bring new
customers to the same level
of current ones
5% increase in customer
retention leads to 30% - 90%
increase in profits
90% of firm’s future
revenues derive from 30% of
existing customers
Probability of selling to new
customer – 5 – 15%
Probability of selling to
existing customer – 65 –
75%
03
02
01 05
04
Customer churn is a serious issue which affects firm’s overall performance. Due this, firms incur heavy losses in terms of abandon purchases and lower revenues. Retaining existing
customer is more profitable than acquiring new customers.
Present Churn Situation in Firm
6
0
40
80
120
160
200
2015 2016 2017 2018 2019 2020
Millions
Chumers Subscribers
0
20
40
60
2015 2016 2017 2018 2019 2020
Percentage
This slide depicts the current scenario of churners compared to customers over the years. It also provides information regarding annual churn rate of the customers.
Customers and Churners Annual Churn Rate of Customers
Key Takeaways
• There is increase in churners with increase in customer base from 2015 to 2020
• Add text here
Key Takeaways
• There is a rise in customer attrition rate in past years
• Add text here
Current Customers Attrition in Firm
7
Current Customers 10,000 14,375 18,531
Number of Churners -500 -719 -927
New Customers 5,000 5,000 5,000
New Churn -125 -125 -125
Total Customers 14,375 18,531 22,479
Adjusted Churn Rate 5.13% 5.13% 5.13%
Quarterly Churn Rate 5.17% 5.17% 5.13%
August September October
This slide provides information about current customers, number of churners with churn rate for last three months.
Customer Churn Rate on Monthly Basis
8
0%
2%
4%
6%
8%
10%
Customer Churn
Key Takeaways
• There is steady increase in customer churn from 2018 to 2020
• But in Dec 2019, firm has encountered the highest customer churn rate
• Reasons for high churn rate –
• Poor client experience
• Bad onboarding experience
• Lost value perception
• Add text here
Firm has tracked customer churn rate on monthly basis. It has been seen that firm has faced highest churn rate in last month.
01/07/2018 01/06/2020
Table of Content 2
9
Various Types of
Customer Churn
Various Types of Customer Churn
10
This slide provides information about several ways in which firm can experience customer churn such as – when customer stops spending, churn due to product quality, etc. and the
reasons behind them.
Account Declining in Spending
• Decrease in overall spend with firm
• Purchasing in less volume and ordering less frequently
• Add text here
• Add text here
Product Churn
o Failure in meeting customer expectations
o Failure in providing value to customers as compared to
competitor’s offering
o Degrading in quality and shortening shelf life
• Add text here
• Products become unattractive for various reasons –
Complete Customer Account Loss
o Failure in delivering promises made
o Not finding product useful
o Bad customer service
• Reasons for customer leaving business entirely
• Add text here
• Add text here
Table of Content 3
11
How to Handle
Customer Attrition?
o Segmentation on Basis of Customer Spending
o Acquisition Strategy for Churned Customer
o Delighting Customers to Improve Loyalty
o How to Prevent Customer Churn?
o Several Anti – Churn Campaigns
• Customer Treatment Framework
• Four Stages of Churn Management
Four Stages of Churn Management
12
The firm is need of managing its customer churn and it will achieve this in four stages such as – acquiring churned customer, delighting customer, preventing customer attrition and
saving customers through various campaigns.
Acquire
Customer segmentation
Acquiring customers through
different strategies
Delight
Delighting customers in order to
increase customer loyalty as
compared to competitors
Prevent
Preventing customers from
attrition through analyzing various
churn signals and triggers
Retain
Focus on saving customers from
leaving the firm through several
campaigns
Segmentation on Basis of Customer Spending
13
From To
$0.00 $25.00 Low
$25.1 $50.00 Medium
$50.1 $75.00 High
$75.01 $100.00 Silver
$100.01 $150.00 Gold
#150.1 $1,000.00 Platinum
Customer
Spending Range
Customer
Spending Range
The firm will bifurcate its customers based on their spending pattern.
Acquisition Strategy for Churned Customer
14
0
2
4
6
Average lifetime indexed to deal seekers Average CLV indexed to deal seekers
0%
20%
40%
60%
80%
100%
Total market Acquisition market
Deal seekers
Tariff optimizers
Apathetics
Loyalists
Lifetime Customer Lifetime Value Availability in % of market
The firm is looking for acquiring its churned customer as it is costlier in acquiring new customers than retaining the existing ones. The customers will be categorized into segments such
as deal seekers, tariff optimizers, etc. and strategies will be implemented according to the categorization.
Deal Seekers Short term promotions Quarterly
Tariff Optimizers Add text here Add text here
Apathetics Add text here Add text here
Loyalists Increasing benefits over time-Providing free and easy to access to cloud storage Add text here
Category Frequency
Category
Customer Segment Mix of segment per universe
Altering mix of acquisition –
Delighting Customers to Improve Loyalty
15
Improved Customer Interactions
• Loyalty program
• Interactable and intuitive system
• Customized email responses
• Add text here
Enhanced customer engagement Add text here
Treating Customers
• Small gifts
• Thanking customers through
handwritten notes on invoices
• Add text here
Loyalty building Add text here
Follow Up
• Sale follow up
• Satisfaction/ complaint feedback
survey Add text here
Enhanced customer service experience Add text here
Parameter Comments
Strategies Benefit
The firm is looking for different parameters in order to delight its customers. This slide portrays various strategies that firm will implement to enhance customer loyalty and the benefits that
it will incur.
How to Prevent Customer Churn
16
Pending or unresolved incident No action taken on complaint call
Increased complaints
4 - 5 complaints related to
• Invoice
• Orders
• Product quality
End of commitment
Customer inquires about the commitment period duration
and status
Your text here
Communicating with competitors
Interacting with competitor’s tele sales department thrice in
last two months
Churn Signals
Preventive
Measures
Description
Churn
Triggers
Description
Preventive
Measures
This slide depicts information about how firm can prevent the customer churn. The firm can proactively handle the churn issue by detecting the churn signals and triggers from
customers.
Several Anti - Churn Campaigns
17
This slide portrays information about various marketing campaigns in order to retain its customers from churning.
Cross Sell and
upsell Campaigns
Building post sales opportunities through
• Additions or improvements based on previous purchases
• Add text here
Product and
Service Improvement
• Making customers aware about new features and optimizations
through email, webinar
• Add text here
• Tracking insights regarding losing
customers
• Add text here
Customer
Satisfaction Campaigns
After
Sales Engagement
• Requesting feedback and offering support
• Add text here
Customer Treatment Framework
18
The firm will target its customers by testing various strategies in terms of offers and will check their performance through feedback.
Testing
multiple strategies
Offer 1
Offer 2
Offer 3
Update modes
based on
response data
Feedback Loop
Tracking customer
responses on various offers
Offer 1
Offer 2
Offer 4
Update modes
based on
response data
Feedback Loop
Campaign refining on basis
of customer response
Offer 5
Offer 2
Offer 6
Likely Churner
Table of Content 4
19
Churn Propensity
Model
o Problem Understanding
o Data Collection, Preparation and Pre-processing
o Modelling and Testing
• Various Customer Attributes to Look For
• Preventing Churn through Predictive Analytics
• Machine Learning Process
• Predicting Customer Churn
• Customer Journey Analytics
Various Customer Attributes to Look For
20
Data Collection Through
Campaign History
• Customer information collected from
different email campaigns types –
promotions, discounts
• Add text here
Customer
Demographic Data
• Gender
• Age
• Income
• Education level
• Socio economic characteristics
• Add text here
Customer Behavior
Data
• Subscription date
• Customer spending per visit
• Subscription history
• Page views
• Brand preferences
• Add text here
The firm will explore various features from data. The available data is analyzed per user basis.
• Algorithms provide information
regrading shared behavioral
pattern of customers who
already abandon purchasing
• Check behavior of current
customers against the patterns
and alert about potential
churners
• Get informed about the
customer’s pain points and
choosing effective retention
actions
Preventing Churn through Predictive Analytics
21
Projecting the probability of future outcomes, events based on current and historical data. It utilizes different statistical techniques such as machine learning, pattern recognition through
data mining, etc.
Machine Learning
Churned Customer
History
Pattern
Recognition
Proactive re-
Engagement
Predictive
Model
Customers at risk
of Churn
Happy
Customers
Existing
Customers
Machine Learning Process – Problem Understanding
22
This graph/ chart is linked to excel and changes automatically based on data. Just left click on it and select “Edit Data”.
The customer churn prediction through machine learning is initiated through understanding the insights through two methods – classification and regression.
0%
10%
20%
30%
40%
50%
60%
70%
80%
-1 0 1 2 3 4 5 6 7
Churn
Profitability
# Customer Service Calls
Problem Understanding
Two types of problems to solve
Regression
• Probability estimate of churn per customer –
• Estimate about customers that are likely to get churn in a specific time
period
Classification
o Will customer churn or not
o Will customer renew its subscription
• Data scientists categorize customers in different class/category
(churner/non churner)
• Categorizing based on pricing plan downgrading
Machine Learning Process-Data Collection, Preparation and Preprocessing
23
Once the insights are identified, data collection sources are selected for further predictive modeling. After that, dataset is prepared with a set of attributes representing behavior patterns
related to customer engagement level for specific product/service.
Data Collection
Recognizing various sources of data for churn prediction –
• CRM systems –customer information from sales and customer support records
• Feedbacks on review and social media platforms
• Add text here
Data Preparation and Preprocessing
Recognizing various sources of data for churn prediction –
o Customer demographic features – education, level, income
o User behavior feature – lifecycle stage, active session length
o Support features – sent queries, customer satisfaction score
• Feature engineering – Predicting outcomes by selecting most relevant attributes depicting different
behavior patterns related to customer engagement level with product/service. Features can be –
Machine Learning Process – Modelling and Testing
24
Root node
Interior node Interior node
Leaf node Interior node Interior node
Leaf node Leaf node Leaf node
Leaf node Leaf node
Decision Tree
• Data sample splits into two or more homogeneous sets with most significant
differentiator in input variables
• Tree initiated from root node – best predictor
• Add text here
• Add text here
Decision Tree
Tree1
Voting
P1
P2
Pm
Treem
Tree2
Predicted Class
A
• High prediction accuracy with numerous decision trees
• Each tree classifies data instance based on attributes
• Forest selects classification with maximum votes
• Add text here
• Add text here
Random Forest
The firm can consider in between two churn prediction model – decision tree and random forest. These models are capable in detecting potential churners with desired level of accuracy.
Predicting Customer Churn
25
Customer 1 Medium 201.4 0.112 Yes Add text here
Customer 2 Low 153.2 .265 No Add text here
Customer 3 High 127.5 .741 Yes Add text here
Customer 4 Low 161.3 .878 Yes Add text here
Customer 5 Low 254.4 .281 No Add text here
Customer 6 Add text here Add text here Add text here Add text here Add text here
After deploying churn prediction model, the firm will become capable in predicting churn probability of various customers on basis of various attributes such as NPS, transaction usage, etc.
Customer Transaction Usage NPS Churn Probability Churn Prediction Comments
Customer Journey Analytics (1/2)
26
7K 21.7K 332 29K
Return in Store
7.1K 21.7K 313 29.2K
Coupon Spent
6.9K 21.5K 340 28.7K
Reward Sent
7.4K 22.1K 251 29.7K
Web Searched
7.6K 11K 11.3K 29.9K
Product Searched
Key Takeaways
• Marketing team will keep track of crucial customer touchpoints which will deliver more value,
affect future interactions and will prove to be fruitful in driving new and repeatable clients
• The analysis will help in uncovering crucial steps that will drive more value
• Add text here
• Add text here
The firm can also measure churn rate using customer journey analytics tools by mapping entire customer journey by analyzing various touchpoint encountered.
7.6K 11K 18.6K
Product Compared
7.6K 7.6K
Cart Abandoned
Customer Journey Analytics(2/2)
27
Key Takeaways
• Marketing team will keep track of crucial customer touchpoints
which will deliver more value, affect future interactions and will
prove to be fruitful in driving new and repeatable clients
• The analysis will help in uncovering crucial steps that will drive more
value
• Add text here
• Add text here
The firm can also measure churn rate using customer journey analytics tools by mapping entire customer journey by analyzing various touchpoint
encountered.
46.6
K
Signed Up for
Online Banking
11K
Downloaded
Mobile App
2.9K
Open Cd
46.6
K
Tie 1
581K
120-day Customer
Satisfaction
1.9K
Account
Closed
256K
Account
Closed 1
Call made to
customer Support
2.9K
22.3K
Enrolled in
Direct Deposited
1.6K
Apply for Loan
Table of Content 5
28
Impact of Successful
Implementation of Churn
Management
Impact of Successful Implementation of Churn Management
29
Benefit Description Annual $ Impact
Decreased churn
Revenues increased
Higher cross - selling
revenues
Customer retention rate
Revenues generated
Add text here
Add text here
$3.3M
$0.4M
65% increase
$4 - $5 M
Add text here
Add text here
Benefit Category
Reduce Churn and Drive
Upsell Revenue
Enhanced
Customer Engagement
Improved
Customer Retention
This slide portrays the overall impact of churn prevention and benefits associated to it.
Table of Content 6
30
Dashboard
• Customer Purchase Tracking
Dashboard – Customer Purchase Tracking (1/2)
31
The firm is looking forward to track customer experience by tracking various touchpoints in order to handle issues such customer churn. KPIs mentioned in the dashboard are measured
regularly across the organization.
Repeat Purchase
Path to Purchase
0
20
40
60
Customer activity
0
0.2
0.4
0.6
0.8
Reward conversion per group
-0.03
0.17
0.37
0.57
0.77
Coupon conversion rate per group
Summary
Participants
11.6K
Total repeat sales after
coupon
8.35
K
Total repeat sales
after reward
29.2
K
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Landing page per group test
-0.5
0
0.5
1
1.5
2
2.5
3
3.5
Product viewed per category
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Add cart/ product view
0
5000
10000
15000
Oct-19
Nov-19
Dec-19
Jan-20
Feb-20
Mar-20
Total cart value per month
Summary
Participants
29.8K
Add to cart by product
category
34.3
K
Sales Q1 2020
0
5000
10000
15000
Oct-19
Nov-19
Dec-19
Jan-20
Feb-20
Mar-20
Total cart value per month
0
0.2
0.4
0.6
0.8
1
Reward conversion per group
0
20
40
60
Female Music
New chart
-25
75
175
275
375
475
Sep-20 Oct-20 Nov-20 Dec-20
Checkout by month
Summary
Participants
9.1K
Total revenues by
category
14.5
K
Dashboard - Customer Purchase Tracking (2/2)
32
The firm will track down the customers activities in terms of revenues generated. Customers are bifurcated in segments such as existing, new, lost and active.
Existin…
New,
624
Active,…
Churned
, 1,669
Customers 6419 1.5% 624 14.8% 1869 49.9% 5174 12.3%
Revenue $425k 0.9% $31k 9.7% $139k 66.5% $317k 15.1%
Avg Bill $66.17 0.7% $50.33 18.4% $74.44 27.9% $61.27 27.6%
Existing New Lost Active
Customer Attrition Management Icons Slide
33
Additional Slides
34
30 60 90 Days Plan
35
Days
Plan
30
Days
60
Days
90
Days
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Weekly Timeline with Task Name
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Our Mission
37
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Mission
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Vision
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Designation
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Our Team
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Roadmap for Process Flow
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About Us
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Creative
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Talented
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Comparison
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WhatsApp Users
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Twitter Users
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Minimum
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Timeline
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START FINISH
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2016
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Customer Attrition Management Powerpoint Presentation Slides

  • 2. Agenda for Customer Attrition Management 2 01 • Company needs to prevent customers from reducing their purchases of products and services 02 • Discussing about various ways through which firm can manage the customer churn 03 • Discussing about churn propensity model 04 • Add text here
  • 3. Table of Content for Customer Attrition Management 3 04 Churn Propensity Model 05 Impact of Successful Implementation of Churn Management 06 Dashboard • Customer Purchase Tracking o Problem Understanding o Data Collection, Preparation and Pre-processing o Modelling and Testing • Various Customer Attributes to Look For • Preventing Churn through Predictive Analytics • Machine Learning Process • Predicting Customer Churn • Customer Journey Analytics • Key Statistics Associated to Customer Churn • Present Churn Situation in Firm • Current Customers Attrition in Firm • Customer Churn Rate on Monthly Basis 01 Introduction 02 Various Types of Customer Churn 03 How to Handle Customer Attrition? o Segmentation on Basis of Customer Spending o Acquisition Strategy for Churned Customer o Delighting Customers to Improve Loyalty o How to Prevent Customer Churn? o Several Anti – Churn Campaigns • Customer Treatment Framework • Four Stages of Churn Management
  • 4. Table of Content 1 4 • Key Statistics Associated to Customer Churn • Present Churn Situation in Firm • Current Customers Attrition in Firm • Customer Churn Rate on Monthly Basis Introduction
  • 5. Key Statistics Associated to Customer Churn 5 Companies are losing $85 billion each year due to customer churn and abandoned purchases Costs 5x more to acquire new customers than keeping existing ones 16x more to bring new customers to the same level of current ones 5% increase in customer retention leads to 30% - 90% increase in profits 90% of firm’s future revenues derive from 30% of existing customers Probability of selling to new customer – 5 – 15% Probability of selling to existing customer – 65 – 75% 03 02 01 05 04 Customer churn is a serious issue which affects firm’s overall performance. Due this, firms incur heavy losses in terms of abandon purchases and lower revenues. Retaining existing customer is more profitable than acquiring new customers.
  • 6. Present Churn Situation in Firm 6 0 40 80 120 160 200 2015 2016 2017 2018 2019 2020 Millions Chumers Subscribers 0 20 40 60 2015 2016 2017 2018 2019 2020 Percentage This slide depicts the current scenario of churners compared to customers over the years. It also provides information regarding annual churn rate of the customers. Customers and Churners Annual Churn Rate of Customers Key Takeaways • There is increase in churners with increase in customer base from 2015 to 2020 • Add text here Key Takeaways • There is a rise in customer attrition rate in past years • Add text here
  • 7. Current Customers Attrition in Firm 7 Current Customers 10,000 14,375 18,531 Number of Churners -500 -719 -927 New Customers 5,000 5,000 5,000 New Churn -125 -125 -125 Total Customers 14,375 18,531 22,479 Adjusted Churn Rate 5.13% 5.13% 5.13% Quarterly Churn Rate 5.17% 5.17% 5.13% August September October This slide provides information about current customers, number of churners with churn rate for last three months.
  • 8. Customer Churn Rate on Monthly Basis 8 0% 2% 4% 6% 8% 10% Customer Churn Key Takeaways • There is steady increase in customer churn from 2018 to 2020 • But in Dec 2019, firm has encountered the highest customer churn rate • Reasons for high churn rate – • Poor client experience • Bad onboarding experience • Lost value perception • Add text here Firm has tracked customer churn rate on monthly basis. It has been seen that firm has faced highest churn rate in last month. 01/07/2018 01/06/2020
  • 9. Table of Content 2 9 Various Types of Customer Churn
  • 10. Various Types of Customer Churn 10 This slide provides information about several ways in which firm can experience customer churn such as – when customer stops spending, churn due to product quality, etc. and the reasons behind them. Account Declining in Spending • Decrease in overall spend with firm • Purchasing in less volume and ordering less frequently • Add text here • Add text here Product Churn o Failure in meeting customer expectations o Failure in providing value to customers as compared to competitor’s offering o Degrading in quality and shortening shelf life • Add text here • Products become unattractive for various reasons – Complete Customer Account Loss o Failure in delivering promises made o Not finding product useful o Bad customer service • Reasons for customer leaving business entirely • Add text here • Add text here
  • 11. Table of Content 3 11 How to Handle Customer Attrition? o Segmentation on Basis of Customer Spending o Acquisition Strategy for Churned Customer o Delighting Customers to Improve Loyalty o How to Prevent Customer Churn? o Several Anti – Churn Campaigns • Customer Treatment Framework • Four Stages of Churn Management
  • 12. Four Stages of Churn Management 12 The firm is need of managing its customer churn and it will achieve this in four stages such as – acquiring churned customer, delighting customer, preventing customer attrition and saving customers through various campaigns. Acquire Customer segmentation Acquiring customers through different strategies Delight Delighting customers in order to increase customer loyalty as compared to competitors Prevent Preventing customers from attrition through analyzing various churn signals and triggers Retain Focus on saving customers from leaving the firm through several campaigns
  • 13. Segmentation on Basis of Customer Spending 13 From To $0.00 $25.00 Low $25.1 $50.00 Medium $50.1 $75.00 High $75.01 $100.00 Silver $100.01 $150.00 Gold #150.1 $1,000.00 Platinum Customer Spending Range Customer Spending Range The firm will bifurcate its customers based on their spending pattern.
  • 14. Acquisition Strategy for Churned Customer 14 0 2 4 6 Average lifetime indexed to deal seekers Average CLV indexed to deal seekers 0% 20% 40% 60% 80% 100% Total market Acquisition market Deal seekers Tariff optimizers Apathetics Loyalists Lifetime Customer Lifetime Value Availability in % of market The firm is looking for acquiring its churned customer as it is costlier in acquiring new customers than retaining the existing ones. The customers will be categorized into segments such as deal seekers, tariff optimizers, etc. and strategies will be implemented according to the categorization. Deal Seekers Short term promotions Quarterly Tariff Optimizers Add text here Add text here Apathetics Add text here Add text here Loyalists Increasing benefits over time-Providing free and easy to access to cloud storage Add text here Category Frequency Category Customer Segment Mix of segment per universe Altering mix of acquisition –
  • 15. Delighting Customers to Improve Loyalty 15 Improved Customer Interactions • Loyalty program • Interactable and intuitive system • Customized email responses • Add text here Enhanced customer engagement Add text here Treating Customers • Small gifts • Thanking customers through handwritten notes on invoices • Add text here Loyalty building Add text here Follow Up • Sale follow up • Satisfaction/ complaint feedback survey Add text here Enhanced customer service experience Add text here Parameter Comments Strategies Benefit The firm is looking for different parameters in order to delight its customers. This slide portrays various strategies that firm will implement to enhance customer loyalty and the benefits that it will incur.
  • 16. How to Prevent Customer Churn 16 Pending or unresolved incident No action taken on complaint call Increased complaints 4 - 5 complaints related to • Invoice • Orders • Product quality End of commitment Customer inquires about the commitment period duration and status Your text here Communicating with competitors Interacting with competitor’s tele sales department thrice in last two months Churn Signals Preventive Measures Description Churn Triggers Description Preventive Measures This slide depicts information about how firm can prevent the customer churn. The firm can proactively handle the churn issue by detecting the churn signals and triggers from customers.
  • 17. Several Anti - Churn Campaigns 17 This slide portrays information about various marketing campaigns in order to retain its customers from churning. Cross Sell and upsell Campaigns Building post sales opportunities through • Additions or improvements based on previous purchases • Add text here Product and Service Improvement • Making customers aware about new features and optimizations through email, webinar • Add text here • Tracking insights regarding losing customers • Add text here Customer Satisfaction Campaigns After Sales Engagement • Requesting feedback and offering support • Add text here
  • 18. Customer Treatment Framework 18 The firm will target its customers by testing various strategies in terms of offers and will check their performance through feedback. Testing multiple strategies Offer 1 Offer 2 Offer 3 Update modes based on response data Feedback Loop Tracking customer responses on various offers Offer 1 Offer 2 Offer 4 Update modes based on response data Feedback Loop Campaign refining on basis of customer response Offer 5 Offer 2 Offer 6 Likely Churner
  • 19. Table of Content 4 19 Churn Propensity Model o Problem Understanding o Data Collection, Preparation and Pre-processing o Modelling and Testing • Various Customer Attributes to Look For • Preventing Churn through Predictive Analytics • Machine Learning Process • Predicting Customer Churn • Customer Journey Analytics
  • 20. Various Customer Attributes to Look For 20 Data Collection Through Campaign History • Customer information collected from different email campaigns types – promotions, discounts • Add text here Customer Demographic Data • Gender • Age • Income • Education level • Socio economic characteristics • Add text here Customer Behavior Data • Subscription date • Customer spending per visit • Subscription history • Page views • Brand preferences • Add text here The firm will explore various features from data. The available data is analyzed per user basis.
  • 21. • Algorithms provide information regrading shared behavioral pattern of customers who already abandon purchasing • Check behavior of current customers against the patterns and alert about potential churners • Get informed about the customer’s pain points and choosing effective retention actions Preventing Churn through Predictive Analytics 21 Projecting the probability of future outcomes, events based on current and historical data. It utilizes different statistical techniques such as machine learning, pattern recognition through data mining, etc. Machine Learning Churned Customer History Pattern Recognition Proactive re- Engagement Predictive Model Customers at risk of Churn Happy Customers Existing Customers
  • 22. Machine Learning Process – Problem Understanding 22 This graph/ chart is linked to excel and changes automatically based on data. Just left click on it and select “Edit Data”. The customer churn prediction through machine learning is initiated through understanding the insights through two methods – classification and regression. 0% 10% 20% 30% 40% 50% 60% 70% 80% -1 0 1 2 3 4 5 6 7 Churn Profitability # Customer Service Calls Problem Understanding Two types of problems to solve Regression • Probability estimate of churn per customer – • Estimate about customers that are likely to get churn in a specific time period Classification o Will customer churn or not o Will customer renew its subscription • Data scientists categorize customers in different class/category (churner/non churner) • Categorizing based on pricing plan downgrading
  • 23. Machine Learning Process-Data Collection, Preparation and Preprocessing 23 Once the insights are identified, data collection sources are selected for further predictive modeling. After that, dataset is prepared with a set of attributes representing behavior patterns related to customer engagement level for specific product/service. Data Collection Recognizing various sources of data for churn prediction – • CRM systems –customer information from sales and customer support records • Feedbacks on review and social media platforms • Add text here Data Preparation and Preprocessing Recognizing various sources of data for churn prediction – o Customer demographic features – education, level, income o User behavior feature – lifecycle stage, active session length o Support features – sent queries, customer satisfaction score • Feature engineering – Predicting outcomes by selecting most relevant attributes depicting different behavior patterns related to customer engagement level with product/service. Features can be –
  • 24. Machine Learning Process – Modelling and Testing 24 Root node Interior node Interior node Leaf node Interior node Interior node Leaf node Leaf node Leaf node Leaf node Leaf node Decision Tree • Data sample splits into two or more homogeneous sets with most significant differentiator in input variables • Tree initiated from root node – best predictor • Add text here • Add text here Decision Tree Tree1 Voting P1 P2 Pm Treem Tree2 Predicted Class A • High prediction accuracy with numerous decision trees • Each tree classifies data instance based on attributes • Forest selects classification with maximum votes • Add text here • Add text here Random Forest The firm can consider in between two churn prediction model – decision tree and random forest. These models are capable in detecting potential churners with desired level of accuracy.
  • 25. Predicting Customer Churn 25 Customer 1 Medium 201.4 0.112 Yes Add text here Customer 2 Low 153.2 .265 No Add text here Customer 3 High 127.5 .741 Yes Add text here Customer 4 Low 161.3 .878 Yes Add text here Customer 5 Low 254.4 .281 No Add text here Customer 6 Add text here Add text here Add text here Add text here Add text here After deploying churn prediction model, the firm will become capable in predicting churn probability of various customers on basis of various attributes such as NPS, transaction usage, etc. Customer Transaction Usage NPS Churn Probability Churn Prediction Comments
  • 26. Customer Journey Analytics (1/2) 26 7K 21.7K 332 29K Return in Store 7.1K 21.7K 313 29.2K Coupon Spent 6.9K 21.5K 340 28.7K Reward Sent 7.4K 22.1K 251 29.7K Web Searched 7.6K 11K 11.3K 29.9K Product Searched Key Takeaways • Marketing team will keep track of crucial customer touchpoints which will deliver more value, affect future interactions and will prove to be fruitful in driving new and repeatable clients • The analysis will help in uncovering crucial steps that will drive more value • Add text here • Add text here The firm can also measure churn rate using customer journey analytics tools by mapping entire customer journey by analyzing various touchpoint encountered. 7.6K 11K 18.6K Product Compared 7.6K 7.6K Cart Abandoned
  • 27. Customer Journey Analytics(2/2) 27 Key Takeaways • Marketing team will keep track of crucial customer touchpoints which will deliver more value, affect future interactions and will prove to be fruitful in driving new and repeatable clients • The analysis will help in uncovering crucial steps that will drive more value • Add text here • Add text here The firm can also measure churn rate using customer journey analytics tools by mapping entire customer journey by analyzing various touchpoint encountered. 46.6 K Signed Up for Online Banking 11K Downloaded Mobile App 2.9K Open Cd 46.6 K Tie 1 581K 120-day Customer Satisfaction 1.9K Account Closed 256K Account Closed 1 Call made to customer Support 2.9K 22.3K Enrolled in Direct Deposited 1.6K Apply for Loan
  • 28. Table of Content 5 28 Impact of Successful Implementation of Churn Management
  • 29. Impact of Successful Implementation of Churn Management 29 Benefit Description Annual $ Impact Decreased churn Revenues increased Higher cross - selling revenues Customer retention rate Revenues generated Add text here Add text here $3.3M $0.4M 65% increase $4 - $5 M Add text here Add text here Benefit Category Reduce Churn and Drive Upsell Revenue Enhanced Customer Engagement Improved Customer Retention This slide portrays the overall impact of churn prevention and benefits associated to it.
  • 30. Table of Content 6 30 Dashboard • Customer Purchase Tracking
  • 31. Dashboard – Customer Purchase Tracking (1/2) 31 The firm is looking forward to track customer experience by tracking various touchpoints in order to handle issues such customer churn. KPIs mentioned in the dashboard are measured regularly across the organization. Repeat Purchase Path to Purchase 0 20 40 60 Customer activity 0 0.2 0.4 0.6 0.8 Reward conversion per group -0.03 0.17 0.37 0.57 0.77 Coupon conversion rate per group Summary Participants 11.6K Total repeat sales after coupon 8.35 K Total repeat sales after reward 29.2 K 0 0.2 0.4 0.6 0.8 1 1.2 1.4 Landing page per group test -0.5 0 0.5 1 1.5 2 2.5 3 3.5 Product viewed per category 0 0.2 0.4 0.6 0.8 1 1.2 1.4 Add cart/ product view 0 5000 10000 15000 Oct-19 Nov-19 Dec-19 Jan-20 Feb-20 Mar-20 Total cart value per month Summary Participants 29.8K Add to cart by product category 34.3 K Sales Q1 2020 0 5000 10000 15000 Oct-19 Nov-19 Dec-19 Jan-20 Feb-20 Mar-20 Total cart value per month 0 0.2 0.4 0.6 0.8 1 Reward conversion per group 0 20 40 60 Female Music New chart -25 75 175 275 375 475 Sep-20 Oct-20 Nov-20 Dec-20 Checkout by month Summary Participants 9.1K Total revenues by category 14.5 K
  • 32. Dashboard - Customer Purchase Tracking (2/2) 32 The firm will track down the customers activities in terms of revenues generated. Customers are bifurcated in segments such as existing, new, lost and active. Existin… New, 624 Active,… Churned , 1,669 Customers 6419 1.5% 624 14.8% 1869 49.9% 5174 12.3% Revenue $425k 0.9% $31k 9.7% $139k 66.5% $317k 15.1% Avg Bill $66.17 0.7% $50.33 18.4% $74.44 27.9% $61.27 27.6% Existing New Lost Active
  • 35. 30 60 90 Days Plan 35 Days Plan 30 Days 60 Days 90 Days This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Text Here This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Text Here This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Text Here
  • 36. Weekly Timeline with Task Name 36 Monday Tuesday Wednesday Thursday Friday Saturday Sunday Name Here - - Text Here Name Here Text Here - Name Here - - Text Here Name Here - - - Name Here - - Text Here Text Here Text Here Text Here Text Here Text Here
  • 37. Our Mission 37 This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Mission This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Vision This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Goal
  • 38. Designation This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Name Here Designation This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Name Here Designation This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Name Here Our Team 38
  • 39. Roadmap for Process Flow 39 Text Here This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Text Here This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Text Here This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Text Here This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 01 02 03 04
  • 40. About Us 40 Creative This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Professional This slide is 100% editable. Adapt it to your needs and capture your audience's attention. Talented This slide is 100% editable. Adapt it to your needs and capture your audience's attention.
  • 41. Comparison 41 WhatsApp Users This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 50% Twitter Users This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 65% Facebook Users This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 80%
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  • 43. Timeline 43 START FINISH This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 2016 This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 2017 This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 2018 This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 2019 This slide is 100% editable. Adapt it to your needs and capture your audience's attention. 2020
  • 44. Thank You 44 Email Address emailaddress123@gmail.com Contact Number 0123456789 Address # street number, city, state