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Showing posts with label retention. Show all posts
Showing posts with label retention. Show all posts

What is customer segmentation?

Like so many buzz words in business & marketing, "customer segmentation" is one of those terms that is interpreted by folks to mean many different types of things. If the word "segmentation" were blurted out in a room of 20 business people, chances are it would conger up 20 different images. So what is customer segmentation, and how can it be used to propel one's business?


Segmentation defined
Customer segmentation is a method for grouping customers based upon similarities they share with respect to any dimensions you deem relevant to your business - whether it be customer needs, channel preferences, interest in certain product features, customer profitability, etc. The key is for you, the marketer, to first decide on what basis you wish to segment your customers (or prospects for that matter). And, the only way to answer this question is to first determine what your objective is for the segmentation, and thus what you want the segmentation to "do for you".


Common segmentation objectives
  • Developing new products
  • Creating differentiated marketing communications & ads
  • Developing differentiated customer servicing & retention strategies
  • Targeting prospects with the greatest profit potential
  • Developing multi-channel distribution strategies
Once you have decided what your objective is for the segmentation, you can answer the question, "what do I want the segmentation to do for me?"



A brief example: segmenting for customer win-backs
Let's say you worked for a subscription-based magazine such as Newsweek. Your boss has asked you to optimize Newsweek's retention strategy utilizing the current save tactic of sending people who have recently canceled their subscriptions (aka "attritors") 1 of 3 "win-back" mailers. This existing save tactic has been employed by Newsweek for the past 2 years, and the method for determining which attritor receives which mailer has been based largely on "intuition" (aka random selection).


Step 1: Your first step in undertaking this project would be to clearly state your objective. Your objective, as per your boss, is to optimize Newsweek's retention strategy for recent attritors. This is shorthand for saying, "I want you to maximize your return on your retention-dollars invested". Without getting into the nitty gritty of the approach, what you essentially want to do is determine the relative ROIs for each of the 3 mailers at the individual attritor level. For each mailer, you then want to identify those attritors with high ROIs (i.e., those attritors who re-instated their magazine subscriptions after receiving the mailer and provided you with future profits that well-exceeded the cost of the mailer).

Step 2: For each win-back mailer you want to identify those attributes which the high-ROI attritors have in common, essentially creating a profile for "high-ROI attritors" for each mailer.

Step 3: The final step is to operationalize the three profiles you've created so you can use them to determine which of the 3 mailers, if any, to send to future attritors. This essentially entails implementing a process in which new attritors are matched up against the 3 profiles to determine which, if any, best describe them. A more sophisticated approach would be to build predictive models that would calculate the expected ROI for each mailer for each attritor, and then send out the mailer with the highest expected ROI to the attritor. And, for those attritors in which all 3 mailers have negative expected ROIs you might choose not to send any win-back mailers.

Closing thoughts on segmentation
In closing, segmentation can be tricky and complex, and no doubt requires a great deal of expertise & experience. Putting in place flawed segmentation strategies can be far more detrimental to a business than not having them at all. However, when designed the right way, segmentation strategies can provide tremendous returns relative to one-size-fits-all approaches. In future posts I will tackle some other types of segmentation strategies, including those involving new product development and portfolio management. As always, feel free to email me with any of your questions, comments or thoughts. As always, feel free to email me if you have any questions about segmentation and how to most effectively use it within your business.






More posts on segmentation & marketing strategy:


Great books & articles on segmentation:




Check out my favorite business books





read more

Reduce customer churn using the 5W's Tool

My love for the 5Ws was professed (or at least implied) in a prior post, proving that I am not afraid to express my deep affection for abstract concepts - luckily I have a very understanding wife. So here we go again, another ode to the 5Ws, one of the simplest yet most powerful ways to generate ideas to improve your business.

Let's kick things off with a marketing poem that's all about reducing customer churn... or as I like to put it, fixing those darn leaks in your bucket 'o customers:
There's a hole in the bucket, dear Liza, dear Liza...
Then fix it dear Henry, dear Henry, dear Henry...
With what should I fix it, dear Liza, dear Liza?...
With the 5Ws dear Henry, dear Henry, dear Henry
With the 5Ws dear Henry, dear Henry, with the 5Ws...

How to use the 5Ws to reduce customer churn
  1. Use the 5Ws churn matrix to generate ideas. Use the 5Ws Customer Churn Matrix (see it below) to generate as many ideas as possible for why customers might cancel or reduce the use of your product or service. You will be amazed at how rich & vivid your perspective on your customers will become (no, I didn't borrow this line from an infomercial).
  2. Validate your ideas. Which of your ideas actually result in customer churn? There are a number of ways to validate your ideas, from surveying canceled customers to bouncing them off customer service reps.*
  3. Find the biggest leaks. Of the cancellation reasons you have validated, which ones account for the largest % of customer attrition? You want to make sure you focus your attention on the biggest chunks to maximize the business impact of your efforts.
  4. Design ways to plug the holes. How can you reduce or eliminate the biggest drivers of customer churn? Common strategies include making enhancements to your product or service, creating promotional or loyalty programs, retraining your sales & service reps, altering your approach to distribution, and developing new partnerships.
  5. Plug away! Unfortunately it's not enough to simply think up cool & innovative ways to reduce customer attrition... you have to execute, execute, execute...
  6. Measure & adjust. What's working? What's not working? What could work if you made a few minor tweaks? At this point you're looking to optimize your strategies through ongoing measurement & adjustments.
5Ws Customer Churn Matrix

Please share your experiences!

Enough about the 5Ws and my curious fascination with matrices! How do you go about identifying why your customers cancel your service? What have you found to be most effective? Please share your experiences - good, bad or ugly.





Additional posts on using the 5Ws to improve your business




*While you should
always be surveying canceled customers and speaking with service reps, arming yourself with the ideas generated from the matrix will significantly enhance the value you derive from these activities.

read more

Using the 5Ws to reduce customer churn

My love for the 5Ws was professed (or at least implied) in a prior post, proving that I am not afraid to express my deep affection for abstract concepts - luckily I have a very understanding wife. So here we go again, another ode to the 5Ws, one of the simplest yet most powerful ways to generate ideas to improve your business.

Let's kick things off with a marketing poem that's all about reducing customer churn... or as I like to put it, fixing those darn leaks in your bucket 'o customers:
There's a hole in the bucket, dear Liza, dear Liza...
Then fix it dear Henry, dear Henry, dear Henry...
With what should I fix it, dear Liza, dear Liza?...
With the 5Ws dear Henry, dear Henry, dear Henry
With the 5Ws dear Henry, dear Henry, with the 5Ws...

How to use the 5Ws to reduce customer churn
  1. Use the 5Ws churn matrix to generate ideas. Use the 5Ws Customer Churn Matrix (see it below) to generate as many ideas as possible for why customers might cancel or reduce the use of your product or service. You will be amazed at how rich & vivid your perspective on your customers will become (no, I didn't borrow this line from an infomercial).
  2. Validate your ideas. Which of your ideas actually result in customer churn? There are a number of ways to validate your ideas, from surveying canceled customers to bouncing them off customer service reps.*
  3. Find the biggest leaks. Of the cancellation reasons you have validated, which ones account for the largest % of customer attrition? You want to make sure you focus your attention on the biggest chunks to maximize the business impact of your efforts.
  4. Design ways to plug the holes. How can you reduce or eliminate the biggest drivers of customer churn? Common strategies include making enhancements to your product or service, creating promotional or loyalty programs, retraining your sales & service reps, altering your approach to distribution, and developing new partnerships.
  5. Plug away! Unfortunately it's not enough to simply think up cool & innovative ways to reduce customer attrition... you have to execute, execute, execute...
  6. Measure & adjust. What's working? What's not working? What could work if you made a few minor tweaks? At this point you're looking to optimize your strategies through ongoing measurement & adjustments.
5Ws Customer Churn Matrix

Please share your experiences!

Enough about the 5Ws and my curious fascination with matrices! How do you go about identifying why your customers cancel your service? What have you found to be most effective? Please share your experiences - good, bad or ugly.








 

Additional posts on using the 5Ws to improve your business

*While you should
always be surveying canceled customers and speaking with service reps, arming yourself with the ideas generated from the matrix will significantly enhance the value you derive from these activities.
read more

What is customer segmentation?

Like so many buzz words in business & marketing, "customer segmentation" is one of those terms that is interpreted by folks to mean many different types of things. If the word "segmentation" were blurted out in a room of 20 business people, chances are it would conger up 20 different images.
customer segmentation
So what is customer segmentation, and how can it be used to propel one's business?

Segmentation defined

Customer segmentation is a method for grouping customers based upon similarities they share with respect to any dimensions you deem relevant to your business - whether it be customer needs, channel preferences, interest in certain product features, customer profitability, etc.

The key is for you, the marketer, to first decide on what basis you wish to segment your customers (or prospects for that matter). And, the only way to answer this question is to first determine what your objective is for the segmentation, and thus what you want the segmentation to "do for you".

Common segmentation objectives
  • Developing new products
  • Creating differentiated marketing communications & ads
  • Developing differentiated customer servicing & retention strategies
  • Targeting prospects with the greatest profit potential
  • Developing multi-channel distribution strategies
Once you have decided what your objective is for the segmentation, you can answer the question, "what do I want the segmentation to do for me?"


A brief example: segmenting for customer win-backs
Let's say you worked for a subscription-based magazine such as Newsweek. Your boss has asked you to optimize Newsweek's retention strategy utilizing the current save tactic of sending people who have recently canceled their subscriptions (aka "attritors") 1 of 3 "win-back" mailers. This existing save tactic has been employed by Newsweek for the past 2 years, and the method for determining which attritor receives which mailer has been based largely on "intuition" (aka random selection).

Step 1: Your first step in undertaking this project would be to clearly state your objective. Your objective, as per your boss, is to optimize Newsweek's retention strategy for recent attritors. This is shorthand for saying, "I want you to maximize your return on your retention-dollars invested".

Without getting into the nitty gritty of the approach, what you essentially want to do is determine the relative ROIs for each of the 3 mailers at the individual attritor level. For each mailer, you then want to identify those attritors with high ROIs (i.e., those attritors who re-instated their magazine subscriptions after receiving the mailer and provided you with future profits that well-exceeded the cost of the mailer).

Step 2: For each win-back mailer you want to identify those attributes which the high-ROI attritors have in common, essentially creating a profile for "high-ROI attritors" for each mailer.

Step 3: The final step is to operationalize the three profiles you've created so you can use them to determine which of the 3 mailers, if any, to send to future attritors. This essentially entails implementing a process in which new attritors are matched up against the 3 profiles to determine which, if any, best describe them.

A more sophisticated approach would be to build predictive models that would calculate the expected ROI for each mailer for each attritor, and then send out the mailer with the highest expected ROI to the attritor. And, for those attritors in which all 3 mailers have negative expected ROIs you might choose not to send any win-back mailers.

Closing thoughts on segmentation
In closing, segmentation can be tricky and complex, and no doubt requires a great deal of expertise & experience. Putting in place flawed segmentation strategies can be far more detrimental to a business than not having them at all. However, when designed the right way, segmentation strategies can provide tremendous returns relative to one-size-fits-all approaches.

In future posts I will tackle some other types of segmentation strategies, including those involving new product development and portfolio management. As always, feel free to email me with any of your questions, comments or thoughts.

As always, feel free to email me if you have any questions about segmentation and how to most effectively use it within your business.






More posts on segmentation & marketing strategy:


Great books & articles on segmentation:

read more