The Web Retailing Example - Drilling Down
Newsletter # 31: March 2003
Drilling Down - Turning Customer
Data into Profits with a Spreadsheet
*************************
Customer Valuation, Retention,
Loyalty, Defection
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Prior Newsletters:
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========================
In This Issue:
# Topics Overview
# Best of the Best Customer Marketing Links
# Tracking the Customer LifeCycle: Recency
# Questions: Relationship Marketing or CRM?
--------------------
Topics Overview
Hi again folks, Jim Novo here.
This month we've got the usual "best of" Customer
Marketing article links, the owner of IMissAsia.com turning Recency
into profits, and a teacher who wants to know how to best educate
future Drillers on the topic of Relationship Marketing / CRM.
My favorite topic lately is this one: why are companies so afraid
to call an end to the customer LifeTime? If you can't peg the
LifeTime, you can't measure LifeTime Value, and if you can't measure
LifeTime Value, you leave the majority of CRM ROI off the table.
Sound interesting? If you want to find out how to attack this
issue and bring home the ROI bacon using simple customer models, check
out my searchCRM interview and webcast:
Interview
WebCast
(on-demand, ignore "start time")
OK, let's do some Drillin'!
Best Customer Retention Articles
====================
This section flags "must read" articles moving into the paid archives
of trade magazines before the next newsletter is delivered.
If you don't read these articles by the date listed, you will have to pay
the magazine to read them from the online archives.
Note to web
site visitors: These links may
have expired by the time you read
this. You
can get these "must read" links e-mailed to
you
every 2 weeks before they expire by subscribing to the newsletter.
Seven Ways Database Analysis
Can Help Your Prospecting Efforts
Expires March 31, 2003 Target Marketing
So, you think database marketing is only for customers? Good customer
retention starts with smart customer acquisition, and your database is the
brains behind it all. Start with some behavioral
segmentation.
10 Big
Things All Direct
Marketers Should be Doing Now
Expires March 31, 2003 Target Marketing
Yo, if you have a web site, you're a direct marketer. You realize that,
right? This is an interview with Lester Wunderman, another one of the
"fathers" of direct marketing. So many fathers, so little
time...
Tracking the Customer LifeCycle:
Real World Examples
=====================
If you are new to our group and want to review the previous
LifeCycle metric - Latency - that discussion is
here,
along with the Real World examples Hair Salon and B2B
Software. The previous piece on Recency is here;
this series on Recency starts here.
Recency: The Web Retailing Example
Recall last month, the owner of IMissAsia.com did a 30-60-90 day
last purchase bucket analysis on responders to the newsletter. In other words, looking just at responders
to the newsletter prior to the newsletter being dropped, what percent had a last purchase date in the past 30 days? What percent had a last purchase date 31-60 days ago?
Had a last purchase date 61-90 days ago?
The result of this analysis was the owner slamming head-first into our old friend
Pareto
of 80 / 20 rule fame; click below for chart:
Newsletter Response by Recency
Is it possible that (top row of chart) almost 1/3 of the responses came from 3% of customers?
That (top two rows together) nearly 50% of the responses came from 9% of customers?
One thing appears clear: the more Recently someone had purchased, the more likely they were to respond and purchase again from the newsletter.
The mirror image, of course, was also true: the longer it had been since last purchase, the less likely it was a customer would respond to the newsletter.
But what to do with this information?
As the owner of IMissAsia went about the favorite task of the day - reviewing and packing orders - thoughts were on this topic of "doing
something" with this Recency info.
The owner then noticed orders coming in from the "CRM program" started last month for best customers.
Finally, some good news.
It was a very simple idea really - the owner took the time to identify best customers who had not shopped in 180 days and sent them a special discount.
This idea came from a friend in town who had a hair salon. It was a really big
discount thought, and the owner disliked seeing all that margin go out the window, but was happy to have the orders.
If the only way to get them to respond was to be aggressive, so be it.
After all, it was very targeted, and generated large orders.
Then it all hit the owner like a ton of bricks.
The less Recent a customer is, the less likely they are to respond.
So you should be able to "rank" customers by likelihood to
respond. But what if customers go through "stages" of being likely to respond, a
predictable "cycle"?
As the customer drops through 30 day, 60 day, and 90 day Recency, they become less and less likely to respond.
With best customers, when they get to 180 days, it takes a huge discount to get them back, and not many even come back.
What if I got involved in this cycle earlier? Why wait for them
to get to 180 days before acting?
Right now, the owner thinks, I send the same 10% discount to everybody who gets the newsletter and the response varies by Recency - the more Recent the last purchase, the higher the response rate.
So what if I altered the discount by Recency, giving a bigger discount to folks who were less likely to respond - the ones who are less
Recent. In other words, vary the discount by the stage of the
"cycle" the customer is currently in.
I could probably cut discount costs while increasing response rate, because I would not be giving away as much margin to those most likely to respond, and would be making more aggressive offers to those least likely to respond.
Lower discount costs, higher response rates across the entire mailing.
But what is the right discount to offer for each Recency bucket?
The more aggressive the discount offer, the higher the response, but higher response means more margin going out the window.
Surely there is a "tradeoff" of low discount cost with high response for each Recency bucket, and
it is probably different for each bucket - since "normal" response is so different in each
Recency bucket.
So all I have to do is test each bucket across a range of discounts to find out what discount is most profitable for each
of the buckets!
Looking at the buckets, the owner chooses the 91 - 120 bucket to test first because that is where customer response seems to really start trailing off; customers in this part of the "cycle" appear to be the most at risk to never respond again.
So the owner divides customers in the 91-120 bucket into 4 equally-sized groups, and each group is sent a different discount.
Click below for the results:
Discount by Recency Test
The most profitable offer for the 91-120 day Recency bucket, the one that generates the highest response while giving up the least
margin dollars, is 15% off - not the 10% off these people were used to seeing. And what is more, in subsequent repeats of this test, 15% off is
always the most profitable offer to use with the 91-120 Recency bucket -
the outcome of the promotion is consistent.
Well fellow Drillers, you can imagine how excited the owner of IMissAsia
was to lower discount costs while increasing response rate. And if
this approach works for the 91-120 day Recency bucket, it probably works for all the other buckets as well, don't you think?
(Jim's hint - it does).
But all the owner of IMissAsia.com has right now is a more profitable newsletter promotion.
The biggest discovery - the one with the most potential to increase profits for IMissAsia.com - still lies right around the corner, as we will see next month.
To read the next installment of Recency: The Web Retailing Example,
click here.
-------------------
If you are a consultant, agency, or software developer with clients needing action-oriented customer modeling or High ROI Customer Marketing program designs,
click here.
If you are in SEO and the client isn't converting the additional
visitors you generate, click here.
-------------------
Questions from Fellow Drillers
=====================
Q: Hi Jim! I'm putting together a college course on
Relationship Marketing, but find sources on the subject conflicting
with each other. Is there any quality material out there on this
topic worth using as a college textbook? And here's a confusing
issue for me doing this research: is there a difference between
Relationship Marketing and CRM?
A: There are quite a few opinions on the definition of
Relationship Marketing, and I have to state at the start I am not part
of the "new thinking" group (mostly CRM "experts")
who believe something has fundamentally changed about customer
behavior in the past 4 years. This is where a lot of the
confusion starts.
There is a big difference between a new channel and a new
behavior. Customers may do things faster or more often now with
the web, but that does not mean the overall behavior or even attitude
has changed. Customers have always wanted sharp pricing
and good service. Just because it is much easier for a company to
fail to provide what the customer wants on the web, and this
failure is so much more obvious, does not mean customer
behavior has changed.
The fact is, many companies never had customer data before and now
they do, and they don't like what they are seeing. People who claim things have changed are
simply seeing evidence for the first time of what was always there,
and calling this evidence "new."
Many CRM experts focus on the "intangible value of the customer
relationship" and spend a lot of time theorizing on the future value of
a "loving customer" having a "relationship" with
the company. Even if this mattered, you can't
measure it, so this track is a perfect excuse to expand billings with
endless navel-gazing.
I believe customer loyalty is measured in sales and profits, and
the customer isn't interested in having a "relationship"
with a company. I don't need abstract theory to make the ROI
work out - I have always proved it with hard data. As soon as
you start "estimating the intangible value of the customer
relationship" to bolster your ROI, you are entering into
never-never land, in my opinion.
Relationship Marketing, as originally defined, is not about having
a relationship with the customer. It is a strategy which matches
the marketing approach to
the ebb and flow of the Customer LifeCycle, and creates very high ROI customer retention
and value-enhancement programs using this information. Anything else is a dream, in my
opinion.
You appear to be teaching this course at several difficulty
levels. Now that you know where I am coming from, I will provide
the fundamental list of books every
serious student of this area should read.
Personally, I follow the original definition of Relationship
Marketing as defined in this book:
Relationship Marketing - Successful Strategies for the Age of the
Customer by Regis McKenna (1993).
McKenna is a true visionary who "got it" way before CNBC
created visionaries every day. The essence of this book:
Marketing has a much higher ROI if it is "tuned" according
to the Customer LifeCycle. For more on the Relationship
Marketing concept, click
here. FYI, CRM as most "experts" describe it is
not Relationship Marketing. More on this below.
This next book essentially provides real world examples as proof
the core ideas McKenna put forth actually work and are very profitable
- The Loyalty Effect : The Hidden Force Behind Growth, Profits, and
Lasting Value by Frederick F. Reichheld (1996) Let me
be clear: the intent of this book was not to prove McKenna was right,
but that was my take on it. If you read the examples carefully
you will notice high retention / high customer ROI companies
intuitively change their approach to the customer as the LifeCycle
plays out.
The next book takes some of the ideas from the previous books and
updates them for the web; it is
lighter on background and theory, and more organizationally / implementation
oriented, which makes it the perfect 3rd book to read - The
Engaged Customer: The New Rules of Internet Direct Marketing by
Hans Peter Brondmo (2000) Brondmo "gets it" and
delivers it straight without the navel-gazing. This book is the right
one for the VP level people who need to understand how things fit
together at the macro level but don't need all the gory implementation
details.
This next book is mine and focuses on executing the specific
tactical elements of a Relationship Marketing strategy: defining /
tracking the Customer LifeCycle, and turning this information into
higher profits through targeted marketing programs - Drilling Down:
Turning Customer Data into Profits with a Spreadsheet by Jim Novo
(2nd edition 2002)
My book is for the Director level people who have to
implement. It uses simple customer models to
identify customer value issues early in the LifeCycle, and shows how
to proactively address these issues in two ways: by fixing customer
acquisition campaigns so they increase initial customer ROI, and
by creating high ROI customer retention programs that increase customer
value. The following are examples
of two of the models from the book, along with how they are
implemented and how to measure the ROI of the implementation:
Latency
Recency
Good luck on putting together your courses!
Jim
-------------------------------
I can teach you and your staff the basics of high ROI customer
marketing using your business model and customer data, and
without using a lot of fancy software. Not ready for the expense
and resource drain of CRM? Get CRM benefits using existing
resources with Simple CRM.
-------------------------------
That's it for this month's edition of the Drilling Down newsletter.
If you like the newsletter, please forward it to a friend! Subscription instructions are top and bottom of this page.
Any comments on the newsletter (it's too long, too short, topic
suggestions, etc.) please send them right along to me, along with any
other questions on customer Valuation, Retention, Loyalty, and
Defection here.
'Til next time, keep Drilling Down!
- Jim Novo
Copyright 2003, The Drilling Down Project by Jim Novo. All
rights reserved. You are free to use material from this
newsletter in whole or in part as long as you include complete
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tell me where & when the material will appear.
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