Posts Tagged ‘Analytical Culture’

Tortured Data – and Analysts

Tuesday, February 9th, 2010

Fear and Loathing in WA

You may recall I wrote last year about the explicit or implicit pressure put on Analysts to “torture the data” into analysis with a favorable outcome.  In a piece called Analyze, Not Justify, I described how by my count, about 50% or so of the analysts in a large conference room admitted to receiving this kind of pressure at one time or another.

Since then, I have been on somewhat of a personal mission to try to unearth more about this situation.  And it seems like the problem is getting worse, not better.

I have a theory about why this situation might be worsening.

Companies that were early to adopt web analytics were likely to already have a proper analytical culture.  You can’t put pressure on an analyst to torture data  in a company with this kind of culture – the analyst simply will not sit still for it.  The incident will be reported to senior management, and the source of “pressure” fired.  That’s all there is to it.

However, what we could be seeing now is this: as #measure adoption expands, we find the tools in more companies lacking a proper analytical culture, so the incidents of pressure to torture begin to expand.  And not just pressure to torture, but pressure to conceal, as I heard from several web analysts recently.

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Posted in Analytical Culture, Web Analytics | 17 Comments »

Customer Value in the Freemium Model

Friday, December 4th, 2009

The following is from the November 2009 Drilling Down Newsletter.  Got a question about Customer Measurement, Management, Valuation, Retention, Loyalty, Defection?  Just ask your question.  Also, feel free to leave a comment and I’ll reply.

Want to see the answers to previous questions?  Here’s the blog archive; the pre-blog newsletter archives are here.

Q: You kindly clarified a few issues when I was reading Drilling Down earlier this year – so I hope you don’t mind the direct email.

A: Yes, I remember!

I am working for www.XYZ.com, a social networking / virtual world site based abroad but visitors are 85% US.

Our growth up to now has been mainly viral and in the summer we hit 1.2M UVs operating on the Freemium model with only 5% of our registered users converting to paying customers and a significant portion of our revenue coming from ads.  On average our customers are active on the site for something like 4 months making their first purchase around day 28. 

But to take us to the next stage we are embarking on some marketing for the first time using AdWords and various revenue share campaigns, and of course to do this sensibly we need to arrive at a reasonable estimate of LTV.

A: Makes sense!

Q: To calculate an adjusted LTV I removed all customers with a lifetime of less than 4 months but this gives a low estimate as this calculation ignores the bumper summer months and the extra paid for features put in place earlier this year.  Calculating LTV using ARPU and monthly churn (not sure how to calculate this in our environment) gives another different estimate.  Is there any help or advice you could perhaps give us?  If not in the US then perhaps you could recommend somebody abroad – can’t find anything in the literature relevant for start-up like us.

A:  It sounds to me like you’re trying to make this too complicated, at least for the place you are at this time.  Monthly churn and the “28 day” threshold are nice to know on a tactical level, but LTV is more of a Strategic idea that does not necessarily benefit from analysis at that level.  And you may not really want LTV, but a derivative that might be more helpful.

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Posted in DataBase Marketing, Newsletters, Web Analytics | No Comments »

The Other 3 P’s

Friday, July 24th, 2009

It’s interesting most folks that consider themselves Marketers, especially of the online variety, seem to only discuss and have ideas about Advertising.  But of the 4 P’s that make up Marketing - Product (which includes People), Price, Place, and Promotion – Promotion (Advertising) is the weakest of the four.

I say weakest because Advertising cannot fix a poorly thought out Product, Pricing Strategy, or Distribution system.  It just can’t.  Yet huge amounts of money are wasted trying to do exactly that.

Perhaps this why someone feels they need to publish a book that tells people Product is important in Marketing.  To me, that’s the most circular or redundant idea for a Marketing book I’ve ever heard.

Marketing starts with Product, which should include all the audience or market segmentation studies (People) that drive the creation of the Product - defining the need.  If you do this first and develop a Product which truly fills the need, AND you get the Pricing and Distribution right, the Product will literally sell itself to the core audience.

If you can make it that far, THEN the Product can perhaps be sold to the next segment out from the core through Advertising.  All “Marketers” should know this.

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Posted in Customer Experience, DataBase Marketing, Marketing thru Operations | 7 Comments »

Marketing Jump Ball

Thursday, April 9th, 2009

Marketing Accountability.

Brand is what you do, not what you say. 

Marketing Alignment.

Here are 3 free webinars you might want to take advantage of.  You might not agree with these opinions, but hey, it’s a good idea to get out of the echo chamber once and awhile, don’t you think?  Try these online sessions for a little brain stretching:

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Moving Marketing From “The Money Spenders” to The Money MAKERS
April 15, 2009  noon ET    Jonathan Salem Baskin, Jim Sterne, Jim Novo

With 10% of marketing executives being perceived as strategic and influential by the C-suite there’s clearly a crisis of confidence.  I’ve mentioned Jonathan’s blog and book before and here’s a chance to hear a bit of the inside story.  You’ll learn how to exceed expectations of both C-suite executives and customers, neutralize political feuds by organizing cross-departmentally, and how to stop thinking like a reporter and start acting like an advisor

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Everything They’ve Told You About Marketing Is Wrong
April 21, 2009   1pm ET  Ron Shevlin

Are you sick and tired of reading the same old blah, blah, blah, from the so- called marketing experts who just tell you stuff you already know? Then you need to attend this session as the grumpy old man cuts through the morass of bad advice and introduces you to the must-dos in the new world of marketing.  I know Ron personally (as in offline) and even if you disagree, you will be entertained.

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What Online Marketers Can Teach Offline Colleagues (and vice versa)
May 19, 2009  noon ET     Kevin Hillstrom, Akin Arikan, and Jim Novo

A WAA event, open to both members and non-members.  Web analysts are not the first to grapple with multiple channels.  Traditional marketers have always had to illuminate customer behavior across stores, call center, direct mail, etc.  So, rather than reinventing the wheel in each camp, what proven methods can you teach each other?  Three different but aligned approaches on solving the multichannel puzzle, should be something for everyone here.

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Take your brain out for some exercise, will ya?

 

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Posted in Analytical Culture, Brand Management, Marketing / Tech Interface, Marketing thru Operations, Web Analytics | 2 Comments »

Analytical Culture – 3 Books

Friday, March 13th, 2009

The web analytics conference season is upon us and I find myself sitting on several panels dealing with analytical culture issues.

“The Culture” is a tremendously important issue and am pleased to see the progress since developing the Creating and Managing the Analytical Business Culture course for the WAA.

At eMetrics Toronto, I will be moderating a Round Table discussion group called “Getting Buy-in and creating an Online Analytics Culture” and on a panel moderated by Jim Sterne called “From Web Analytics to Online Intelligence“.  At Webtrends Engage, I’ll be on a panel called “Socialization of Data” moderated by Barry Parshall.

With all this activity surrounding the Analytical Culture, I can’t help but suggest 3 books for those of you who are interested in / struggling with these analytical culture issues.  The first book you probably know about, but for the sake of providing a complete toolkit, I include it - best book for “CEO buy in” I can think of. 

The 2nd two books are probably off your radar screen because they deal with organizational issues, but trust me, these are the concepts the senior people need to understand to get any action going.  I find the biggest impediment to creating a proper analytical culture is the “roadmap” problem, and these two books together pretty much spell it out for you, including lots of tools to get you moving.

Here’s the list:

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Posted in DataBase Marketing, Web Analytics | 1 Comment »