channel conflict

Including loyalty in your beyond-RFM segmentation

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Since Sandy first donated to your organization in 1992, she’s given over 100 gifts.  Nothing exorbitant – she’s now giving $30 every three or four months – but she also has volunteered, come to three walks, signed up for emails, and taken almost every advocacy action you offer.

On the other hand, you acquired Miriam from an outside list in 2012.  She gave $25, but nothing since then.  You don’t have her email or phone number, but a last chance lapsed package piqued her interest four months ago and she gave another $25.

What do these two have in common?

They look the same on a traditional RFM analysis: they are both 4-6 month $25-49.99 multis.

And if you use only a traditional RFM analysis, you will treat them the same.

That’s silly.  If you were looking only at these paragraphs to judge, Sandy would seem to be a good candidate for monthly giving, upgrade strategies, and/or planned giving.  Miriam probably has a 50-50 chance (or worse, given industry averages of lapsed reactivated retention rates) of never giving you another gift.

It’s easy to criticize this, but harder to do this analysis writ large, when you are doing five-to-seven-figure list selects.  So how do you draw these lines?  Here are a few ideas:

Lifecycle analysis.  Way back when (November 2015 – ah, those were the days), we talked about how there isn’t just one retention rate – there are several, based on where a person is in their donor journey.

This lifecycle analysis can layer on to your segmentation analysis and on to your messaging.  Some sample categories:

  • New.  What it says on the tin.
  • 1st year.  They have given a second gift, but it’s been less than 12 months since their first gift.
  • 2nd year.  Gifts in their first two years.
  • Core: Donors who have given in each of the past three 12-month periods
  • Lapsed: A gift 13-24 months ago.
  • Deep lapsed: A gift 25+ months ago.
  • Lapsed reactivated: Someone who has given a gift in the past 12 months after a gap of at least a 12-month period

Your mileage and organization may vary – it’s more important to look at this analysis than it is to have the same precise categories.

So you may not have a separate piece for Sandy, but you might want to make sure there is language like “As one of our most loyal donors” or “You’ve stood with us for more than 20 years.” or the like in the existing piece.

As for Miriam, as a lapsed reactivated donor, you are still worried that you might lose her again.  Perhaps you want to stay close to the tactics that recruited her (or won her back or both).  She might also be worth an e-append or phone append to see if you can find a channel that further engages her.  Or maybe you want to use a less aggressive ask string – your goal for a lapsed reactivated donor is to make donating a habit again, rather than to increase their giving just yet.

Gift density.  Take a look at the number of gifts someone has made, then divide by the number of years since a person’s first gift.  This is how many gifts you will get from them in an average year (or at least what you have received).

Sandy’s number is above four.  Four is a bit of a magic number (some would say three or even two– again, having a number is more important than what the number actually is) to indicate strong likelihood of monthly giving.  When someone has a pattern of giving frequently, this ask isn’t nearly the heavy lift it is trying to get someone to go from one gift per year to twelve.

Miriam is below one.  One is a separate magic number, as below one indicates a likelihood to lapse (by definition, they’ve done it at least once)  That should trigger some of the anti-lapse efforts discussed above.

One is also a magic number in that if someone gives you exactly one gift per year (and they’ve been with you a few years), that’s the bucket they see you in.  So, if they look unlikely to upgrade and they look unlikely to increase the frequency of gifts, the only other way to increase their lifetime value (other than increasing their retention rate) is to decrease costs.  Let’s say you send an average of 14 mail pieces per year and do two telemarketing cycles.  This person probably can decrease this substantially and save costs.

Longevity.  Length of donation is something that should be honored.  Not only are milestone anniversary notes and certificates and the like a good thing to do from a moral and ethos perspective, but they will also make sure that your most loyal donors know that you know they are important to you.

Channel responsiveness.  Change your tactics to suit the terrain.

All of these are even more important when looking at borderline segments.  Should you mail the 13-18 $15-$19.99 multis?  Maybe just those that have been with you five years or more?  Or with previous high gift densities?  Or just mail responsive?

But there’s more to it than even that; tomorrow, we’ll talking about using other interactions with your organization to define and customize.

Including loyalty in your beyond-RFM segmentation

RFM segmentation alone must die

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220px-lev_trotskyRecency, frequency, and monetary value (RFM) are the ruling troika of segmentation-land.  And like one of the old Soviet troikas, they brook no challenge to their rule (e.g., Trotsky, pictured at right, was murdered on Stalin’s orders with an ice ax).

But they are simply not good enough alone anymore.  I tried to be civil about this in my post Beyond RFM.  But beyond is not good enough.  We need to let a million flowers bloom in the world of segmentation.

This means taking the “7-12 $15-$19.99 multi-donor” view of segment out for a date with your ice ax.

OK, not really.  It’s still going to be a decent starting point.  But it has to stop being the ending point.  Even for those of us that have to leave complex modeling to people with more letters after their names.

So this week, I’d like to take you through various different ways of figuring out the all-important question “is communicating with this donor in this way going to help achieve my goals of net revenue, quality file growth, and/or world domination?”.

And the first topic that should be layered on is listening to what a donor’s behavior is telling you.

Part of this is non-donor behavior.  You likely already have this information if you have the donor’s email.  You can potentially tell if they’ve been to your Web site, how often, how long they spent, and what they looked at.  You definitely should be able to know how they’ve reacted to emails you’ve sent them in the past.  The difference in a lapsed donor who still regularly opens your emails and clicks on the articles versus one who, according to your email records, may or may not be dead is a significant one.

If you can get robust data, so much the better, because now you can not only include people in a communication they may not have received before, but also customize it based on what they are interested in.

But some of this is donor behavior you already know, but RFM filters out.  Channel is one. Take an online donor who is reliable and frequent at donating online.  If you’ve mailed her/him 25 times over the years to try to get him/her to donate, but s/he hasn’t responded, chances are that s/he doesn’t want to give through the mail.  Personally, I’ve found telemarketing to be the most persnickety channel: those who give through it really give through it; those who don’t, really don’t.

Another is cadence.  If someone has given you ten gifts in the past ten years and all of them have been in November or December, my money is on the fact that you can ease off the gas in May.  One program of my acquaintance runs a membership campaign that starts every January.  There is about five percent of their file that will give a membership gift like a clockwork every January or February and then nothing for the rest of the year.  Should you stop trying to get extra gifts?  No.  Should you cut your cadence way down and save yourself some costs?  Yes.

These are things the donor probably thinks they are telling you explicitly with their behavior.  It’s now incumbent upon you to listen.

Because tomorrow, things get a little bit harder, as we talk about lifecycle and loyalty.

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RFM segmentation alone must die

“Our donors” and channel conflict

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According to psychological studies, human territoriality is a multifaceted concept that includes physical space, possession, defense, exclusiveness of use, markers, and personalization.   

giphyI think of Milton from Office Space.  He possesses his personalized red stapler in his tiny cubicle fortress than he does not want to leave and eventually fights to defend. 

How often are we like this with our donors?

Even the phrase “our donors” is illusory.  A donor no more belongs to your organization than I belong to Google just because I am dependent on their search engine and mail programs for even the most basic forms of knowledge seeking and human interactions, respectively.

OK, bad example.  But you get the idea.

A donor doesn’t really belong to your organization; they are free to leave at any time (and frequently do).  

And they certainly don’t belong to any one aspect of your organization.

Yet we aim to possess donors, erect walls for their defense from other types of fundraisers, even mark our territory on them.

The thing that got me thinking about this is Joshua Benton’s excellent piece with NiemanLab about NPR’s decision not to promote the NPR One app or its podcasts on its terrestrial radio stations. 

They will not ask for any downloads or mention podcast hosts in a way that would be seen as an endorsement.

Part of this is understandable.  Radio stations pay the bulk of NPR’s bills.  These stations want to hold on to their share of ear and make sure that people listen to radio stations.  They exert pressure; NPR folds.

But this feels very much like the classic Theodore Levitt article about Marketing Myopia:

 

The railroads did not stop growing because the need for passenger and freight transportation declined. That grew. The railroads are in trouble today not because that need was filled by others (cars, trucks, airplanes, and even telephones) but because it was not filled by the railroads themselves. They let others take customers away from them because they assumed themselves to be in the railroad business rather than in the transportation business. The reason they defined their industry incorrectly was that they were railroad oriented instead of transportation oriented; they were product oriented instead of customer oriented…

 

OK, a virtual show of hands.  Who thinks that NPR’s long-term future is in traditional radio-wave-based radio?  OK…  OK… thanks.  Hands down.  

Now who thinks their long-term future is in online radio, podcast, and things we haven’t even thought of yet?  OK… OK… keep them up… there are a lot of you to count…

Yep.  Exactly.  Yet because of territoriality, they mortgage the future for the present.

So what business is NPR in?  Are they in the radio business?  Or are they in the informational (or entertainment or thought-provoking) business?

The same is true for your nonprofit.  You put up barriers to protect your walk donors from being over-solicited or make sure your major donor prospect don’t get mail pieces that might soil their hands.  You make sure that national/local doesn’t get their stinkin’ mitts on “your donors” because that money should stay local/national.  As if it matters which pocket gets filled.

In what business are you in your direct marketing?  If you are not in the loving-donors-and-being-loved-by-donors business, might you be in the wrong business?  If a $20 mail donor becomes a $500 walk team captain, and that fills that donor up with warmth, do you view that as a $20 loss?  Then you are in the wrong business.

So this week, we’ll try to explode some myths about “our donors.”  They are not only your nonprofit’s donors.  They are not permanently destined to stay in a single channel.  They are not national’s or local’s.  They can be communicated with both personally and through direct marketing.  And so on.

And we’ll discuss some solutions, including a potentially radical (ironic) solution on Friday.  You won’t want to miss it.

Or, if you do want to miss it, hopefully we’ll catch you next week!

“Our donors” and channel conflict