segmentation

Two gentlemen from Deloitte presented Integrating Predictive Analytics and BRM to Improve Health Plan Member Experience. 80% of healthcare costs are incurred by 20% of members and traditionally the 20% get all the focus. Analytics and data mining get applied to claims, authorization, costs as a result. Segmentation focuses on the unprofitable and unhealthy. Increasingly [...]

Michele Edelman of Discover presented on Building Blocks of Decision Management: “Tools to Rule”. Michele spends a lot of time educating people inside Discover and her team use sources like McKinsey to show executives why EDM matters. For instance, a report on top 10 macro-economic trends: Centers of economic activity will shift profoundly not just [...]

Darren Koch presented on Hotwire.com’s use of ILOG business rules in revenue management. Summary: Ongoing segmentation and optimization help businesses serve customers Smart testing + flexibility = better service = higher profits Continues to show ROI that is increasing over time Hotwire.com was founded in 1999 to help travel partners (who invested) sell excess inventory [...]

Graham Hill wrote a piece on Evidence-based CRM that focused on evidence-based CRM programs and it made me think about evidence-based CRM processes. To me, evidence-based CRM means customer relationships, and thus customer treatments, that are based on evidence (data) and not judgment, hope, guesswork etc. It means making offers that you have evidence this [...]

I live in Palo Alto and a new Mountain Mike’s Pizza has just opened up near us. Much as we like MM pizza we have two problems – we like wholewheat dough and, as several members of my family are lactose/milk intolerant, soy cheese. If you have visited or live in Palo Alto you will [...]

Jeff Bernstein of Strategem Portfolio Services gave an overview of the latest developments in collections. Jeff’s company has a product called Strategy Director (about which I blogged before). Jeff does a lot of work with collections groups and all too often sees a failure to implement analytics even where those analytic models are being developed [...]

Delivering the best value proposition using segmentation is a multi-step journey with 6 main steps and some critical differences from other analytic approaches: Define Segmentation Objectives The first step – deciding why to build a segmentation scheme – is important but often overlooked. Reasons may include declining financial performance, changes in strategy or market trends [...]

Scott had a great article on segmentation and personas this week that is a nice, quick read. I think the use of analytics in persona design can make a big difference (as I have noted before) and that decision management can use good customer segmentation as a first step towards extreme personalization. If you are [...]

Transpromotional marketing – yes, another new phrase that I heard for the first time this week. Wooing Customers in a Weak Economy was the source – an article on 1:1. Chris Stone wrote the article and it talks about the need to use different channels to contact customers and to do so consistently and in [...]

[amazonify]0470189088:right[/amazonify][amazonify]0470189088::text::::The Best Service is No Service: How to Liberate Your Customers from Customer Service, Keep Them Happy, and Control Costs[/amazonify] I just finished reading The Best Service is No Service: How to Liberate Your Customers from Customer Service, Keep Them Happy, and Control Costs and I can’t recommend it too highly. This is a tremendous [...]

Some time ago the folks over at the Analytical Engine had a post about Data Driven Persona Development. I loved the way they described taking a very qualitative approach – persona development – and adding some analytic rigor to it. Given my interest in using analytics for segmentation and in developing different websites/experiences for different [...]

Having just written a post about how vague the word analytics is, I see Ann All’s post Banks Using Analytics to Boost Customer Retention. What’s interesting about Ann’s post is not that she makes it clear what kind of analytics she is discussing but that almost any of the various kinds of analytics can and [...]

Two articles caught my eye yesterday – Robert Nascenzi wrote an article “Real-Time Segmentation Levels the Playing Field” over on Destination CRM while Jeremy Nedelka wrote “The Ultimate Personalized Marketing” over on 1:1. Both articles focusing me in on what I have called “extreme personalization”. Jeremy’s article was a cute story about a school targeting [...]

Ted Iacobuzio of TowerGroup gave the closing keynote, expanding on the survey results Fair Isaac announced today. More than 100 of the InterACT attendees took the survey – clearly this is top of mind. Some highlights: Lenders appreciate the need for integrated customer information and multi-product decisioning Lenders are not all at the same speed [...]

A collections session next with folks from Adeptra, Fair Isaac and GE Money talking about GE’s vision for virtual collections. The collections environment is extremely bad this year with massive growth in the need for collection agents. Delinquencies are up, problems are up, consumers are stressed. Scores are worsening (credit profiles are worse), payments are [...]

The Oakland Athletics Score with Mobile Coupons headlined an article about this new approach to delivering coupons. Reading this it seemed to me that this was an opportunity for the Oakland A’s, well known for their use of analytics in player selection, to bring analytics to bear on the marketing operations. Mobile coupons are constrained [...]

[amazonify]0470043555:right[/amazonify][amazonify]0470043555::text::::Chocolates on the Pillow Aren’t Enough: Reinventing The Customer Experience[/amazonify] I have just finished Jonathan Tisch’s book Chocolates on the Pillow Aren’t Enough: Reinventing The Customer Experience.The author is Loews Hotels chairman and CEO and is clearly very knowledgeable about the customer experience and how to improve it. The book has two main sections – [...]

[amazonify]1401302378:right[/amazonify][amazonify]1401302378::text::::The Long Tail: Why the Future of Business is Selling Less of More[/amazonify] Chris Anderson does a nice job of introducing some key concepts that are redefining business in the Internet era. As he says “The era of one-size-fits-all is ending, and in its place is something new, a market of multitudes”. In this world [...]