Data Management Key to Banking Analytics


As they recover from years of crisis mode, banks are discovering that they're behind in customer-focused, profit-optimized services. The February issue of our sister publication, Bank Systems Technology, shares some of the challenges and opportunities banks face in normalizing their data and phasing in advanced analytics.

Associate editor Jon Camhi cites an SAP survey that illustrates how banks lag behind other industries, especially retail, in customer analytics. The survey reveals that:

  • Only 46% of banks can analyze external data about customers
  • Only 32% can analyze social media activity
  • Data volume and analytics complexity are the most common challenges cited by respondents
  • Cloud and predictive analytics technologies will be "extremely valuable" to around 60% of respondent's strategies in the next 24 months

Some of the experts Camhi spoke with said unstructured data is overwhelming for legacy systems in banks, and even internal data management protocols are often in conflict. The first step for banks today is to get their database structures normalized and standardized, before they introduce new data sources into the mix.

It's working!
Camhi cites two examples of banks that have embarked on this journey successfully: Great Western Bank in North Dakota and Fifth Third Bank in Cincinnati.

Great Western is a great example of reaching across an organization to create data quality standards. Camhi quotes Ron Van Zanten, the bank's vice president of data quality:

The bank created a data committee with members from different teams across the organization, Van Zanten shares. The committee, which reports up into Great Western's business intelligence operations council, created standard definitions that teams across the organization now use for different tiers, pricing, and terms on accounts. Those definitions are standardized across Great Western's various systems.

Once that process was complete, Great Western began phasing in demographic data from credit tracker Experian to help identify profitable customers.

Fifth Third had issues that any business (and any banking customer) can relate to -- its acquisition of several bank chains created a mishmash of products, rates, and perk programs that various customers were grandfathered into.

Over 2012 and 2013, the bank simplified its product portfolio and began offering relationship-based discounts. It also cleaned up its customer database and partnered with a third-party analytics provider.

Modeling uncertainty
One interesting conundrum for Fifth Third and many other banks is the potential for interest rate hikes in the next year or two. Predicting the hikes and their effects is extremely difficult. Camhi writes:

Banks simply don't have relevant data to analyze and understand how money will move... Data from the past few years doesn't show any rise in interest rates. And data from 2004 to 2007, the last time interest rose, isn't usable because customers didn't have modern digital tools such as mobile banking back then.

To address this, Nomis Solutions, the analytics provider working with Fifth Third, patented a methodology that analyzes current consumer behavior and tweaks predictive models in real-time. This way, if a trend begins to appear, the bank can forecast its effects and react quickly.

Members -- do you think these kinds of early-warning models can help banks deal with uncertainty? Do you wish your bank did a better job of customer analytics? Share your thoughts below.

Related posts:

— Michael Steinhart, Circle me on Google+ Follow me on TwitterVisit my LinkedIn pageFriend me on Facebook, Executive Editor, AllAnalytics.com

Michael Steinhart, Contributing Editor

Michael Steinhart has been covering IT and business computing for 15 years, tracking the rising popularity of virtualization, unified fabric, high-performance computing, and cloud infrastructures. He is editor of The Enterprise Cloud Site, which won the Least Imaginative Site Name award in 2012, and he managed TheITPro.com, a community of IT professionals taking their first steps into cloud computing. From 2006 to 2012, Steinhart worked as an executive editor at Ziff Davis Enterprise, writing and managing research reports, whitepapers, case studies, magazine features, e-newsletters, blog posts, online videos, and podcasts. He also moderated and presented in dozens of webinars and virtual tradeshows. He got his start in IT journalism at CMP Media back in 1998, then moved to PC Magazine, managing the popular Solutions section and then covering business technology and consumer software. He holds a Bachelor of Arts degree in communications/journalism from Ramapo College of New Jersey.

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Re: Loaded question
  • 2/1/2014 2:15:34 PM
NO RATINGS

@Michael That is a very good idea. I'll have to check with the bank about setting up an alert system. They do send a SMS everytime we pay utility bills. Other than that they don't send any other alerts. Do you have a system like that with your bank?

Re: Loaded question
  • 2/1/2014 2:11:27 PM
NO RATINGS

@Michael I don't travel much so a very small amount as a top up will last a long time for me. I would also know exactly how much I've used for a certain period of time.

Re: Loaded question
  • 1/31/2014 5:28:27 PM
NO RATINGS

Beth, I also thinking financial service firms, from banks to personal insurance, struggle with what to say in social media. That sentiment can hamper enthusiasm for analysis, because a firm is not curious enough to engage with people or release information.

 

Some banks so well in a certain context, like a sweepstakes.  Chase did well with its Mission Main Street contest.  But for financial advise, the engagement can be limited.  Give the overlap of services a bank can provide, the hesitancy can seep into other data related activity.

Re: Loaded question
  • 1/31/2014 4:33:39 PM
NO RATINGS

Right, which circles us back to the point we started out at, which is that, to me at least, trusting banks that know this about their customers and so are able to prey on them can be dangerous for consumers. This is especially so as the customer analytics gets more and more sophisticated and focused.

Re: Loaded question
  • 1/31/2014 4:29:11 PM
NO RATINGS

That's what the payment card companies are counting on, Beth. But for those who can stay on top of it, the mileage and perks rack up quickly and deliver some good value. 

Re: Loaded question
  • 1/31/2014 4:04:02 PM
NO RATINGS

I think the points programs a lot of credit cards offer, linked to airline mileage plans, for example, have exacerbated the problem, too. "Oh," lots of people think, "I'll charge this monthly bill (like a tuition or utlities), pay if off, and get all those points over the years." That's great if you keep to the monthly payoff but can get out of control quickly if you start skipping monthly payoffs or only paying off a portion of the charge.

Re: Loaded question
  • 1/31/2014 3:59:39 PM
NO RATINGS

Credit card companies are not going to get a thing over on you, are they Michael?

Re: Loaded question
  • 1/31/2014 1:15:01 PM
NO RATINGS

Why did you opt to stay with the top-up system, Phoenix? Isn't the benefit of the consolidated card that you can essentially set it and forget it?

Re: Loaded question
  • 1/31/2014 1:14:19 PM
NO RATINGS

Credit cards in general are designed to be duplicitous, Beth, with seductive low APRs for the first six months, for example, or lower rates applied to transferred balances and then inflated well over the normal rate after a grace period. 

 

Re: Loaded question
  • 1/31/2014 1:11:52 PM
NO RATINGS

I understand the paper-reduction measures that lead banks to do this, Phoenix, but I'm also wondering whether the bank will email or text you alerts as all this online activity takes place. Can you set the account to alert you if funds fall below a certain amount, for example?

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