Now over 3,000 BAI Community Members
Analytics | Business Intelligence | Management Blog by dmcnab

Dave McNab is a Sr. Managing Consultant with IBM Business Analytics and Optimization Strategy practice in Toronto. Dave has 25+ years experience in industry & consulting. He invented the patented "FlowTracker" customer behaviour analysis method for banks. See:
Customer behaviour analytics - http://www.flowtrackeranalytics.com
Customer value management - http://www.objectivebusiness.com

Posts: 17 | Created on May 15, 2009 | 4

Customer Analytics Evolution: what can we learn from the rear-view mirror? PART I

By dmcnab in Analytics | Business Intelligence | Management on Wednesday, January 18, 2012 9:08 AM 1
Tags: abc costing alm analytics basel accords cif customer information ftp history insights leadership liquidity management research risk management stress tests technology transfer pricing | Post a Comment


Banking leads many industries in the application of analytical technologies to business problems. We can gain some interesting insights by reflecting on where we have come from over the past 30 years to gain perspective on where we are going. In this post (and the next few) I will provide a retrospective view of bank analytics evolution to highlight emergent patterns that may inform your thinking about where your strategy should be heading. I welcome fellow BAI Community members to dissent, agree or comment freely as my ambition is to provoke a thoughtful discussion that benefits the community.


Let’s start by laying out two key timelines in parallel - major events affecting our industry and major regulatory changes - as a baseline. There is a distinct pattern of new regulatory regimes following closely after major industry events, which should come as no surprise to the members of this community.

[click to enlarge thumbnail]


The 80s
were marked by interest rate peaks and a prolonged inverted yield curve which allowed interest rate risk to wipe out the profitability and capital of most of the Savings & Loan sector. This put Asset & Liability / Interest Rate Risk management in the regulatory limelight, driving adoption of matched maturity funds transfer pricing (FTP) as a core tool for monitoring A&L mismatch and enabling measurement of deposit and loan product margins.

The 90s
brought us a lending crisis starting in UK real estate and spreading to North America. This advanced the analysis and quantification of credit quality and credit related risk at both account and portfolio levels - in no small part driven by the first Basel Accord.


Early in the new century 9/11 brought us the Patriot Act, which spawned the required Anti Money Laundering (AML) transaction analytics capabilities needed to comply with Homeland Security (and fraud detection) needs. At the same time the Basel Accords expanded to include understanding (and measuring) capital requirements associated with non-credit risks.

Most recently liquidity has moved to the foreground as a consequence of the 2008 global financial liquidity crunch. Basil III and balance sheet “stress tests” are now in the spotlight.

What can we learn from this? First and foremost it appears that both management and regulation of our industry have been largely reactive rather than proactive in the advancement of the analytics side of banking business intelligence. Core capabilities that enable modeling of customer value and other key insights have trickled in over the years driven not by our quest for insight, but by capabilities demanded by regulatory requirements. We have not been brilliant business leaders exploring new frontiers of insight for business advantage: we have actually been slow to exploit technology to uncover business fundamentals.


NEXT: Out of distress.... insights


- Dave McNab


Log in to post a comment!




<center>Register now for the best offer</center>
Register now for the best offer

<center>View the Executive Report</center>
View the Executive Report

Look Ahead to U.S. Retail Banking in 2012.



  BAI Community Home   | BAI Community Feedback   |   Community Rules  |   Terms of Use  |   BAI Home