Optimizing decisions at the point of acquisition

Friday, March 5, 2010 by Decision Sciences

-- by Wendy Greenawalt

In my last few blogs, I discussed how optimizing decisions is one of the decision analytics strategies that  can be leveraged across an organization -- while considering the impact those decisions have to organizational profits, costs or other business metrics. In this entry, Iwill discuss how this strategy can be used in optimizing decisions at the point of acquisition, while minimizing costs.

Determining the right account terms at inception is increasingly important due to recent regulatory legislation such as the Credit Card Act. These regulations have established guidelines specific to consumer age, verification of income, teaser rates and interest rate increases. Complying with these regulations will require changes to existing processes and creation of new toolsets to ensure organizations adhere to the guidelines. These new regulations will not only increase the costs associated with obtaining new customers, but also the long-term revenue and value as changes in account terms will have to be carefully considered.

The cost of on-boarding and servicing individual accounts continues to escalate, and internal resources remain flat. Due to this, organizations of all sizes are looking for ways to improve efficiency and decisioning strategies while minimizing costs. Optimization is an ideal solution to this problem.

Optimized strategy trees can be easily implemented into current processes and ensure lending decisions adhere to organizational revenue, growth or cost objectives as well as regulatory requirements.  Optimized strategy trees enable organizations to create executable strategies that provide on-going decisions based upon optimization conducted at a consumer level. Optimized strategy trees outperform manually created trees as they are created utilizing sophisticated mathematical analysis and ensure organizational objectives are adhered to. 

In addition, an organization can quantify the expected ROI of a given strategy and provide validation in decisioning strategies – before implementation. This type of data is not available without the use of a sophisticated optimization software application.  By implementing optimized strategy trees, organizations can minimize the volume of accounts that must be manually reviewed, which results in lower resource costs. In addition, account terms are determined based on organizational priorities leading to increased revenue, retention and profitability.

 

The Fraud Consortium Conundrum, Part II

Monday, February 8, 2010 by Fraud and Identity Solutions Team

-- by Matt Ehrlich

My last entry covered the benefits of consortium databases and industry collaboration in general as a proven and technologically feasible method for combating fraud across industries.  They help minimize fraud losses.  So – with some notable exceptions – why are so few industries and companies using fraud consortiums and known fraud databases?

In my experience, the reasons typically boil down to two things: reluctance to share data and perception of ROI.  I say "perception of ROI" because I firmly believe the ROI is there – in fact it grows with the number of consortium participants. 

First, reluctance to share data seems to stem from a few areas. One is concern for how that data will be used by other consortium members.  This is usually addressed through compelling reciprocation of data contribution by all members (the give to get model) as well as strict guidelines for acceptable use. 

In today’s climate of hypersensitivity, another concern – rightly so – is the stewardship of Personally Identifiable Information (PII).  Given the potentially damaging effects of data breaches to consumers and businesses, smart companies are extremely cautious and careful when making decisions about safeguarding consumer information.  So how does a data consortium deal with this?  Firewalls, access control lists, encryption, and other modern security technologies provide the defenses necessary to facilitate protection of information contributed to the consortium. 

So, let’s assume we’ve overcome the obstacles to sharing one’s data.  The other big hurdle to participation that I come across regularly is the old “what’s in it for me” question.  Contributors want to be sure that they get out of it what they put into it.  Nobody wants to be the only one, or the largest one, contributing records. 

In fact, this issue extends to intracompany consortiums as well.  No line of business wants to be the sole sponsor just to have other business units come late to the party and reap all the benefits on their dime.  Whether within companies or across an industry, it’s obvious that mutual funding, support, equitable operating rules, and clear communication of benefits – to those contributors both big and small – is necessary for fraud consortiums to succeed. 

To get there, it’s going to take a lot more interest and participation from industry leaders.  What would this look like? I think we’d see a large shift in companies’ fraud columns: from “Discovered” to “Attempted”.  This shift would save time and money that could be passed back to the legitimate customers.  More participation would also enable consortiums to stay on top of changing technology and evolving consumer communication styles, such as email, text, mobile banking, and voice biometrics to name a few.


 

DDA and the risk of fraud in the retail bank, Part 2 – How is your fraud prevention affecting your customer experience?

Monday, January 4, 2010 by Fraud and Identity Solutions Team

--by Heather Grover

In my previous entry, I covered how fraud prevention affected the operational side of new DDA account opening. To give a complete picture, we need to consider fraud best practices and their impact on the customer experience.

As earlier mentioned, the branch continues to be a highly utilized channel and is the place for “customized service.” In addition, for retail banks that continue to be the consumer's first point of contact, fraud detection is paramount IF we should initiate a relationship with the consumer. Traditional thinking has been that DDA accounts are secured by deposits, so little risk management policy is applied. The reality is that the DDA account can be a fraud portal into the organization’s many products.

Bank consolidations and lower application volumes are driving increased competition at the branch – increased demand exists to cross-sell consumers at the point of new account opening. As a result, banks are moving many fraud checks to the front end of the process: know your customer and Red Flag guideline checks are done sooner in the process in a consolidated and streamlined fashion. This is to minimize fraud losses and meet compliance in a single step, so that the process for new account holders are processed as quickly through the system as possible.

Another recent trend is the streamlining of a two day batch fraud check process to provide account holders with an immediate and final decision. The casualty of a longer process could be a consumer who walks out of your branch with a checkbook in hand – only to be contacted the next day to tell that his/her account has been shut down. By addressing this process, not only will the customer experience be improved with  increased retention, but operational costs will also be reduced.

Finally, relying on documentary evidence for ID verification can be viewed by some consumers as being onerous and lengthy. Use of knowledge based authentication can provide more robust authentication while giving assurance of the consumer’s identity. The key is to use a solution that can authenticate “thin file” consumers opening DDA accounts. This means your out of wallet questions need to rely on multiple data sources – not just credit. Interactive questions can give your account holders peace of mind that you are doing everything possible to protect their identity – which builds the customer relationship…and your brand.



 

Apply optimization to comply with the Credit Card Act

Monday, November 30, 2009 by Decision Sciences

--by Wendy Greenawalt

Optimization has become a "buzz word" in the financial services marketplace, but some organizations still fail to realize all the possible business applications for optimization. As credit card lenders scramble to comply with the pending credit card legislation, optimization can be a quick and easily implemented solution that fits into current processes to ensure compliance with the new regulations.

Optimizing decisions
Specifically, lenders will now be under strict guidelines of when an APR can be changed on an existing account, and the specific circumstances under which the account must return to the original terms. Optimization can easily handle these constraints and identify which accounts should be modified based on historical account information and existing organizational policies.

APR account changes can require a great deal of internal resources to implement and monitor for on-going performance. Implementing an optimized strategy tree within an existing account management strategy will allow an organization to easily identify consumer level decisions.  This can be accomplished while monitoring accounts through on-going batch processing.

New delivery options are now available for lenders to receive optimized strategies for decisions related to:

  • Account acquisition
  • Customer management
  • Collections

Organizations who are not currently utilizing this technology within their  processes should investigate the new delivery options. Recent research suggests optimizing decisions can provide an improvement of 7-to-16 percent over current processes.


 

How Red Flags Rule affects risk managers and compliance officers, Part 1

Wednesday, October 14, 2009 by Fraud and Identity Solutions Team

--by Matt Ehrlich

While the FACT Act’s Red Flags Rule seems to capture all of the headlines these days, it’s just one of a number of compliance challenges that banks, credit unions, and a myriad of other institutions face on a daily basis.  And meeting today’s regulatory requirements is more complicated than ever.  Risk managers and compliance officers are asked to consider many questions, including:

1. Do FACTA Sections 114 and 315 apply to me?
2. What do I have to do to comply?
3. What impact does this have on the customer’s experience?
4. What is this going to cost me in terms of people and process?

Interpretation of the law or guideline – including who it applies to and to whom it does not - varies widely.  Which types of businesses are subject to the Red Flags Rule?  What is a “covered account?”  If you’re not sure, you’re not alone - it’s a primary reason why the Federal Trade Commission (FTC) continues to postpone enforcement of the rule, while this healthy debate continues.

And by the way, FTC – it’s almost November 1st…aren’t we about due for another delay? But we’re not talking about just protecting consumers from identity theft and reducing fraud and protecting themselves using the Identity Theft Prevention Program.

The USA Patriot Act and “Know Your Customer” requirements have been around much longer, but there are current challenges of interpretation and practical application when it comes to identifying customers and performing due diligence to deter fraud and money laundering.  Since Customer Identification Programs require procedures based on the bank’s own “assessment of the relevant risks,” including types of accounts opened, methods of opening, and even the bank’s “size, location, and customer base,” it’s safe to say that each program will differ slightly – or even greatly.

So it’s clear there’s a lack of specificity in the regulations of the Red Flags Rule which cause heartburn for those tasked with compliance…but are there some common themes and requirements across the two?  The short answer is Yes.  In my next post, I’ll talk about the elements in common and how authentication products can play a part in addressing both.


 

FTC extends Red Flags Rule enforcement deadline…..again.

Thursday, July 30, 2009 by Keir Breitenfeld
There were always questions around the likelihood that the August 1, 2009 deadline would stick.  Well, the FTC has pushed out the Red Flag Rules compliance deadline to November 1, 2009 (from the previously extended August 1, 2009 deadline).

This extension is in response to pressures from Congress – and, likely, "lower risk" businesses questioning their being covered under the Red Flag Rule to begin with (businesses such as those related to healthcare, retailers, small businesses, etc).

Keep in mind that the FTC extension on enforcement of Red Flag Guidelines does not apply to address discrepancies on credit profiles, and that those discrepancies are expected to be worked TODAY. 

Risk management strategies are key to your success.

To view the entire press release, visit: http://www.ftc.gov/opa/2009/07/redflag.shtm

More clarifying language from the drafting agencies

Friday, June 12, 2009 by Keir Breitenfeld
As I've suggested in previous postings, we've certainly expected more clarifying language from the Red Flags Rule drafting agencies.  Well, here is some pretty good information in the form of another FAQ document created by the Board of Governors of the Federal Reserve System (FRB), Federal Deposit Insurance Corporation (FDIC), National Credit Union Administration (NCUA), Office of the Comptroller of the Currency (OCC), Office of Thrift Supervision (OTS), and Federal Trade Commission (FTC). 

This is a great step forward in responding to many of the same Red Flag guidelines questions that we get from our clients, and I hope it's not the last one we see.  You can access the document via any of the agency website, but for quick reference, here is the FDIC version:

http://www.fdic.gov/news/news/press/2009/pr09088.html

FTC's Red Flags enforcement deadline extension is helping many institutions

Wednesday, June 10, 2009 by Keir Breitenfeld

We at Experian have been conducting a survey of visitors to our Red Flag guidelines microsite (www.experian.com/redflags).

Some initial findings show that approximately 40 percent of those surveyed were "ready" by the original November 1, 2008 deadline.  However, nearly 50 percent of the respondents found the Identity Theft Red Flag deadline extension(s) helpful.

For those of you that have not taken the survey, please do so.  We welcome your feedback.

 

Address discrepancies aren't the end of the road, but they sure can be a bump in it

Friday, May 29, 2009 by Keir Breitenfeld

One of the handful of mandatory elements in the Red Flag guidelines, which focus on FACTA Sections 114 and 315, is the implementation of Section 315.  Section 315 provides guidance regarding reasonable policies and procedures that a user of consumer reports must employ when a consumer reporting agency sends the user a notice of address discrepancy. 

A couple of common questions and answers to get us started:

1.  How do the credit reporting agencies display an address discrepancy?

Each credit reporting agency displays an “address discrepancy indicator,” which typically is simply a code in a specified field. Each credit reporting agency uses a different indicator. Experian, for example, supplies an indicator for each displayable address that denotes a match or mismatch to the address supplied upon inquiry.

2.  How do I “form a reasonable belief” that a credit report relates to the consumer for whom it was requested?

Following procedures that you have implemented as a part of your Customer Identification Program (CIP) under the USA PATRIOT Act can and should satisfy this requirement. You also may compare the credit report with information in your own records or information from a third-party source, or you may verify information in the credit report with the consumer directly.

In my last posting, I discussed the value of a risk-based approach to Red Flag compliance.  Foundational to that value is the ability to efficiently and effectively reconcile Red Flag conditions…including addressing discrepancies on a consumer credit report.

Arguably, the biggest Red Flag problem we solve for our clients these days is in responding to identified and detected Red Flag conditions as part of their Identity Theft Prevention Program.  There are many tools available that can detect Red Flag conditions.  The best-in-class solutions, however, are those that not only detect these conditions, but allow for cost-effective and accurate reconciliation of high risk conditions.  Remember, a Red Flag compliant program is one that identifies and detects high risk conditions, responds to the presence of those conditions, and is updated over time as risk and business processes change.

A recent Experian analysis of records containing an address discrepancy on the credit profile showed that the vast majority of these could be positively reconciled (a.k.a. authenticated) via the use of alternate data sources and scores.  Layer on top of a solid decisioning strategy using these elements, the use of consumer-facing knowledge-based authentication questions, and nearly all of that potential referral volume can be passed through automated checks without ever landing in a manual referral queue or call center.  Now that address discrepancies can no longer be ignored, this approach can save your operations team from having to add headcount to respond to this initially detected condition.
 

What are your thoughts?

Friday, May 22, 2009 by Keir Breitenfeld

What are your thoughts on the third extension to the Identity Theft Red Flags Rule deadline?

Was your institution ready to meet Red Flag guidelines? 

Another gift for you procrastinators out there ... and you know who you are!

Thursday, May 14, 2009 by Keir Breitenfeld

The Federal Trade Commission announced on April 30, one day before the intended May 1 Red Flags Rule enforcement deadline, a third extension of that deadline to August 1, 2009.  It's like showing up to class without your homework and the teacher is out sick that day….kind of.  The first extension from November 1, 2008 to May 1, 2009 seems to center on the general confusion among many market sectors around their level of coverage under the Identity Theft Red Flags Rule.  This latest delay seems to be a result of pushback from businesses with a lower risk of identity theft occurrences and a more "known" consumer base.

So, it looks like we have at least three more months of preparation time.  This can be a good thing for all institutions regardless of their current Red Flag guidelines readiness status.  Those who scrambled to get a program in place now have time to fine tune it.  Those that were hoping for another extension have it.  Those who still question what their program should look like or if they are even covered can look forward to some more clarifying information out soon.

Some key takeaways from the announcement:

  • The FTC announcement does not impact other federal agency enforcement deadlines dating back to November 1, 2008.
  • Specific to institutions that may have a perceived lower risk of identity theft, or businesses that generally know their customers personally, the Commission will be publishing more clarifying language and sample process (in the form of a template) to help those types of businesses comply with the Rule.

Finally, this quote from the announcement sums it up:  “Given the ongoing debate about whether Congress wrote this provision too broadly, delaying enforcement of the Red Flags Rule will allow industries and associations to share guidance with their members, provide low-risk entities an opportunity to use the template in developing their programs, and give Congress time to consider the issue further,” FTC Chairman Jon Leibowitz said.
 

Experian Red Flags Rule survey

Friday, April 17, 2009 by Keir Breitenfeld

As we approach the FTC's May 1, 2009 Red Flags Rule enforcement deadline, we are still working with many of our existing and prospective clients to support their Red Flags Identity Theft Prevention Program.  In my opinion, the May 1, 2009 extension did much good on two fronts: 

1.  It brought to light the need for all institutions, particularly in markets outside of traditional financial services arenas, to re-evaluate the expectation of their being 'covered' under the Red Flag guidelines. 

2.  It allowed 'covered' institutions the opportunity to take additional steps to not only create and operationalize their programs, but to spend time making those programs efficient and in line with business and regulatory objectives.

In the spirit of information gathering and sharing, we at Experian are conducting a quick survey to gauge how 'helpful' the May 1, 2009 extension was to your organization.  We're also trying to informally keep our finger on the pulse of market readiness, as the enforcement deadline is upon us.

Via the link below, please take about 60 seconds to answer a few questions that will help us better understand the current state of the market's Red Flags Rule readiness.

Experian Red Flags Survey

We certainly appreciate your time.

 

New Red Flags Rule Federal Trade Commission Web site

Tuesday, April 7, 2009 by Keir Breitenfeld

 

I encourage all of you to have a look at this newly launched Federal Trade Commission Web site dedicated to the Red Flags Rule guidelines.  It is a good resource to that organizes the requirements of the Rule in a user-friendly manner.  It also looks to be an ongoing resource for the posting of updates and related commentary.  I suggest you make this site one of your bookmarks today:
 

 

The Federal Trade Commission has launched a Web site to help entities covered by the Red Flags Rule design and implement identity theft prevention programs. The Rule requires “creditors” and “financial institutions” to develop written programs to identify the warning signs of ID theft, spot them when they occur, and take appropriate steps to respond to those warning “red flags.”
 

Of particular interest, is the "Read the Guide" tab, where you can view and download the new FTC guide to Red Flag Rules.  For those in the telecommunications and utilities spaces, check out the "Publish the Articles" tab where you will find two bulletins on Red Flags in these arenas.  Enjoy.

Strategic execution for your loan portfolios

Friday, March 27, 2009 by Risk Management

We have talked about: the creation of the vision for our loan portfolios (current state versus future state) – e.g. the strategy for moving our current portfolio to the future vision. Now comes the time for execution of that strategy.

In changing portfolio composition and improving credit quality, the discipline of credit must be strong (this includes in the arenas of commercial loan origination, loan portfolio monitoring, and credit risk modeling of course). Consistency, especially, in the application of policy is key. Early on in the change/execution process there will be strong pressure to revert back to the old ways and stay in a familiar comfort zone.  Credit criteria/underwriting guidelines will have indeed changed in the strategy execution.

In the coming blogs we will be discussing:

  • assessment of the current state in your loan portfolio;
  • development of the specific strategy to effect change in the portfolio from a credit quality perspective and composition;
  • business development efforts to affect change in the portfolio composition; and 
  • policy changes to support the strategy/vision.

 

Developing and implementing an Identity Theft Prevention Program

Wednesday, March 25, 2009 by Keir Breitenfeld

If the business is a creditor or a “financial institution” (defined as a depository institution) that offers covered accounts, you must develop a Program to detect possible identity theft in the accounts and respond appropriately. The federal banking agencies, the NCUA and the FTC have issued Guidelines to help covered entities identify, detect and respond to indicators of possible identity theft, as well as to administer the Program.

A copy of the Red Flag Guidelines can be found:
Federal Reserve Board – 12 C.F.R. pt 222, App. J
Federal Deposit Insurance Corporation – 12 C.F.R. pt 334, App. J
FTC – 16 C.F.R. pt 681, App. A
NCUA – 12 C.F.R. pt 717, App. J
Office of the Comptroller of the Currency - 12 C.F.R. pt 41, App. J
Office of Thrift Supervision - 12 C.F.R. pt 571, App. J
 

How are Red Flags presented on the actual credit report?

Friday, March 20, 2009 by Keir Breitenfeld
The credit reporting agencies will not identify Red Flags, as such, on a credit report. However, there may be certain information on a credit report that you have determined to be an indicator of possible identity theft and have incorporated into your Program, such as a consumer fraud alert or a notice of address discrepancy. In addition, the Red Flag Guidelines specify that a credit report indicating a pattern of inconsistent or unusual recent activity might be a Red Flag.

Opening suspicious accounts

Tuesday, March 17, 2009 by Keir Breitenfeld

If you have detected a Red Flag in connection with a credit application, are you prohibited from opening the account when following the Red Flag guidelines?

First, you must assess whether the Red Flag evidences a risk of identity theft and your response must be commensurate with the degree of risk that is posed. You generally are not prohibited from opening the account, unless the only appropriate response in light of the degree of risk posed by the Red Flag would be not to open the account. In some instances, for example, you may be able to contact the applicant directly to verify that the application is legitimate.
 

Does the Identity Theft Red Flags Rule apply to me?

Thursday, March 5, 2009 by Keir Breitenfeld

Here are a few more frequently asked questions.

1. Am I a “creditor” under the rule?
The term “creditor” has the same meaning as under the Equal Credit Opportunity Act (ECOA) and is defined as a person who regularly participates in credit decisions, including, for example, a mortgage broker, a person who arranges credit or a servicer of loans who participates in “workout” decisions. The term “credit” is defined, as in the ECOA, as the right granted by a creditor to defer payment for goods or services. It is important to note that commercial, as well as consumer, credit accounts may be covered by the Rule.

2. We are an insurance company that uses credit reports to underwrite insurance. Does the Red Flags Rule apply to us?
The Red Flag Rule applies to creditors and depository institutions and should not apply to an insurer when engaged in activities related to insurance underwriting. To the extent that you extend credit, however, you may be covered. For example, you may wish to examine whether you permit consumers to finance their premiums; whether you extend credit to vendors, independent agents or other business partners; or whether you extend credit in connection with your investment activities, including real-estate investments.

3. I am an auto dealer. Does the rule apply to me?
If the business extends auto credit to consumers or arranges auto credit for consumers, the Red Flag guidelines may apply.
 

Moderation. Moderation. Moderation.

Thursday, March 5, 2009 by Risk Management
Just as with diet recommendations, moderation needs to be the new motto for credit risk management.  Diets provide for the occasional bag of chips or dessert after dinner, but these same food items become problems if the small quantity or occasional indulgence suddenly becomes the norm. 
Similarly, we, in our risk management efforts, put forth guidelines that establish limitations on certain loan types or categories that have been deemed risky should the numbers or quantity become too large a part of the overall portfolio.  Unfortunately, we have a tendency to allow earnings or portfolio growth to cloud our judgment and take an attitude of “just one more.” 
In the past several years, we have experienced excesses in commercial real estate, residential development and subprime mortgages.  It is now these excesses that are creating the problems that we are dealing with today. 
Bringing back these limitations – in other words, reestablishing the discipline in our portfolio risk management – will go a long way in avoiding these same problems in the future. 
As I learned early in my banking career:  “…soundness, profitability and growth…in that order.”

Tell me more about address discrepancies

Thursday, February 26, 2009 by Keir Breitenfeld

Address discrepancies aren't the end of the road, but they sure can be a bump in it. One of the handful of mandatory elements in the Red Flag guidelines, which focus on FACTA Sections 114 and 315, is the implementation of Section 315.  Section 315 provides guidance regarding reasonable policies and procedures that a user of consumer reports must employ when a consumer reporting agency sends the user a notice of address discrepancy. 

A couple of common questions and answers to get us started:

1.  How do the credit reporting agencies display an address discrepancy?

Each credit reporting agency displays an “address discrepancy indicator,” which typically is simply a code in a specified field. Each credit reporting agency uses a different indicator. Experian, for example, supplies an indicator for each displayable address that denotes a match or mismatch to the address supplied upon inquiry.

2.  How do I “form a reasonable belief” that a credit report relates to the consumer for whom it was requested?

Following procedures that you have implemented as a part of your Customer Identification Program (CIP) under the USA PATRIOT Act can and should satisfy this requirement. You also may compare the credit report with information in your own records or information from a third-party source, or you may verify information in the credit report with the consumer directly.

In my last posting, I discussed the value of a risk-based approach to Red Flag compliance.  Foundational to that value is the ability to efficiently and effectively reconcile Red Flag conditions…including addressing discrepancies on a consumer credit report.

Arguably, the biggest Red Flag problem we solve for our clients these days is in responding to identified and detected Red Flag conditions as part of their Identity Theft Prevention Program.  There are many tools available that can detect Red Flag conditions.  The best-in-class solutions, however, are those that not only detect these conditions, but allow for cost-effective and accurate reconciliation of high risk conditions.  Remember, a Red Flag compliant program is one that identifies and detects high risk conditions, responds to the presence of those conditions, and is updated over time as risk and business processes change.

A recent Experian analysis of records containing an address discrepancy on the credit profile showed that the vast majority of these could be positively reconciled (a.k.a. authenticated) via the use of alternate data sources and scores.  Layer on top of a solid decisioning strategy using these elements, the use of consumer-facing knowledge-based authentication questions, and nearly all of that potential referral volume can be passed through automated checks without ever landing in a manual referral queue or call center.  Now that address discrepancies can no longer be ignored, this approach can save your operations team from having to add headcount to respond to this initially detected condition.