Data integrity challenges continue to plague many institutions.
Understanding the genesis of the data and who is responsible for
it is critical to resolve data integrity issues.
As data collection processes will likely be different for every
aspect of the examination, consider mapping out your data flow
from start to finish. Go field by field, system by system, product by
product, as appropriate. Prepare a source documentation matrix
to understand where you can find the information to validate
each data element. Establish quality control testing and/or audit
procedures to ensure data accuracy. Be certain that your quality
control procedures include some sort of physical file reviews. You
might find that loan data that passes electronic “scrub” procedures do not match the loan file. Determine accountability and
make sure that all parties are trained on the proper procedures
for data collection. If data integrity remains an issue, work with
senior management and/or human resources to incorporate it
into responsible parties’ performance evaluations.
Additional Data Integrity Challenges
Consider the impact of a merger or acquisition on your institution’s data integrity. Make sure that newly absorbed employees
are trained (or re-trained) on the appropriate data collection
processes for your institution. Don’t forget to test changes in
your loan systems (e.g., new systems, system upgrades, etc.) for
possible data integrity issues.
CHALLENGE #2: Large Bank Transition Issues—
New Reporting Requirements
Common errors for institutions transitioning to large bank status
and reporting for the first time include:
■ ■ Insufficient documentation to support community development activities, including loans, investments, and services.
■ ■ Including loans to non-profits in the small business file: Consider
including them as “other loans” during the examination itself
because they are not CRA small business or farm reportable
unless secured by commercial real estate.
■ ■ Including business loans secured by residential real estate in the
small business file: Consider including them as “other loans”
during the examination itself because they are not CRA small
business or farm reportable unless the real estate was taken in
an “abundance of caution” situation.
■ ■ Incorrect reporting of small business revenues: This is particularly challenging in light of an increasing number of
credit-scored small business products. Consider capturing
gross annual sales on the small business application, or have
the borrower sign a business certification that would include
gross annual sales.
CHALLENGE #3: Lending Test—Limited or Poor
HMDA Lending Performance
As mentioned previously, HMDA loans are analyzed for distribution in LMI geographies and to LMI borrowers. In addition, loans
are analyzed separately by loan category—home purchase loans,
Map Out Your Data Flow
■ ■ Who/what department gets the information first?
■ ■ Where does it go from there?
■ ■ At what point does it come to you for reporting?
■ ■ Is it stored electronically, or is it handled in hard copy?
■ ■ Is there a quality control process that helps ensure data
accuracy?
■ ■ Does that process include hard copy file review, or just an
electronic “scrub?”
■ ■ Who is accountable for it being correct—have they
been trained on the right way to handle/process the
information?
refinance transactions, and home improvement loans. Multifamily
lending might also be analyzed if there has been enough activity
for an analysis to be meaningful.
Here are some possible solutions to address poor HMDA
lending performance:
■ ■ If lending volumes are on the decline, verify that you are capturing everything. Verify with the lending group to determine if
something is missing, and, if the answer is no, document the
reasons for the decline in activity.
■ ■ Evaluate conspicuous “gaps” to confirm that you are lending
throughout your assessment areas, particularly in LMI geographies, and to confirm that no illegal discrimination is taking
place. Work with your compliance counterparts to ensure that
you evaluate lending gaps from a minority lending perspective
in your fair lending analyses.
■ ■ Review high-priced loans to confirm that they are not concentrated in certain geographies (e.g., LMI neighborhoods) or to
certain customer groups.
■ ■ Once you’ve verified that you are capturing all reportable activities, consult with front-line lenders to see if you can identify
overlooked opportunities and/or to brainstorm new lending
programs to help with originations.
■ ■ Educate lenders about the importance of lending in LMI geographies and/or to LMI persons. Consider creating an incentive
for lenders who originate such loans; consider providing additional training and maps identifying the LMI geographies
within your assessment areas to assist account officers in their
efforts to increase LMI originations.
■ ■ Consider purchasing LMI loans from another lender to shore
up performance gaps.
■ ■ Consider participating in special lending programs or loan
programs/consortia groups targeted to affordable housing.
■ ■ Discuss the impact of the bank’s lending strategy with your
regulator and develop performance context to explain it.