How analytics and modeling can improve performance
Thursday February 14, 2019

The ever-increasing
flow of data generated inside and outside a company, can be overwhelming for
many organizations. However, advanced analytics can generate insights from this
data that can lead to competitive advantage. Predictive analytics and
modeling can help your accounts receivables department or outsourced
collections agency increase cash flow by prioritizing which customers to
contact and when to contact them, as well as which method of contact is likely
to receive the best results.
SCORE provides modeling
and analytics in order to help companies increase efficiency and maximize
returns through targeted collection activities. These technologies allow
statistical analysis of a company’s historical accounts receivables data, as
well the analysis of external sources to determine collection risk – the
probability that it will become past-due at some point in the future.
Utilizing
credit bureau data, SCORE’s models help organizations manage risk by predicting
which accounts at various stages of delinquency will cure or demonstrate high
probability of payment. Once these accounts are determined, we can recommend cost-effective
collection strategies to reduce the number of contact attempts.However, as consumer
debt accumulates globally, more accounts require collections than ever before.
This results in collectors facing increased competition for dwindling financial
resources. SCORE’s predictive analytics solutions allocate a collection risk
score to every customer, then use this score to prioritize collections and
methods of engagement. These solutions can identify subtle changes in
customer’s payment behaviour that can lead to a higher collection risk.
The difference between
our models and traditional credit bureau or behavioral scores?
Instead of using 90 plus
days past due dependent variable over 12 to 24 months, we predict the
likelihood of an account curing within 90 days, so a score of 450 represents
45% probability of an account curing in the next three months. This short
performance window allows reduced exposure throughout the credit lifecycle –
from the initial granting of credit to accounts management to distressed debt
sales.
Simply put, our models are more accurate with less risk. We regularly
revalidate our models to ensure accuracy and relevance, while offering custom modeling
as required. Selective scoring is
another solution SCORE has designed for larger portfolios. It is a cost
effective tool that can be easily integrated into strategy, as it is customizable
down to the specific scoring model (30, 90, 180 or 360 Days Delinquent).
The
portfolio is divided into segments according to probability of recovery, and
users can score the portion of a portfolio that is above, below or within a
pre-set score range. This option is very resource effective and yields quick
results.
Ultimately, by using
SCORE’s advanced modeling and analytics to generate actionable insights,
companies can improve cash flows and maximize their returns.
SCORE helps businesses
develop robust, cost-effective and targeted collection activities that increase the value of your
business and your return on investment. Contact us today at 647.309.1803 to get the conversation started.