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Submitted URL: https://go.unit21.ai/e3t/Ctc/GE*113/cTXZX04/VVPLN_81hs6QW7VmbXD7GjDdzW5d86_w5d4CqYN7Cq3w05nR32W50kH_H6lZ3lJW85KS6q6Vh...
Effective URL: https://www.unit21.ai/blog/silent-alarms-how-action-based-events-reveal-the-unseen-intruder?utm_campaign=FY24Q1%20-%20...
Submission: On April 19 via api from US — Scanned from DE

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Fraud Files


SILENT ALARMS: HOW ACTION-BASED EVENTS REVEAL THE UNSEEN INTRUDER

April 19, 2024

Alex Faivusovich
Head of Fraud Risk


If you have ever seen a movie featuring a bank robbery (or hopefully have not
been in one in situ as a retail bank worker), you know the power of the silent
alarm. Once that button is hit, authorities are notified without the "bad guys"
knowing the authorities are on their way.

‍

But did you know that other "silent alarms" may be buried in your organization's
data? Let's look at action-based events that can provide real-time indicators of
potentially fraudulent or unauthorized activity. 

‍


CONSISTENT FRAUD MONITORING, ACCOUNT DORMANCY, & PRECISE DATA POINTS KEY FOR
FRAUD PREVENTION

This is our sixth installment in Fraud Files, our blog series that shares unique
insights based on data from over 4.05B events on the Unit21 platform. In our
previous posts, we explored several trends and insights, including:

 * Part 1: The rate of true positives for fraudulent events for accounts in
   their first 90 days 
 * Part 2: The differences between banks and credit unions on fraud activity
   detected in their first 14 days 
 * Part 3: Why keeping an eye on account dormancy is as essential as monitoring
   account action
 * Part 4: A look into recent fraud trends by top rules created
 * Part 5: The reasons why precision in data points combined with graph-based
   rules sharpens fraud detection.  

‍


ACTION-BASED EVENTS - THE SILENT ALARMS

Action-based events are any user-initiated actions within a system that can be
monitored and analyzed for fraud prevention. These include, but are not limited
to, login attempts, password changes, address updates, and user or account
details modification. When we talk about action-based events, we often speak of
specific actions that appear harmless enough on the surface, yet for risk and
fraud teams, they give us a lot of insight. The significance of these events
lies in their ability to help you proactively identify and prevent fraudulent
activities before the actual financial transactions occur.

‍

Our data shows the distribution of non-transaction action-based events used in
rules by Unit21 customers. This data can help you see some of the latest trends
in how modern organizations use alternative data points beyond transaction data
to improve your rules and detect more fraud. 


Non-transaction action-based events from Unit21

‍


MONITORING LOGIN AND ACCOUNT CHANGES EVENTS 

‍

Login events: More than 62% of all action event-related rules are related to
login events. We've all done it before - with the myriad of usernames and
passwords we must remember for every account, it is hard to keep track of which
one requires which login info. Multiple login attempts can be just that.
However, this pattern can also indicate a brute force attack, where a fraudster
is trying to guess the password. Once in, they will lock out a legitimate user.

‍



‍

Account changes: Nearly 12% of rules with action events are related to user or
account changes. Updating contact information is a routine account management
activity. Yet, if done shortly after account creation or following a series of
transactions, it might suggest a fraudster attempting to reroute communication
and intercept authentication messages or transaction alerts.

‍

New account: At 9%, we see our customers establishing rules related to new
account activity. This activity can include a new user sign-up, adding a new
account, or linking a new funding source like a bank account. 

‍

For example, the user adds several payment methods or bank accounts to their
profile shortly after the account setup. It's common for users to link a bank
account or credit card, but adding multiple payment methods in quick succession
could indicate a fraudster's attempt to test which stolen financial details are
valid and unblocked.

‍

Multi-factor authentication (MFA): Nearly 9% of the action events are related to
MFA. Activating 2FA is a security best practice. However, if the phone number
used for 2FA activation is disposable or virtual (which can be identified
through certain verification services), it may suggest a fraudster's attempt to
maintain access to the account even after the initial theft or misuse is
discovered.

‍

In the ‘other’ category of the pie chart, there are multiple events, including
but not limited to addressing changes immediately after account setup or
shipping of a product, changing account security settings, card and pin
transactions, and more. 

‍


INCORPORATE ACTION-BASED RULES IN YOUR RULE-BASED MONITORING SYSTEM 

Understanding the nuanced landscape of action-based events provides fraud
fighters with a powerful lens through which to detect and prevent fraud.
Vigilant monitoring across a variety of non-transactional activities, such as
login behaviors, account changes, and the setup of new accounts, which are
sometimes overlooked, can act as early indicators of fraudulent intent. The
actionable takeaway for fraud teams is leveraging this data to refine and
enhance your rule-based monitoring systems. 

‍

By incorporating a broader spectrum of action-based indicators—especially given
the predominance of login events and the subtleties of account
modifications—fraud prevention strategies can become more proactive and
adaptive. This means developing dynamic rules that catch traditional fraud
signals and adapt to emerging patterns in real-time. 


Unit21 rule-based monitoring system

In doing so, financial institutions can significantly tighten their security
net, making it increasingly difficult for fraudsters to exploit system
vulnerabilities, thereby safeguarding their operations and customers' trust. So
when that (silent) alarm sounds, you know you are listening. 


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RELATED ARTICLES

April 5, 2024


THE MATCH THAT MATTERS: HOW PRECISION IN DATA POINTS SHARPENS FRAUD DETECTION

READ MORE >
March 22, 2024


THE RULES RACE: STAYING AHEAD IN THE FACE OF EVOLVING FINANCIAL FRAUD

READ MORE >
March 8, 2024


THE SILENCE BEFORE THE STORM: ACCOUNT DORMANCY AND FRAUD DETECTION

READ MORE >


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