Risk-Based Authentication - A Strategy for Real-Time Fraud Detection

Identity fraud is the major security concern for most ofattributes. Fortunately, the difficulties in exploiting this,
the organizations doing Internet businesses today. Italong with the availability of historical data that cannot
has an influence on the cost of doing business,be spoofed, make risk-based authentication more
increasing customer anxiety and thereby invitingeffective.
government regulation. The best way to preventRisk-based authentication enables Internet businesses
identity fraud would be to adopt a layered approach toto assess security risks and use out-of-band challenge
security. Fraud detection would be a critical securityand response mechanism as a second factor
layer, which would include Risk-based Authenticationauthentication only when necessary. Risk-based
as a mechanism for fraud detection.authentication works behind-the-scenes and has a
Risk-based authentication is a technique that uses bothminimal impact on users. Risk-based authentication can
contextual and historical user information, along withoccur at initial log in and may also be performed at
data supplied during Internet transaction, to assess thesubsequent interactions during secure sessions as well
probability of whether a user interaction is authentic oras during high-risk transactions.
not. Let us see what contextual and historical userRisk-based authentication allows selecting the right
information mean. The contextual information typicallylevel of security for each activity, instead of using
includes the traditional username and password incomprehensive security for the entire user base. This
addition to the following information like who the user is,type of authentication gives businesses the flexibility to
from where they are logging in (IP addresses, locationbe able to provide additional authentication as and
information - city the user is actually in at the time ofwhen necessary. The main benefit of this type of
communication), what kind of device they are using.authentication is that additional hardware or software
Historical user data includes specific attributes providedis not required, making this non-intrusive and seamless
from the session as well as user behavior andto the end user. In addition, risk-based authentication is
transaction patterns. This information represents anfar less expensive to deploy and administer. It is also
additional authentication factor that supplements theone of the few solutions that successfully identify
username and password, making this an enticingman-in-the-middle attacks.
multifactor authentication technique.Risk-based authentication like any other authentication
The risk-based authentication model is built on a rulesolution is not fully foolproof. There are few challenges
engine that takes into account multiple combination oflike false positives & accuracy of risk prediction
parameters such as IP address, location etc. asthat risk-based authentication must address in order to
described above. This data can be used to create abe more effective. False positives are a major
pattern to compare with those in future authorizationchallenge that risk-based authentication needs to
attempts. The rule engine checks each transaction toovercome. There are false positives with any given
see if it matches any pre-determined pattern fortechnology, but there are also ways to minimize these
fraudulent transactions. Since online fraud patternsissues by applying best practices and fine-tuning the
evolve rapidly, the rule engine must deploy automaticauthentication process.
pattern recognition and self-learning capabilities, in orderThe bottom line is that risk-based authentication works
to quickly find new patterns to prevent fraud. Abehind-the-scenes to spot the high-risk transactions,
machine learning, anomaly-detection system can alsoand apply the right level of security for the specific
be used to address the shortcomings of rule-basedlevel of risk. It allows the organizations to manage
systems.online risk in a better fashion. It helps to decide what
In risk-based authentication, much of the contextualrisk the business is willing to take, and what risk it isn't
data is susceptible to fraud. Although it is difficult towilling to take, for every online activity. Since most
replicate the contextual data, a fraudster could try andusers are not challenged, it provides a good balance
spoof with the intention of fooling the authenticationbetween security and usability and hence maximum
system in which case the fraudster would have tousability for the majority of users, and a little more
know all the specific attributes that the authenticationeffort for a small amount of users.
algorithms and then painstakingly replicate the