Fraud Detection Machine Learning Solution for Business Security
In fact, business security is just the tip of the iceberg. Or a collective term. Machine learning systems can give your business more than you think.
Machine learning in itself is a very powerful tool for enhancing the user experience. Smart systems learn to understand users based on their actions, predict, customize, and hit the target. And also protect users from fraudulent attempts.
The simplest example is credit card fraud detection. Advanced online banking systems will not allow you to enter the clients personal account, manage money if your behavior pattern indicates a possible fraud. In this case, improved user experience means the confidence of your users that they are protected from fraudulent attempts as much as possible.
According to a Harvard Business Review study, 90% of users surveyed said that the attentive attitude of companies to the personal data of their customers shows a real attitude towards customers. In other words, if you want to win user loyalty, then a careful attitude to data and its comprehensive protection can help. Machine learning systems are able to track how the data is stored, collected, and used generally, how much do your procedures comply with GDPR. In the event that potential fraudulent or abnormal actions that treat user data are detected, the system sends an alarm.
Fraudsters a priori are smart people, otherwise, they would not be able to come up with schemes that work. As for retail, this is a very attractive industry, since it is always possible to pretend to be a respectable buyer to deceive the seller. Machine learning systems are able to stop these attempts even at the stage of intent for example, when users begin to place an order with a suspicious IP, which has already been noticed in fraudulent schemes.
Any successful fraudulent attempt means loss of money and reputation. It is much easier to return money than a reputation this is exactly what you should not risk. Paradoxically, some companies refuse to confront fraud because they are afraid that this will damage their reputation, although in fact, the opposite is true. Lacking a fraudulent response strategy damages your reputation the most. And this is the opinion of most modern users.
So, how do machine learning systems work to provide a high level of protection against illegal attacks?
Rule-based systems detected fraud when money was already stolen. Modern systems work with constantly changing data in real-time, therefore they are able to catch a fraudulent attempt even at the intention stage. Heres how it works.
Read more:
Fraud Detection with AI and Machine Learning - How Can It Work to Protect Your Business - TechFunnel
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