Fraud Detection in Investment Management
Banking Fraud is Big Business
Banking card losses in the United States are expected to exceed $30 billion by 2020. While card-present and card-not-present credit fraud detection methods are increasing, financial institutions must contend with the growing use of banking cards online, in stores, at fuel locations, and at ATMs. Mainstream analytics and fraud detection software are tasked with classifying and flagging unusual activities, behavioral patterns, and uncommon transactions amongst millions of card swipes. Yet these fraud detection tools struggle to quickly flag fraudulent transactions and halt them, leading to greater losses. Moreover, down-sampling and other techniques aimed at shrinking the dataset risk false positives, or shutting down benign transactions, which harm banking reputation and customer satisfaction.
Rapidly Detect & Visualize Fraudulent Activity While Reducing False Positives
HEAVY.AI accelerates existing fraud detection software and tools and fraud detection machine learning (ML) models, giving these tools the power to analyze the entirety of transaction datasets with millisecond results. HEAVY.AI can also be used to accelerate testing of new feature engineering and ML models aimed at visualizing and exploring massive datasets, and reducing false positives. HEAVY.AI also provides forensic and fraud analysts an immersive dashboard to cross-filter dozens of attributes such as amount, merchant, location, and time—among others, to dig into potentially fraudulent transactions. These analysts can display the transactions on an interactive map for geotiming, or measuring the time and distance between transactions for superior fraud prevention and detection. Risk analysis teams can visually explore multi-billion row fraud detection datasets in milliseconds and spot hidden pockets of fraud risk that they can address directly or use to train ML models to automatically spot similar patterns in the future, creating a robust fraud detection system.
Accelerating Credit Card Fraud Detection in the Financial Ecosystem
Comprehensive fraud detection solutions are severely lacking in the banking and investment industries, but with HEAVY.AI fraud analysts are equipped with a powerful, customizable platform that meets their specific needs and makes fraud data analysis more efficient. HEAVY.AI is already used throughout the Financial Services industry, from investment management and hedge funds, to banking and insurance companies, to accelerate fraud detection, analyze alternative datasets, or accelerate modeling. Find out what else HEAVY.AI does for Investment Management.
Accelerated Analytics Explained
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