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De Virgilis, Marco, Daniel Lupton, Liam McGrath, Marjan Qazvini, Seth Roby, and Leslie Vernon. 2022. Machine Learning in Insurance. CAS EForum Winter EForum (August).REPORTSMachine Learning in Insurance
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Gather and prepare the necessary data related to insurance policies, claims, and customer information.
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Choose the appropriate machine learning algorithms based on the specific goals of the insurance company.
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Split the data into training and testing sets to train the model and evaluate its performance.
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Train the machine learning model using the training data and fine-tune it to improve accuracy.
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Deploy the trained machine learning model in the insurance company's workflow to enhance decision-making processes.

Who needs machine learning in insurancepublished?

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Insurance companies looking to improve risk assessment and pricing strategies.
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Insurance regulators aiming to improve market oversight and compliance monitoring.
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Machine learning in insurance refers to the application of algorithms and statistical models to analyze and make predictions based on data within the insurance industry, enhancing processes such as underwriting, claims processing, and fraud detection.
Entities utilizing machine learning models within their insurance practices, including insurers, reinsurers, and other financial services companies, are typically required to file relevant reports on their machine learning applications.
To fill out the machine learning in insurance report, organizations need to gather relevant data on their models, methodologies, outcomes, and impacts, and then complete the standardized forms provided by regulatory bodies detailing their machine learning practices.
The purpose of machine learning in insurance is to improve operational efficiencies, enhance risk management, foster innovation in product offerings, and ultimately improve customer service and underwriting accuracy.
Organizations must report data related to the machine learning models used, including their purpose, accuracy, performance metrics, data sources, and compliance with regulatory guidelines.
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