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Optimizing Claims: 5 Predictive Models to Augment Claims Processing

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Consistent claims management from the very beginning of the claim lifecycle reduces the need for incremental increases of loss reserve. Predictive analytics can be used to more accurately calculate the case or loss reserve by comparing a loss with similar claims. Also, whenever the claims data is updated, predictive analytics can be used to re-assess the loss reserve. Improved loss reserving accuracy enables insurers to move funds from bulk reserves into more flexible investments. In addition, organizations have experienced a 35% adjuster efficiency which can amount to an annual saving of $600k for processing 2,500 claims. Model 1 – Litigation Identification The cost of defending disputed insurance claims represents a significant portion of a company's loss expense ratio. Every claims manager can relate to the typical "horror story" claim, where the employee has a minor "slip and fall" breaks a finger and walks away with a $250,000 settlement. In fact, research has found that litigated claims and settlements have increased 10-fold in the last 5 years. Litigation optimization enables insurers to use predictive analytics to calculate a litigation propensity score. Claims that involve an attorney can be as much as four times higher compared to non-litigated claims. Analytics can help insurers determine which claims are likely to result in litigation and assign those claims to more senior adjusters who can hopefully settle the claims sooner and for lower amounts. Model 2 – Case Reserving The first ongoing problem with managing claims leakage comes down to one simple thing: claims managers often have no effective way of predicting the size and duration of a claim when it is first filed. Accurate loss reserving and claims forecasting is essential for claims departments, especially in "long-tail" claims like liability and workers compensation. OPTIMIZING CLAIMS | 4

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