SUBSCRIBE

Insurers still struggle with predictive analytics: Study

LAS VEGAS โ€” The use of anti-fraud technology by insurers in North America is on the rise. However, many companies are still struggling with the deployment of proactive predictive analytics tools because of resource constraints, according to a study.

Nearly 95 per cent of insurance companies reported using anti-fraud software as of 2013. Thatโ€™s a marked increase from just 88 per cent the previous year, according to a study conducted by the SAS expands availability of software for students

Another rising source of fraud is point-of-sale or underwriting where fraudsters conspire to reduce insurance premiums.

โ€œFraudsters can test system thresholds by filling many different applications online and by manipulating rates by changing rating factors to reduce premiums,โ€ the report said. โ€œIn addition, analysis suggests that a significant amount of claims fraud is perpetuated through illegally obtained policies.โ€

The number of insurance companies reporting cyber-attacks meant to steal large amounts of customer personal information has risen significantly since 2012, the CAIF report said. Yet, only 14 per cent of companies employ technology to prevent cyber-attacks.

The traditional and โ€œfirst line of defenceโ€ that most insurance companies deploy is automated red flags/business rules systems, according to the study. A total of 81 per cent of respondents reported using such technologies.

The advantage of business rules-based systems is simplicity.

โ€œUnfortunately, however, business rules often generate high false-positive rates and undetected fraud because fraudsters can easily learn and manipulate such rules,โ€ CAIF said.

Seventeen per cent of respondents cited excessive false-positives/negatives as the biggest challenges to implementing an anti-fraud solution.

Lack of IT resources also forces many companies to lean on already-overworked IT departments. Data integration and poor data quality (14 per cent), lack of return of investment (eight per cent), inability of special investigation units to handle volume of potential fraudulent claims (six per cent) and delayed adjudication (three per cent) were other challenges cited.

Interestingly, in the 2012 survey, the percentage of respondents that cited ROI as a challenge was 36 per cent.

โ€œInsurers are investing in different technologies to combat fraud, but a common component to all these solutions is data,โ€ said Stuart Rose, global insurance marketing principal at SAS. โ€œThe ability to aggregate and easily visualize data is essential to identify specific fraud patterns.โ€

Other technologies deployed by insurance companies were:

-Link analysis (50 per cent)

-Anomaly detection (45 per cent)

-Predictive modeling (43 per cent)

-Text mining (43 per cent)

-Data visualization (40 per cent)

โ€œTechnology is playing a larger and more trusted role with insurers in countering growing fraud threats,โ€ said Dennis Jay, the coalitionโ€™s executive director, in a statement. โ€œSoftware tools provide the efficiency insurers need to thwart more scams and impose downward pressure on premiums for policy holders.โ€

The study said employing the โ€œright mix of tool and technologiesโ€ will result in a higher fraud-detection rate.

Tech Jobs

Categories