--- title: Applied Marketing Science, Inc. Assists in the Development of Enterprise Software for Probabilistic Relational Inference Modeling description: AMS assisted in the development of software that enables forecasting of the accuracy and robustness of different insider threat detection systems. image: https://blog.ams-insights.com/hubfs/charlesrivercompressed.jpeg --- - [Instagram](https://www.instagram.com/ams_insights) - [Toolkit Login](https://voctoolkit.ams-inc.com/login/) - [Join Us](https://www.ams-inc.com/why-work-at-ams/) - [0 Items](https://ams-insights.com/registration/) [![AMS_web_logo_final](https://blog.ams-insights.com/hubfs/AppliedMarketingScience_June2021/images/AMS_web_logo_final.png)](https://ams-insights.com/) - Services - [Your Business Challenges](https://ams-insights.com/your-business-challenges/) - [Our Solutions](https://ams-insights.com/our-solutions/) - [Who We Help](https://ams-insights.com/who-we-help/) - [Powerful Results](https://ams-insights.com/powerful-results/) - Training - [Train Your Team](https://ams-insights.com/train-your-team/) - [Webinars](https://ams-insights.com/webinars/) - [Public Workshops](https://ams-insights.com/public-workshops/) - Knowledge Center - [Resources](https://ams-insights.com/resources/) - [Insights Blog](https://blog.ams-insights.com/) - [FAQs](https://ams-insights.com/frequently-asked-questions/) - Who We Are - [The AMS Difference](https://ams-insights.com/the-ams-difference/) - [Our Consultants](https://ams-insights.com/our-consultants/) - [Contact Us](https://ams-insights.com/contact-us/) Select Page - Services - [Your Business Challenges](https://ams-insights.com/your-business-challenges/) - [Our Solutions](https://ams-insights.com/our-solutions/) - [Who We Help](https://ams-insights.com/who-we-help/) - [Powerful Results](https://ams-insights.com/powerful-results/) - Training - [Train Your Team](https://ams-insights.com/train-your-team/) - [Webinars](https://ams-insights.com/webinars/) - [Public Workshops](https://ams-insights.com/public-workshops/) - Knowledge Center - [Resources](https://ams-insights.com/resources/) - [Insights Blog](https://blog.ams-insights.com/) - [FAQs](https://ams-insights.com/frequently-asked-questions/) - Who We Are - [The AMS Difference](https://ams-insights.com/the-ams-difference/) - [Our Consultants](https://ams-insights.com/our-consultants/) - [Contact Us](https://ams-insights.com/contact-us/) # Applied Marketing Science, Inc. Assists in the Development of Enterprise Software for Probabilistic Relational Inference Modeling Applied Marketing Science, Inc., was invited by Charles River Analytics, Inc. of Cambridge, MA to assist in the development of software that enables analysts in the Intelligence Community to forecast the accuracy and robustness of different insider threat detection systems. Insider threats are individuals within an organization enacting harmful behaviors—behaviors caused by espionage, sabotage, or even ignorance. When designing these threat detection systems, it is important to account for the uncertainty of the environment and organization in which they are placed. The team worked under the Probabilistic Relational Inference Modeling for Enterprises (PRIME) effort to develop prediction and sensitivity analysis tools and algorithms. The effort resulted in probabilistic models of enterprise-deployed machine learning systems (such as insider threat detection systems). These models can be used to evaluate, forecast, and understand the performance of a new or existing machine learning system within an enterprise, offering an effective solution at a fraction of the cost and with greater assurance of model effectiveness than a hand-designed solution. The project was part of the Intelligence Advanced Research Projects Activity (IARPA)’s Scientific Advances to Continuous Insider Threat Detection ([SCITE](https://www.iarpa.gov/index.php/research-programs/scite)) program. To learn more about Machine Learning, watch our [webinar on demand](https://ams-insights.com/our-latest-thinking/webinars-on-demand/machine-learning/). 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