Business Challenges
The volume, variety, and velocity of data that private and public sector organizations have to analyze are increasing exponentially. Today, analytics and business intelligence provides industries and organizations with the ability to explore data to create and refine strategies for delivering data-driven insights. Various techniques ranging from simple trend analysis to predictive or event driven analytics can be used to assess, dissect, scrutinize, and interpret information. The processes and tools provided by these services are an important element in supporting calculated decision-making. Federal Government analytics & visualization solutions can help departments, agencies and bureaus meet a range of requirements from program integrity to effectively allocating mission resources.
How do you keep up and provide management and business users the ability to understand, analyze, and explain patterns and correlations rapidly? Through design and maintaining a structured, objective and end user focused Analytics and Visualization operational capabilities.
Approach
Analytics is at the heart of what we do at Numerati Solutions. We aim to transform data into innovative analytic and visualization solutions and can help federal government clients identify and act on information to support their mission. Our experienced data scientists, data analysts and statisticians support our customers with the highest quality analytics today that empowers them to take raw data and make mission critical decisions. Also with Numerati Solutions you know you will always get objective guidance on best practices as the company is a leading or premier partner with established and emerging business intelligence and analytics platforms.
Value Delivered
Numerati Solutions can provide your Federal Government department, agency, bureau or office with a range of analytics and visualization services, including:
Business Challenges
One of Numerati Solutions’ customer is at the forefront of leveraging technology to detect healthcare related fraud waste abuse activities. Our customer needed to leverage predictive analytics and visualization technologies to analyze structured claim and unstructured location-based data. This effort was part of an overall program assessment for a new federal program to use data driven approaches FWA detection operational model.
Numerati Solutions was asked to provide objective recommendations on the tools and processes to achieve this goal, as well as to implement a data warehouse utilizing the customers structured and unstructured data to conduct statistical analysis and on the data . The task was to find unusual, rarely occurring events or data for which little is known in advance. Anomalies are defined not by their own characteristics but in contrast to what is normal and they spoiled the regular processing cycle. Using common statistical methods to model what is normal is a fairly straightforward task for systems with simple data patterns, but building more complex systems can present a considerable challenge.
Approach
Numerati Solutions utilized various advanced techniques to standardize, extract, transform, and load relevant data from various databases, information reports, and data feeds. We were able to capture over 95% of the customer’s data sets to provide analysis for determining relevance, location, and applicability to use in predictive analytics and visualization efforts. We've provided an effective way of to measure similarity between samples using social network analysis and generative models for likelihood estimation.
Value Delivered
We've been able to build a highly accurate detector of anomalies. It helped to: (a) speed up a regular processing algorithms, (b) find algorithm defects, (c) increase system stability, and (d) create a customized processing routine which takes care of anomalies. Through Numerati Solutions’ support, our customer was able to use delivered solution to leverage predictive analytics and visualization capabilities for potential FWA detection.
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