Machine Learning for Data Governance in Healthcare Information Technologies

Health System Informatics & First Line Software partnership

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Wide-spread adoption of EHR systems brings along large amount of data available for reporting and other analytical insights. Health organizations routinely generate thousands of such analytical artifacts on daily or weekly basis.

This continuous stream of analytics insights is often taxing for the infrastructure and is a burden for supporting IT staff. It is important to understand the following questions in order to increase the value of available analytics and potentially reduce the number of such artifacts:

Which clinical, operational, or financial metrics are associated with a given report or a dashboard?
Is a given report a complete and/or partial duplicate of another report?
Do these reports refer to the same and correct data elements in the source EHR?
Who are the right consumers for these insights in the organizations and who should have the rights to access them?

Answering these questions is challenging considering the amount of involved data and new artifacts constantly appearing.

A leading healthcare system in the United States has approached us for help. We have developed for this organization a searchable catalog that contains over 100,000 analytical insights and has been helping to automatically organize and classify them. We’ve been using machine learning algorithms to detect duplicates and similarities in the reports and provide the assignment of the right metrics and portfolio membership. These processes continue to evolve and improve with minimal human involvement as new analytical insights are being developed.

Upon deployment into production this system has helped to reduce analytical inventory by nearly 20%, cut turnaround in producing new reports nearly in half, and significantly improved the quality of analytics for the organization.

The infrastructure has been developed utilizing Microsoft Technology stack - .NET/MVC, Entity Framework, C#, SQL Server.

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Client References

I want to express my gratitude for all of your team’s hard work, support and extra help. We are very grateful for all that you have done for us.
Senior Project Manager, a U.S. specialty digital design and web development agency

Your quality of work is exceptional, and your flexible approach has allowed us to build and deploy a large amount of complex functionality in a very short space of time. Kudos to everyone for their professionalism and for delivering results that exceeded our expectations.
CEO, leading social media analytics provider

We have never had a better release that we can think of. And that is all because of your hard and dedicated work. So here is a big THANK YOU to everyone from all of us!
Editor, leading Scandinavian newspaper

For a software vendor like ourselves, picking the right development partner is crucial. First Line’s technical expertise and solid project management, coupled with their proficiency in Agile methodologies, have made them an integral part of our product development group.
VP Product Development, leading enterprise software vendor

Our First Line Team has been doing a great job. All of the guys check in great code, and they have a forward thinking mindset, not a feature-to-feature approach. They are also very open in terms of sharing knowledge, which is critical to running productive distributed teams.
Application Development Director, global marketing company

We've all learned a lot from you, and it is great working with you.
Application Development Director, global marketing company

The First Line team has an excellent process and we can learn from your team and improve.
Product Owner, Strategic Software Consultancy

I would like to thank the First Line development team for their dedication and high level of quality in their work. Despite being thousands of miles apart, we have been able to work quickly, effectively, and intelligently. Your team has been a major part of why we have been successful thus far.
VP Engineering, e-learning startup

First Line is a great technology partner capable of delivering complex, ‘industrial grade’ projects. They have demonstrated strong technical competence and solid understanding of the media and publishing domain. We have also been very impressed by the management team's attention to our needs and commitment to our success.
CEO, leading European digital media company

Your effort is the #1 reason that this project is going so well. I've worked with a lot of teams over the years and there are very few teams that I trust and respect. When you are given a task or feature, I never have to worry whether or not it will be accomplished on time and I never worry about the quality - you always deliver.
Architect, Strategic Software Consultancy

The team we put together in the last half of this year is one of the most productive, skilled and enjoyable I’ve ever worked on. It’s great to see the product brought to life, and I’m proud to work with all you folks.
Senior Architect, Fortune 100 company

The First Line Software team is professional, results driven, and proactive. I know that when we provide requirements for new functionality, they will not only deliver on the scope of what has been asked but will look beyond and give insight into how we can make our product even better. It has been a privilege to work with First Line Software, and I look forward to continuing our partnership in future.
VP, global marketing company

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