Financial Services

Financial Services Data Science Experts


Mosaic, financial services data science experts, engage with companies to drive value from their data assets. Drive revenue growth and manage risks with advanced analytics solutions from Mosaic. Mosaic not only helps craft a data-driven strategy, but has the mathematical expertise to deliver on the most important business questions financial services organizations struggle with.

Financial institutions have been investing heavily in data collection technologies, and have detailed transactional and consumer-level streams. Collecting this data isn’t enough to provide business changing insights.  Predictive and prescriptive analytics and machine learning algorithms must be applied to these data streams to extract insights and drive value for the customer. That customer may be a small or large business, or a consumer interacting with the website.

Leading Global Bank – Machine Learning for Consumer Lending 

  • Mosaic helped validate outdated consumer lending models and assisted the bank to manage risk with data analytics.
    • The models needed a serious refresh, and the Bank approached Mosaic to bring some fresh ideas.
    • Mosaic helped improve the accuracy of the model by utilizing machine learning methods.
  • The model is able to predict with much more accuracy how likely an individual is to default and the potential losses to the bank.

Leading Professional Services Firm – Diagnosing Windows 10 Crashes

  • Mosaic, a leading data science consulting company, applied diagnostic analytics to figure out why a fleet of over 3,000 laptops were crashing with a Windows 10 update.
    • Our data science consultants began the effort with a rigorous root cause analysis.
    • Mosaic discovered that a video card was the main culprit.
  • In the hyper competitive world of Management Consulting, thirty minutes of down time may lead one company to cancel a lucrative relationship and hire a competitor.

Link to full case study.

Leading Vision Insurer – Customer Lifetime Value 

  • Mosaic helped the World’s largest vision insurance service provider with building a customer lifetime value model.
    • We analyzed a range of financial and demographic data to construct member lifetime value to understand product and service preferences.
    • Mosaic also focused the analysis on retention/attrition drivers.
  • The model derived marketing recommendations to enhance customer awareness, revenue capture, and retention.

Link to full case study.