OUR PROVEN EXPERTISE IN INTELLIGENT DATA PREPARATION (IDP)

VSP is the largest vision healthcare provider in the US, providing products and services to eye-care professionals, employers, and more than 70 million members. VSP processes 25M claims every year. Aviana developed anomaly detection algorithms to identify suspicious providers for the Special Investigative Units. Automatic data preparation was used to:

  • derive features from 3rd-party demographic data to profile households for customer segmentation models
  • implement warehouse data extraction techniques that would serve modeling development needs and be re-usable for model deployment in ongoing operations

With over 850 live broadcast stations in 160 markets, iHeartMedia partnered with Aviana to optimize music programming operations using AI-based technologies. Aviana models predict song popularity and build recommended playlists tailored to specific genres, markets, and song mixes. Automatic data preparation was used to:

  • generate thousands of features that combine dimensions of song plays, radio station, genre format, recording artist and varying time periods for song popularity prediction models
  • devise a missing values fill strategy that ensures each model prediction has the best-available input data

“The time taken to build models has decreased by almost 75%. Our ability to respond immediately for new requests has changed dramatically.”

– Joe Brutsche, Chief Data Officer, Pearson Vue

Studies show as much as75%of a data scientist’s time is spentpreparing datafor modeling and meaningful analysis.

Choosing the right data preparation solution for your organization is critical

We understand the importance of right data and its timely readiness. We work with IT to map and understand data sources and structures & build linkages quickly, without interruption. Use advanced analytical and visual tools to intelligently validate data readiness for insight extraction – model readiness beyond standard “cleansing” activities.

Timely

Trust
Worthiness

Replicable

Economical

PROVEN APPROACH | FIT TO CLIENT

Competence & Convenience AS A SERVICE

01. BUSINESS VALIDATION

  • Understand business objectives
  • Help connect data science efforts to business needs
  • Identify data requirements & gaps

02. DATABASE & DATA
CONNECTIVITY & LINKAGE

  • Validate connectivity & sources
  • Establish Technology Environmental
  • Ensure data alignment (name, type, date, security, access, etc.)

03. INSIGHT READINESS

Logic Validation – does the data makes sense – beyond missing field, nulls, etc. using triangulated methods to discover anomalies and areas of concern:

  • VISUAL EXPLORATION: using graphics to reveal logic disconnects
  • MATHEMATICAL APPROACH: use mathematical formulations to flesh out logic discontinuities
  • STATISTICAL TESTING: (e.g. anomaly detection) to realize outliers before they distort outcomes

04. INTELLIGENT DATA ORCHESTRATION AS A SERVICE

  • Have a dedicated cross disciplined team (Business, Data Science & IT) ready to refresh connectivity and re-examine logic as change impacts data & models + support new data science projects

What makes us QUALIFIED TO BE EXPERTS

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Deep Knowledge of IT Infrastructures

750+

Data Wrangling Project

100+

Terabytes of Data Extracted & Transformed

Very Experienced Data Science Team

Hands on Expertise in Data Orchestration

65+

Major Data Science Projects Delivered

LEARN HOW WE CAN HELP IN
INTELLIGENT DATA PREPARATION

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