Intelligent Data Orchestration

Tackling the biggest problems in Data Science

Most of the time Data scientist need to clean data for their analytics and modelling work and spend 80% of their time doing it. Also this is their least favorite task. Break this 80-20 rule by providing with smart, clean and logically valid data. Empower you analytics and data science team with enriched data and see drastically reduced time on modelling.

Miss the mark - Pay the price

3.1
Trillion

IBM’s estimate of the annual cost of poor-quality data in USA (2016 data)

Cleaning Big Data : Consuming 80% of data scientist time and is the least enjoyable task of data scientists.

What data scientists spend the most time doing
  • Cleaning and organizing data: 60%
  • Collecting Data: 19%
  • Building training sets: 3%
  • Mining patterns: 9%
  • Refining algorithms: 5%
  • Other: 4%
What's the least enjoyable part of data science?
  • Cleaning and organizing data: 57%
  • Collecting Data: 21%
  • Building training sets: 10%
  • Mining patterns: 3%
  • Refining algorithms: 4%
  • Other: 5%

A LOT happens before VALUE IS CREATED

Internal Data

From Various Sources: Transactions, Maintenance Logs, Production Records, Supply Chain, etc.

DATA

Collect
Organize
Transform

External Data

From Experian, Axion, Nielsen, social media (e.g. Facebook) both structured and unstructured

Get VALUE for your Company and to your Customers using Aviana's data preparation approach

Analytical Techniques & Approaches

Regression & Random Forest, …
Machine Learning & Deep learning, …
Neural Networks, …
etc.

ANALYTICS MODELING

(By Data Scientists)

Development & Analytical Tools

“R” & Python
Watson, SPSS, Cognos
Alteryx, H2O, etc.

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 filed, 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

Schedule a Meeting

Deep Knowledge of IT Infrastructures

750+

Data Wrangling Projects…

100+

Terabytes of Data Extracted & Transformed

Very Experienced Data Science Team

Hands on Expertise in Data Orchestration

65+

Major Data Science Projects Delivered

Multi Disciplinary Experience + Proven Process & Tools

  • ELIMINATE the wasted time spent by data scientists on data preparation
  • FREE UP your Data Scientists  so they can build models, analyze the data & deliver improved insights & predictions
  • COMPLEMENT your IT team to lower back and forth requests & frustration
  • REDUCE the risk of bad data being used for analytical models
  • DELIVER REPLICABILITY through a unique “As A Service” model.

Timely

Insights

Improved

Predictions

Targeted

Actions

Effective

Results

Strategic

Value

INTELLIGENT DATA ORCHESTRATION
Solution Helps Your Team Get What Matters Most Economically