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Presented by Brad Taylor, VP of Data and IoT Solutions at Omnitracs
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Value Drivers for Your Data – Big, Fast, or Smart
1.
© 2017 Omnitracs,
LLC. | Confidential and Proprietary 1 Dallas Data Science Conference 2017 Brad Taylor, VP of Data and IoT Value Drivers for your Data – Big, Fast, or Smart
2.
© 2017 Omnitracs,
LLC. All rights reserved.2 Variety Types of data to be analyzed Veracity Is the data consistent in representation and quality Volume The scale of data produced and consumed Velocity Increasing speed of data generation and analysis The dynamics of a fleet are changing constantly, and so both microbatch and real-time use cases are required Omnitracs generates a variety of data including SMS, MMS, GPS, video and both structured and free form text communication Reliability of the data Omnitracs produces more than 500 million transactions daily and that will only increase The 4Vs help define your data analytics approach Value
3.
© 2017 Omnitracs,
LLC. All rights reserved.3 Data Value? How discovering data’s Value drives Big Data @ Omnitracs Temporal Location Domain Entropy Quality Quantity Availability
4.
© 2017 Omnitracs,
LLC. All rights reserved.4 Value should guide data strategy decisions Data Value to Data Strategy It all starts with Legal ! Impact on the business ? More Value as Big|Fast|Smart? Value in the architecture plan? ?
5.
Start on “Smart”
for Predictive Analytics
6.
© 2017 Omnitracs,
LLC. All rights reserved.6 “Smart” Data Would you rather have this? The value of smarter data in Predictive Analytics Dataset CDataset A Dataset B Dataset D “Custom” Models
7.
© 2017 Omnitracs,
LLC. All rights reserved.7 “Smart” Data Or this? The value of smarter data in Predictive Analytics “Industry” Data Models
8.
“Fast” Data Architecture
for truck state data $$$$ 100+ Billion data points!
9.
How “Big” Data
helps build “The industry will change more in the next 10 years then it has in the last 50” – Jack Roberts Editor of Overdrive
10.
QUESTIONS? Julius Fanegan Data Modeler Mani
Ravi Senior Engineer, Nav Panelists from Omnitracs