ready data part 1 – the key to rapid analytics - carnaroli
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Governance in Data Analytics H. Giovanni Carnaroli, Senior Principal March 16, 2017
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CSRA - Think Next. Now.
Deliver broad range of innovative,
next-generation IT solutions and
professional services. Bringing
tomorrow’s solutions, today.
Helping customer modernize legacy
systems, protect their networks and
assets, and improve effectiveness and
efficiency of mission-critical functions
for our warfighters and citizens
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Next Gen IT Solutions
Digital Services
Agile
DevOps
User Experience
Engineering
Mobile Solutions
Digital Platforms
Enterprise Digital Service
Management
Cloud Migration
Managed Services
Application Platforms
High Performance Computing
Mobile Platforms
Enterprise Business Solutions
SAP Services
Oracle ERP
Salesforce Services
Microsoft Services
Cybersecurity
Managed Security Operations
Information Assurance
Advanced Cyber Threat
Solutions
Intelligent Business Process Services
Managed Business Processes
Citizen and Customer
Engagement
Shared Services
Data and Analytics
Big Data
Data Science and Algorithms
Enterprise Information
Management
Data Warehousing
PARTNERS LOGOS GO HERE 2017 CSRA Proprietary 4
PARTNERS LOGOS GO HERE 2017 CSRA Proprietary 5 IDC
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Data Governance is a
critical process, and can prevent all catastrophic
problems before the dashboards all go ‘Red'
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Data Governance Process Starts with a
Business Problem to be Solved
7
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Every Agency is Somewhere Along the
Data Governance Maturity Model
8
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An Agency Needs to Embark on a Data
Governance Maturity Assessment
9
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There are Key People, Process and
Technology Initiatives to Bridge the Gaps
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Data Governance
Council
Data Governance Working Group
Data Definers/ Producers/Users
Everyone Involved in Data Governance has a
Role and Responsibility
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Data Governance is at the Heart of the Data
Management Framework
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Enterprise Information Management Discover, catalog, integrate, govern and manage all data
NextGen focus on self-service tools and machine-assisted data discovery and cataloging
• EIM Architecture & Development
Data governance, master data
management, meta data
management, data cataloging, data
integration, data transformation, and
data quality
Applied to both structured and
unstructured data
• EIM Operations
• Data Discovery & Harmonization
EIM
Data Governance
Data Discovery & Cataloging
Data Security
Data Quality Management
Metadata Management
Master Data Management
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Data Visualization Will Take Big Data to New Levels
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Dashboard Reporting Will Get More Sophisticated
15
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Practical Applications:
Intelligent Transportation System
2/28/2017 2017 CSRA Proprietary 16
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CSRA’s Data and Analytics
Empower decision-makers, end-users, and systems to make mission impacts with real-time, big data analytics.
Major Programs
• Physician Quality Data Reporting – CMS • Medicare Claims Fraud Detection – CMS • Machine Learning-based Document
Classification – DoD • Intelligence Big Data Platform – DIA • Sensor Big Data Platform – FAA • Big Data Management, Data Science – IC • Clinical Trials Data Management, BI – NIH • HPC Portfolio Learning Tool - NIH
Key Capabilities Benefits to Client Alliance Partners
• Big Data - Collect, store, and analyze batch and streaming data at-scale - seamlessly integrated with existing relational data
• Business Intelligence/Data Warehousing - Make enterprise data available to the right consumer with the right tools
• Data Science and Advanced Analytics - Derive deep insights with COTS and open-source data science algorithms and advanced analytics
• Enterprise Information Management - Discover, catalog, integrate, and manage all enterprise data
Source: Gartner
• Reduce time-to-insight with data science and analytics
• Real-time time-to-action with embedded analytics
• Deliver economical solutions by leveraging elastic cloud platforms
• Analyze all data types – from IoT sensor flows to transactional data to enterprise managed data
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R: 12
G: 59
B: 96
R:
235
G: 0
B: 41 R:
100
G:
101
B:
105
R:
153
G:
153
B:
154
Primary
R: 0
G:
164
B:
228 R:
108
G:
179
B: 63 R:
232
G:
119
B: 34 R:
255
G:
196
B: 37
Secondary
R: 75
G:
114
B: 29 R:
130
G: 0
B: 36 R: 97
G: 17
B:
106
Big Data
Enterprise Business Solutions
Digital Platforms
Data and Analytics
Professional & Citizen Services
Digital Services
Integration Services
Cyber
Unlock operational and strategic impacts through Big Data and advanced analytics using all your data
Client Challenge
How can agencies acquire, manage, and persist relational data sources as well as big data volumes in a hybrid data architecture – and how can they analyze both for insights and meaningful mission impacts.
Value Proposition
We analyze all of your data, structured and otherwise, with distributed processing frameworks that yield both operational enhancements and strategic impacts. We apply Spark, Hadoop, and In-Memory Big Data on premise and in the cloud and use Lambda architectures to analyze real-time and batch sources. Our services:
• Modern Data Architecture - Design, optimize, and deploy NoSQL and relational data sources
• Data Services – Data migration, data preparation, data quality, and data enrichment
• Data Analytics – Use machine learning, predictive analytics, statistical analytics, and data science algorithms to derive insight
Offerings
• Big Data – Analytic Services
• Big Data – Architecture & Development
• Big Data - Operations
Where CSRA is delivering
• CMS
• DIA
• FAA
Big Data Analytics
NextGen focus on in-memory, elastic cloud deployment, and streaming analytics for real-time action and insights.
PARTNERS LOGOS GO HERE
R: 12
G: 59
B: 96
R:
235
G: 0
B: 41 R:
100
G:
101
B:
105
R:
153
G:
153
B:
154
Primary
R: 0
G:
164
B:
228 R:
108
G:
179
B: 63 R:
232
G:
119
B: 34 R:
255
G:
196
B: 37
Secondary
R: 75
G:
114
B: 29 R:
130
G: 0
B: 36 R: 97
G: 17
B:
106
Business Intelligence & Data Warehousing
Enterprise Business Solutions
Digital Platforms
Data and Analytics
Professional & Citizen Services
Digital Services
Integration Services
Cyber
Make all data rapidly available to the right user with the right tools
Client Challenge
Enterprise data warehouses have supported business intelligence reporting and dashboard solutions for more than a decade. However, the time needed by IT to add new data to the warehouse and create new reports, dashboards, and analytics slowed innovation. If only the business analyst had more capability.
Value Proposition
We build Data Warehouses and Business Intelligence solutions that integrate enterprise data for reporting and analytics. We extending them with self-service data preparation, data visualization, and data analytics tools. Our modern data reference architectures integrate relational and NoSQL data for richer reporting and analytics. Our BIW/DW services include:
• Data preparation and data Modeling, data warehouse architecture, BI architecture, BI reporting, data visualization, data Analytics, and self -service tool evaluation and selection.
• NextGen focus on modern BI data visualization tools, modern data architecture integrating relational with NoSQL repositories, and Cloud-delivery
Offerings
• Self-Service BI Tools – Services
• BI/DW – Architecture & Development
• BI/DW – Operations
Where CSRA is delivering
• CMS
• NIH
Self-Service BI and DW
NextGen focus on self-service data preparation and visualization tools, a modern data architecture integrating relational with NoSQL, and Cloud-delivery
Source: Microsoft
PARTNERS LOGOS GO HERE
R: 12
G: 59
B: 96
R:
235
G: 0
B: 41 R:
100
G:
101
B:
105
R:
153
G:
153
B:
154
Primary
R: 0
G:
164
B:
228 R:
108
G:
179
B: 63 R:
232
G:
119
B: 34 R:
255
G:
196
B: 37
Secondary
R: 75
G:
114
B: 29 R:
130
G: 0
B: 36 R: 97
G: 17
B:
106
Data Science and Advanced Analytics
Enterprise Business Solutions
Digital Platforms
Data and Analytics
Professional & Citizen Services
Digital Services
Integration Services
Cyber
Derive deep insights with COTS and open-source data science algorithms and advanced analytics
Client Challenge
Reports and dashboards against a DW data tell clients what happened but not why nor what might happen in the future. Data science algorithms and advanced analytics provide these insights – but require Data Scientists and services with special skills and tools.
Value Proposition
Provide data science services on client data, help clients select and learn how to use data science tools, and build embedded data science solutions. Our text analytics and predictive analytics solutions are industry leading solutions that help intelligence analysts, detect fraud, assess climate change impacts, analyze air and water quality, and develop forecasts. Our services:
• Provide expert level data analytics in statistical analysis, data mining, text mining, machine learning algorithms, modeling and simulation, and data visualization (R, Python, Shiny, D3, etc.).
• Develop analytic solutions built on data science and advanced algorithms
• Leverage GPU and HPC platforms for deep learning
Offerings
• Text Analytics – NetOwl
• Data Science – Analytic Services
• Data Science – Architecture and Development
Where CSRA is delivering
• CMS
• DIA
• FAA
Data Scientist
Data Integration
Programming
(R, Python, Shell, SQL)
Graphics & Data
Visualization
Big Data Skills
(HDFS, NoSQL)
Communication Skills
Analytics
(ML, Predictive, HPC, Text, )
NextGen focus on self-service predictive model development, the use of HPC and GPU data science
platforms and languages (R, Python) for data analysis and data visualization at extreme-scale.
Multi-disciplined Data Science Services
PARTNERS LOGOS GO HERE
R: 12
G: 59
B: 96
R:
235
G: 0
B: 41 R:
100
G:
101
B:
105
R:
153
G:
153
B:
154
Primary
R: 0
G:
164
B:
228 R:
108
G:
179
B: 63 R:
232
G:
119
B: 34 R:
255
G:
196
B: 37
Secondary
R: 75
G:
114
B: 29 R:
130
G: 0
B: 36 R: 97
G: 17
B:
106
Enterprise Information Management
Enterprise Business Solutions
Digital Platforms
Data and Analytics
Professional & Citizen Services
Digital Services
Integration Services
Cyber
Discover, catalog, integrate, govern and manage all data
Client Challenge
In the face of exponential data growth, how can agencies manage what must be managed, and retain potentially valuable data for future management?
Value Proposition
CSRA recognizes that not all data is created equal. In a world with IoT sensors, where more data is created each year, traditional data management solutions fall short. CSRA’s Bi-Modal EIM strategy treats high-value data assets with a best practice Data Governance approach – while landing ungoverned data for immediate exploitation and eventual governance. Our services:
• Data governance, master data management, meta data management, data cataloging, data integration, data transformation, and data quality transformation applied to both structured and unstructured data
Offerings
• EIM – Architecture & Development
• EIM – Operations
Where CSRA is delivering
• CMS
• DIA
• FAA
Bi-Modal EIM Architecture manages all data
EIM
Data Governance
Data Discovery & Cataloging
Data Security
Data Quality Management
Metadata Management
Master Data Management
NextGen focus on self-service tools and machine-assisted data discovery and cataloging.
