Big Data Analytics and Predictive Analytics - _ Predictive Analytics Today
Big Data Analytics in Government
-
Upload
deepak-ramanathan -
Category
Technology
-
view
902 -
download
2
description
Transcript of Big Data Analytics in Government
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
HIGH PERFORMANCE ANALYTICSTHE FUTURE OF ANALYTICS IS HERE
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
Data
Analytics
Platforms
Key Dimensions GOING BIG
3Copyright © 2011, SAS Institute Inc. All rights reserved.
Finding treasures in unstructured datalike social media or survey tools
that could uncover insightsabout consumer sentiment
Mine transaction databases for data of spending patterns that indicate a stolen card..
Leveraging historical data to drive better insight into decision-makingfor the future
Analyze massiveamounts of data inorder to accurately
identify areas likely toproduce the mostprofitable results
FORECASTING
DATA MINING
TEXT ANALYTICS
OPTIMIZATION
STATISTICS
ADVANCED ANALYTICS
INFORMATIONMANAGEMENT
Copyright © 2011, SAS Institute Inc. All rights reserved.
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
THE ANALYTICS LIFECYCLE
IDENTIFY /FORMULATE
PROBLEM
DATAPREPARATION
DATAEXPLORATION
TRANSFORM& SELECT
BUILDMODEL
VALIDATEMODEL
DEPLOYMODEL
EVALUATE /MONITORRESULTS
Domain ExpertMakes DecisionsEvaluates Processes and ROI
MANAGER
Model ValidationModel DeploymentModel Monitoring Data Preparation
IT SYSTEMS /MANAGEMENT
Data ExplorationData VisualizationReport Creation
ANALYST
Exploratory AnalysisDescriptive SegmentationPredictive Modeling
DATA MINER /STATISTICIAN
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
India has become the ultimate lab for digital identification technology. No country has ever tried to collect this much information in this short a period of time
- Tarun Wadhwa
Data
UID Registrations as of June 2013
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
Vertica
Teradata
Greenplum
Oracle
Microsoft PDW
Hadoop
$- $20,000 $40,000 $60,000 $80,000 $100,000
Today 20092000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012
$-
$2
$4
$6
$8
$10
$12
$14
$16
$18
$20
COST PER GIGABYTECOST PER TERABYTE
COST OF STORAGE, MEMORY, COMPUTING In 2000 a GB of Disk $17 today < $0.07In 2000 a GB of Ram $1800 today < $1
In 2009 a TB of RDBMS was $70K today < $ 20K
Trends in Platforms
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
DATA VISUALIZATION
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
MINARD’S VISUAL DEPICTION
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
PATH VISUAL ANALYTICS
“Visual Analytics is the science
of analytical reasoning
supported by interactive visual
interfaces.” -- Cook 2005
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
WHAT IS SAS VISUAL ANALYTICS
APPROACHABLE ANALYTICS BUILT RIGHT IN.
• Easy Analytics: Find Fast Answers to Your Toughest Questions.
• Any skill level – Ask toughest questions, answer with compelling visualizations without having to learn new skills or engage IT
• Don't Just See It – Understand It with "what does it mean" pop-ups, explained in everyday business terms that all users can understand
• Create calculated measures can and add to any visualization.
• Easy-to-use capabilities that take the complexity out of forecasting –
• Forecasts can be generated on the fly with most appropriate forecasting algorithm for specific data is automatically selected.
• View can be saved as report packages to share with other advanced data exploration users in Web reports, images or SAS mobile apps.
Next, what SAS VA can do for you…
Copy r igh t © 2012 , SAS Ins t i t u t e I nc . A l l r i gh t s res erved .
DEMO
• http://data.gov.in/ -- Production 2001-2010• • http://agmarknet.nic.in/ -- Onion pricing• • http://www.dogr.res.in/ ( Production data for 2011-12
and 2012-13)