Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests)...

25
Analytics in Action transforming the way we use and consume information

Transcript of Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests)...

Page 1: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Analytics in Action – transforming the way we use and consume information

Page 2: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis
Page 3: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Big Data Ecosystem – The Data

BIG DATA Repositories

Hadoop

MPP Appliances

Traditional Data

Internet

Data Streaming

Page 4: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Event Stream Processing

Big Data Ecosystem – Data Management

DATA MANAGEMENT ENVIRONMENT

BIG DATA RepositoriesETL/ELT

Engines

Hadoop

MPP Appliances

Data Profiling

Integration and Data

Quality Rules

Crawlers

Metadata

Data Governance

Permissions

Administration

Traditional Data

Internet

Data Streaming

Page 5: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Event Stream Processing

Big Data Ecosystem – Analytics

DATA MANAGEMENT ENVIRONMENT ANALYTICS ENVIRONMENT

BIG DATA Repositories Analytics EnginesETL/ELT

Engines

Business Rules and Analytical Models

Exploration / Modeling

Automation

Data

Virtualization

Hadoop

MPP Appliances

Data Profiling

Integration and Data

Quality Rules

Crawlers

In-

Memory

Rule Detection

Simulations(Stress Tests)

Social Network

Analysis

Data Exploration

Data & Text Mining

Forecasting

Risk Analysis (VAR)

Metadata

Data Governance

Permissions

Administration

Traditional Data

Internet

Data Streaming

Page 6: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Event Stream Processing

The Complete Big Data Ecosystem

MANUAL RESULTS

AUTOMATED

RESULTS

REAL TIME RESULTS

DATA MANAGEMENT ENVIRONMENT ANALYTICS ENVIRONMENT

BIG DATA Repositories Analytics EnginesETL/ELT

Engines

Business Rules and Analytical Models

Exploration / Modeling

Automation

Data

Virtualization

Hadoop

MPP Appliances

Data Profiling

Integration and Data

Quality Rules

Crawlers

In-

Memory

Alerts and

Notifications

Automated reports

Forecasting

Recommendations

Network Services

Ad- Hoc Reports

Analyses

Data Visualization

Rule Detection

Simulations(Stress Tests)

Social Network

Analysis

Data Exploration

Data & Text Mining

Forecasting

Risk Analysis (VAR)

Metadata

Data Governance

Permissions

Administration

Traditional Data

Internet

Data Streaming

Page 7: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Continuity of Business

• Make it relatively seamless for a SAS programmer

to treat Hadoop like any other data source

Bring SAS processing to the Data

• Move SAS closer to the data that is embedded

process and LASR

Leverage Hadoop for New Technology offerings

• New solutions built on Hadoop and LASR

SAS offers the widest breath and depth of modern

analytic methods

• Solution for advanced analytics on Hadoop

SAS and Hadoop

Technology Focus – SAS and Hadoop

Hadoop as a Data Platform(standalone or as part of a

broader ecosystem)

Hadoop as a component of

the next generation of

Business Analytics

Page 8: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

SAS Grid Manager for Hadoop

Workload Management

High Availability

Parallel Processing

HADOOP

Most SASProcedures

SASClient

SAS/Grid Manager for Hadoop - Treat a Hadoop Cluster as a Grid for MVA SAS using Yarn

- Push SAS procedure processing to Hadoop

Page 9: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

TEXT

MANAGE

DATA

EX

PL

OR

E

DA

TA

DEVELOP

MODELS

DE

PL

OY

&

MO

NIT

OR

• SAS Data Loader for Hadoop

• SAS Data Management (incl.

SAS/ACCESS)

• SAS Federation Server

• SAS Event Stream Processing• SAS Visual Analytics

• SAS In-memory Statistics

• SAS Visual Statistics

• SAS In-memory Statistics

• SAS High-Performance

Analytics Products

• SAS Scoring Accelerator for

Hadoop

Enabling The Entire Analytics Lifecycle Around Hadoop

Prepare data IN

Hadoop for analytics

SAS Data Loader for Hadoop

Move data FROM

Hadoop into a SAS

environment

Page 10: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

vAPP

SAS Data Loader

(Web App)

SAS/Access to

Hadoop

Hadoop Cluster

Hadoop (1 Node)

SAS Data Loader for Hadoop Logical Architecture

SAS

Embedded

Process

SAS Code Accelerator

for Hadoop

SAS Data Quality

Accelerator for Hadoop

SAS LASR In-Memory

Analytic Server (Optional)

Query

Filter

Transform

De-duplicate

Profile

Cleanse

Join

Load

(Browser)

Text FilesOracle

Other RDBMS

SAS

Page 11: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Business User

(Analysts)

Use wizard-

based

“directives”

(no coding)

Deployed

With EP

Data Quality

Accelerator

Code Accelerator

Write SAS

Code or

HiveQL

User Profile Action Data Loader

(vApp )

SAS Embedded Process

Data Scientists/IT

(SAS coder, ETL

developer)

• Interpret

directives or

code

• Generate code

or HiveQL as

needed

• Send code to

Accelerators,

queries to Hive

HDFS

Hadoop

cluster

SAS Data Loader for Hadoop User Profiles

Page 12: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Take Real-time Action

• Decisive reaction to complex patterns and events

as they happen

Apply Multi-Phase Analytics

• Advanced analytics and multi-phase processing

Focus on Relevant Data

• Continuous loading of relevant streaming data

Streaming Analytics

Technology Focus – Streaming Analytics

Page 13: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Edge

Analytics

In-Motion

Analytics

At-Rest

Analytics

Network Systems, Surveillance

Monitor equipment on the

platform for failures and safety

issues, and take action.

Identify fraudulent

transactions and be

alerted in real-time.

Intelligently integrate customer

information with real-time

streaming data

Strategic Data IntegrationTransactions, Logs, Clickstreams

Page 14: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

SAS-generated

Insights

Event Actions

SAS In-Memory

SAS®

Event Stream Processing Model

Continuous

Query

Pu

bli

sh

Su

bs

cri

be

Streaming Events

Enrichment

Data

Analytic

Models

Busines

s Rules

Streaming Analytics – Conceptual Overview

Page 15: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Unlimited Data Volumes

• Embrace the potential

Speed

• The ability to fail fast

Democratized Analytics

• Cater to the citizen data scientist

Approachable Analytics

Technology Focus – Approachable Analytics

Page 16: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Data

ManipulationReporting Exploration Modeling

STATISTICIAN / DATA SCIENTIST

PROGRAMMINGBUSINESS ANALYST

Gartner’s predicts that through 2017, the number of citizen data scientists will grow five times faster than the

number of highly skilled data scientists

“A person who creates models that use predictive or prescriptive analytics, but whose primary job function is outside of the field of statistics

and advanced analytics. They are "power users" who will be able to perform simple and moderately sophisticated analytic applications that

would previously have required more expertise. They often reside in the lines of business and have deep domain expertise” - Gartner Inc.

Sophisticated Analytics For Everyone

Page 17: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

SAS® LASR ANALYTIC SERVER

SAS® IN-MEMORY

SAS® IN-MEMORY

SAS® IN-MEMORY

SAS® IN-MEMORY

SAS® IN-MEMORY

HADOOP & DW WEB CLIENTSAPPLICATIONS

SAS Visual Analytics

SAS Visual Statistics

ERP

SCM

CRM

Images

Audio

and Video

Machine

Logs

Text

fWeb and

Social

Approachable Analytics High Level Architecture

SAS Visual Data Builder

SAS Visual Scenario Designer

Page 18: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Decisions at Scale

Automate

• Build, monitor, and evaluate models using modern

methodologies

Empowerment

• Enable decision makers everywhere backed by

powerful analytics

Confidence

• Ensure analytic solutions are repeatable, reliable,

timely, and relevant across the enterprise

Technology Focus – Decisions at Scale

Page 19: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Deployment Considerations

Page 20: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Data Environment

Score

Output Rules

Models Rules

SCORE

CODE

db compliant

instructions

.99. 1.0, 500

Operationalizing Decision Making

Page 21: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

SAS® Visual Analytics

SAS® Visual Statistics

SAS® In-Memory Statistics

SAS® Enterprise Miner / SAS®Factory Miner

SAS® Decision Manager / SAS®

Scoring Accelerator

GUI driven reporting,

visualization and

interactive data

exploration with

analytics

GUI driven analytic

model development and

evaluation

Programmatic data

wrangling, model

development and

evaluation

Robust production

modelling tools that

provide for repeatability

and easy

operationalization

Capabilities to deploy,

monitor and automate

analytics with

appropriate business

rules into operational

business processes

Visualize, explore, interact, explain, understand, democratize, prototypeFinalize, deploy, integrate, execute,

operationalize, industrialize

Approachable Analytics Decisions at Scale

How Does This All Fit Together?

Page 22: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis
Page 23: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

Event Stream Processing

Big Data Ecosystem – Build On Existing Technology

MANUAL RESULTS

AUTOMATED

RESULTS

REAL TIME RESULTS

DATA MANAGEMENT ENVIRONMENT ANALYTICS ENVIRONMENT

BIG DATA Repositories Analytics EnginesETL/ELT

Engines

Business Rules and Analytical Models

Exploration / Modeling

Automation

Data

Virtualization

Hadoop

MPP Appliances

Data Profiling

Integration and Data

Quality Rules

Crawlers

In-

Memory

Alerts and

Notifications

Automated reports

Forecasting

Recommendations

Network Services

Ad- Hoc Reports

Analyses

Data Visualization

Rule Detection

Simulations(Stress Tests)

Social Network

Analysis

Data Exploration

Data & Text Mining

Forecasting

Risk Analysis (VAR)

Metadata

Data Governance

Permissions

Administration

Traditional Data

Internet

Data Streaming

Page 24: Analytics in Action transforming the way we use and ... · Rule Detection Simulations(Stress Tests) Social Network Analysis Data Exploration Data & Text Mining Forecasting Risk Analysis

SCALE YOUR DATA ANDYOUR ANALYTICS

GROW A CULTURE OF INNOVATION

ANALYZE ALL OFYOUR DATA

MODERNIZE YOUR LEGACY BI

STRATEGY

Data

Discovery Deployment

Analytics in Action - SAS Can Help