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Kitenga Analytic Suite
Enabling insight through analytics
Written by Author Joey Jablonski, Director of Product Management, Kitenga Analytics, Dell, Inc.
Abstract
Organizations today have a lot of data. To make the most
of it, they need the right tools—tools that can be deployed
rapidly and that make it easy for both IT staff and less technical
employees to turn that data into information meaningful to
the business. This tech brief explores analytics and introduces
several powerful tools that make it easy for you to rapidly
deploy a powerful analytical environment in your organization.
Introduction
Today, companies focus greater and greater resources to
ensure they are able to respond to changing market conditions,
customer preferences and competitive threats in a timely
manner. Today’s analytic technologies enable companies to
respond to these changes faster and more effectively.
Analytics is about transforming data into meaningful that
decisions makers can use to make appropriate changes to
how they operate the business and respond to the market.
Analytics is a collection of technologies that align with business
needs and enable deep visibility into corporate data assets,
while allowing iterative feedback to re-create reports based on
needs, questions and market conditions.
Kitenga Analytics Suite from Dell Software is an advanced
analytics toolkit that brings together natural language
processing, machine learning, search and advanced
visualization, connected by an integrated workbench meant for
non-developer staff. Kitenga is a business enabling technology
to provide access to big data to more staff who are closer to
the business and the decision-making process.
How analytics can help organizations like yours
Exactly how can analytics benefit organizations today? Let’s
look at two examples of how analytics can help organizations
improve their operations and their bottom lines.
2
Healthcare organizations can provide
better care by analyzing patient data.
Every time a patient arrives at a
medical facility, an intake assessment is
completed. This assessment includes a
variety of standard questions, such as the
reason for the visit, symptoms, previous
visits and current medications. This
assessment enables the medical provider
to quickly determine the severity level
and the appropriate place within the
facility to route the patient.
With the right tools, though, intake
assessments can be even more useful.
By automatically comparing the current
patient to previous patient populations
and discerning patterns, the healthcare
facility could improve patient care, and
the organization’s bottom line.
Kitenga enables these proactive, advanced
analytics. It automatically analyzes patient
data and provides recommendations
to medical staff based on patterns that
may not be obvious at the time of initial
consultation with the patient.
Financial services organizations can
better assess transactions and risk by
performing contract valuation.
Companies that buy and sell baskets
of contracts (such as mortgages and
insurance policies) must complete a
due diligence process to review those
contracts for errors and discrepancies,
and to price and model the risk
associated with them. The pricing
and financial default models for these
baskets of contracts are often assumed
but not verified, despite the risk of these
complex transactions.
Kitenga can compare both structured
and unstructured data, enabling
organizations to review large groups
of contracts and access external
information (such as credit scores,
payment history and banking
information) for validation when
assessing a complex transaction.
Kitenga Analytics Suite delivers the
advanced analytics organizations
need today.
Today’s business problems require the
integrated analysis of a multitude of data
types, from a variety of sources. Kitenga
enables users to analyze, compare and
report on unstructured, semi-structured
and structured data from the same tool,
using the same algorithms, without
accounting for the data type or source.
This single source enables analysts to
quickly find meaning in complex data
sets and make decisions about the best
course for the business.
Core technologies
Kitenga contains four core technologies,
integrated for use from a single
workbench, and flexible in the workflow
required by the data analyst:
•	 Natural language processing (NLP)—
Kitenga can extract meaning from raw
text, including information about people
and places, as well as relationships
between entities.
•	 Machine learning (ML)—Kitenga has the
ability to “learn” from a given data set
and be trained over time to increase
the accuracy of sentiment grouping,
relationships and visualizations.
Figure 1. Dell’s solutions enable business users—not just IT staff—to access, analyze
and understand data.
Kitenga enables
users to analyze,
compare and report
on unstructured,
semi-structured and
structured data—all
from the same tool,
without accounting
for the data type
or source.
Integration
Boomi / Toad
Curation
Hadoop
Understanding
Kitenga
Share:
3
•	 Visualization—Kitenga has the ability to
visualize the data that was extracted during
the NLP and ML phases of data analysis.
•	 Search—Search has become a powerful
enabling technology for accessing large,
complex information sets. Kitenga’s
advanced search capabilities enable users
to mine piles of data, and then presents not
only results that match the search query,
but also related data that the users may not
have initially thought to search for.
Kitenga enables non-technical staff
members to analyze complex data sets.
Kitenga’s intuitive interface enables a
broad range of staff to interact with and
analyze complex data sets that were
previously limited to software developers
and IT departments. Some common
users of Kitenga include:
•	 Medical researcher—Medical researchers
commonly review complex data sets to
identify patterns that were not previously
known so that processes can be modified
to improve patient care.
•	 Business analyst—Business analysts can
creating advanced analysis jobs and view
the results in a visualizing interface. Kitenga
makes it easy for them to take an iterative
approach, refining the data as understating
increases and data volumes grow.
•	 Data scientist—Data scientists can create
reusable analytics modules, called
extractors, to execute algorithms and
iterate over the results using Kitenga’s self-
service portal.
•	 Product manager—Product managers can
pull together separate data sets into a single
analysis to compare product information,
sentiment and market conditions to plan
new products, consider changes and
anticipate market conditions.
•	 Legal researcher—Legal researchers can
identify relationships across large, complex
data sets and narrow the set of documents
that must be manually reviewed by staff,
ensuring a higher success rate over manual
document reviews.
Kitenga’s intuitive
interface
enables non-IT
staff—including
researchers,
analysts, data
scientists and
product managers—
to interact with and
analyze complex
data sets.
Figure 2. Kitenga combines four core technologies, integrated for use from a
single workbench.
Search Visualization
KitengaTM
Machine
learning
Natural
language
processing
Share:
4
Dell delivers complete analytics
solutions, as well as components
that integrate with your existing
environment.
Analytics requires not only data analysis
but effective presentation and interaction.
Analytics is more than just a single
application; it is a presentation and
interaction layer that empowers users,
powered by a strong data integration
layer and infrastructure. All components
must be rapid to deploy and must
operate together to provide flexibility as
business needs change.
With Dell, you can rapidly deploy a
powerful analytical environment Dell
offers complete analytical solutions,
as well as components for integration
with existing environments to ensure
maximum flexibility when deploying
analytical environments (see Figure 3).
We have already reviewed the key
capabilities of Kitenga. Let’s look at
some of the other Dell solutions that
help organizations perform effective
data analysis.
Toad for Hadoop
In data analytics projects, most of the
time is spent doing data integration—
that is, most of the project is spent
simply getting data into and out of
Hadoop. Toad for Hadoop enables
staff to quickly develop processes to
ingest data into Hadoop and format
it in a way that advanced tools,
including Kitenga, can analyze and
visualize. Toad for Hadoop allows for
a set of diverse connectors between a
Hadoop Distributed File System (HDFS)
environment and traditional databases,
including MySQL, Microsoft SQL Server
and DB2, along with a growing list of
other data sources and targets.
Shareplex
Shareplex is a high performance
solution for connecting Oracle database
environments to HDFS to enable bi-
directional data movement. Shareplex
enables administrators to replicate Oracle
redo logs into a Hadoop environment for
advanced analysis, recovery and efficient
data storage and archiving.
Dell | Cloudera Solution for
Apache Hadoop
The Dell | Cloudera Solution, shown
in Figure 4, delivers all the hardware,
software, resources and services
needed to run Hadoop in a production
environment. This end-to-end solution
enables you to be in production with
Hadoop in a shorter time than is typically
possible with homegrown solutions. By
listening to its customers, Dell designed
a Hadoop solution that is unique in
the marketplace, combining optimized
hardware, software and services to
streamline deployment and improve
customer experience.
Figure 3. Dell provides the components you need to create a powerful
analytics environment.
In a data analytics
project, a great
deal of time is
often spent simply
getting data into
and out of Hadoop.
Toad for Hadoop
makes it quick and
easy to put data
into Hadoop and
format it for use by
advanced tools
like Kitenga.
Advanced Analytics & Visualization (Kitenga)
Business Intelligence (Toad Intelligence Central)
Data Integration (Toad for Hadoop, SharePlex)
Structured Unstructured (Cloudera)
Advanced Analytics & Visualization (Kitenga)
Share:
5
The Dell | Cloudera Solution is based on
the Cloudera Enterprise distribution of
Hadoop, including CDH4. Cloudera has
created a quality-controlled distribution
of Hadoop and offers commercial
management software, updates, support
and consulting services.
The server platform for the Dell
| Cloudera Solution is the Dell
PowerEdge™ C or R series. Dell
PowerEdge servers are focused on
hyperscale and cloud capabilities.
Rather than emphasizing gigahertz
and gigabytes, these servers deliver
maximum density, memory and
serviceability while minimizing total cost
of ownership.
Dell’s solution includes components that
that span the entire solution stack:
•	 Reference architecture and best practices
•	 Optimized server configurations for
PowerEdge R and PowerEdge C Series
•	 Optimized network infrastructure based on
Dell Force10 S4810 and S60 devices
•	 Dell Crowbar software framework for
deployment and management at scale.
•	 Cloudera CDH Enterprise software
•	 Hadoop infrastructure management tools
•	 Monitoring with Ganglia and Nagios
Conclusion
Analytics turn data into insight that
empowers organizations to make better
decisions. Dell delivers unsurpassed
visibility into complex data sets, enabling
you to identify patterns and discover
relationships, and then iteratively review
and understand the data. With Dell’s
unique analytic capabilities, you can build
an environment with a single analytic
tool chain across your unstructured,
semi-structured and structured data,
giving staff across the organization the
information they need to improve the
organization’s bottom line.
To learn more about Dell’s big
data solutions, contact your Dell
representative or visit www.quest.com/
kitenga-analytics-suite/.
Figure 4. The Dell | Cloudera Solution
The Dell | Cloudera
Solution delivers
all the hardware,
software, resources
and services needed
to run Hadoop
in a production
environment, so
you can be up and
running quickly.
Share:
TechBrief-KitengaAnalyticsSuite-US-KS-2013-04-27
© 2013 Dell, Inc. ALL RIGHTS RESERVED. This document
contains proprietary information protected by copyright. No
part of this document may be reproduced or transmitted in
any form or by any means, electronic or mechanical, including
photocopying and recording for any purpose without the
written permission of Dell, Inc. (“Dell”).
Dell, Dell Software, the Dell Software logo and products—as
identified in this document—are registered trademarks of Dell,
Inc. in the U.S.A. and/or other countries. All other trademarks
and registered trademarks are property of their respective
owners.
The information in this document is provided in connection
with Dell products. No license, express or implied, by estoppel
or otherwise, to any intellectual property right is granted by
this document or in connection with the sale of Dell products.
EXCEPT AS SET FORTH IN DELL’S TERMS AND CONDITIONS AS
SPECIFIED IN THE LICENSE AGREEMENT FOR THIS PRODUCT,
DELL ASSUMES NO LIABILITY WHATSOEVER AND DISCLAIMS
ANY EXPRESS, IMPLIED OR STATUTORY WARRANTY RELATING
TO ITS PRODUCTS INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTY OF MERCHANTABILITY, FITNESS FOR
A PARTICULAR PURPOSE, OR NON-INFRINGEMENT. IN NO
EVENT SHALL DELL BE LIABLE FOR ANY DIRECT, INDIRECT,
CONSEQUENTIAL, PUNITIVE, SPECIAL OR INCIDENTAL
DAMAGES (INCLUDING, WITHOUT LIMITATION, DAMAGES
FOR LOSS OF PROFITS, BUSINESS INTERRUPTION OR LOSS
OF INFORMATION) ARISING OUT OF THE USE OR INABILITY
TO USE THIS DOCUMENT, EVEN IF DELL HAS BEEN ADVISED
OF THE POSSIBILITY OF SUCH DAMAGES. Dell makes no
representations or warranties with respect to the accuracy or
completeness of the contents of this document and reserves
the right to make changes to specifications and product
descriptions at any time without notice. Dell does not make
any commitment to update the information contained in this
document.
About Dell
Dell Inc. (NASDAQ: DELL) listens to customers and delivers
worldwide innovative technology, business solutions and
services they trust and value. For more information,
visit www.dell.com.
If you have any questions regarding your potential use of
this material, contact:
Dell Software
5 Polaris Way
Aliso Viejo, CA 92656
www.dell.com
Refer to our Web site for regional and international
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Kitenga - Enabling Insight Through Analytics

  • 1. Kitenga Analytic Suite Enabling insight through analytics Written by Author Joey Jablonski, Director of Product Management, Kitenga Analytics, Dell, Inc. Abstract Organizations today have a lot of data. To make the most of it, they need the right tools—tools that can be deployed rapidly and that make it easy for both IT staff and less technical employees to turn that data into information meaningful to the business. This tech brief explores analytics and introduces several powerful tools that make it easy for you to rapidly deploy a powerful analytical environment in your organization. Introduction Today, companies focus greater and greater resources to ensure they are able to respond to changing market conditions, customer preferences and competitive threats in a timely manner. Today’s analytic technologies enable companies to respond to these changes faster and more effectively. Analytics is about transforming data into meaningful that decisions makers can use to make appropriate changes to how they operate the business and respond to the market. Analytics is a collection of technologies that align with business needs and enable deep visibility into corporate data assets, while allowing iterative feedback to re-create reports based on needs, questions and market conditions. Kitenga Analytics Suite from Dell Software is an advanced analytics toolkit that brings together natural language processing, machine learning, search and advanced visualization, connected by an integrated workbench meant for non-developer staff. Kitenga is a business enabling technology to provide access to big data to more staff who are closer to the business and the decision-making process. How analytics can help organizations like yours Exactly how can analytics benefit organizations today? Let’s look at two examples of how analytics can help organizations improve their operations and their bottom lines.
  • 2. 2 Healthcare organizations can provide better care by analyzing patient data. Every time a patient arrives at a medical facility, an intake assessment is completed. This assessment includes a variety of standard questions, such as the reason for the visit, symptoms, previous visits and current medications. This assessment enables the medical provider to quickly determine the severity level and the appropriate place within the facility to route the patient. With the right tools, though, intake assessments can be even more useful. By automatically comparing the current patient to previous patient populations and discerning patterns, the healthcare facility could improve patient care, and the organization’s bottom line. Kitenga enables these proactive, advanced analytics. It automatically analyzes patient data and provides recommendations to medical staff based on patterns that may not be obvious at the time of initial consultation with the patient. Financial services organizations can better assess transactions and risk by performing contract valuation. Companies that buy and sell baskets of contracts (such as mortgages and insurance policies) must complete a due diligence process to review those contracts for errors and discrepancies, and to price and model the risk associated with them. The pricing and financial default models for these baskets of contracts are often assumed but not verified, despite the risk of these complex transactions. Kitenga can compare both structured and unstructured data, enabling organizations to review large groups of contracts and access external information (such as credit scores, payment history and banking information) for validation when assessing a complex transaction. Kitenga Analytics Suite delivers the advanced analytics organizations need today. Today’s business problems require the integrated analysis of a multitude of data types, from a variety of sources. Kitenga enables users to analyze, compare and report on unstructured, semi-structured and structured data from the same tool, using the same algorithms, without accounting for the data type or source. This single source enables analysts to quickly find meaning in complex data sets and make decisions about the best course for the business. Core technologies Kitenga contains four core technologies, integrated for use from a single workbench, and flexible in the workflow required by the data analyst: • Natural language processing (NLP)— Kitenga can extract meaning from raw text, including information about people and places, as well as relationships between entities. • Machine learning (ML)—Kitenga has the ability to “learn” from a given data set and be trained over time to increase the accuracy of sentiment grouping, relationships and visualizations. Figure 1. Dell’s solutions enable business users—not just IT staff—to access, analyze and understand data. Kitenga enables users to analyze, compare and report on unstructured, semi-structured and structured data—all from the same tool, without accounting for the data type or source. Integration Boomi / Toad Curation Hadoop Understanding Kitenga Share:
  • 3. 3 • Visualization—Kitenga has the ability to visualize the data that was extracted during the NLP and ML phases of data analysis. • Search—Search has become a powerful enabling technology for accessing large, complex information sets. Kitenga’s advanced search capabilities enable users to mine piles of data, and then presents not only results that match the search query, but also related data that the users may not have initially thought to search for. Kitenga enables non-technical staff members to analyze complex data sets. Kitenga’s intuitive interface enables a broad range of staff to interact with and analyze complex data sets that were previously limited to software developers and IT departments. Some common users of Kitenga include: • Medical researcher—Medical researchers commonly review complex data sets to identify patterns that were not previously known so that processes can be modified to improve patient care. • Business analyst—Business analysts can creating advanced analysis jobs and view the results in a visualizing interface. Kitenga makes it easy for them to take an iterative approach, refining the data as understating increases and data volumes grow. • Data scientist—Data scientists can create reusable analytics modules, called extractors, to execute algorithms and iterate over the results using Kitenga’s self- service portal. • Product manager—Product managers can pull together separate data sets into a single analysis to compare product information, sentiment and market conditions to plan new products, consider changes and anticipate market conditions. • Legal researcher—Legal researchers can identify relationships across large, complex data sets and narrow the set of documents that must be manually reviewed by staff, ensuring a higher success rate over manual document reviews. Kitenga’s intuitive interface enables non-IT staff—including researchers, analysts, data scientists and product managers— to interact with and analyze complex data sets. Figure 2. Kitenga combines four core technologies, integrated for use from a single workbench. Search Visualization KitengaTM Machine learning Natural language processing Share:
  • 4. 4 Dell delivers complete analytics solutions, as well as components that integrate with your existing environment. Analytics requires not only data analysis but effective presentation and interaction. Analytics is more than just a single application; it is a presentation and interaction layer that empowers users, powered by a strong data integration layer and infrastructure. All components must be rapid to deploy and must operate together to provide flexibility as business needs change. With Dell, you can rapidly deploy a powerful analytical environment Dell offers complete analytical solutions, as well as components for integration with existing environments to ensure maximum flexibility when deploying analytical environments (see Figure 3). We have already reviewed the key capabilities of Kitenga. Let’s look at some of the other Dell solutions that help organizations perform effective data analysis. Toad for Hadoop In data analytics projects, most of the time is spent doing data integration— that is, most of the project is spent simply getting data into and out of Hadoop. Toad for Hadoop enables staff to quickly develop processes to ingest data into Hadoop and format it in a way that advanced tools, including Kitenga, can analyze and visualize. Toad for Hadoop allows for a set of diverse connectors between a Hadoop Distributed File System (HDFS) environment and traditional databases, including MySQL, Microsoft SQL Server and DB2, along with a growing list of other data sources and targets. Shareplex Shareplex is a high performance solution for connecting Oracle database environments to HDFS to enable bi- directional data movement. Shareplex enables administrators to replicate Oracle redo logs into a Hadoop environment for advanced analysis, recovery and efficient data storage and archiving. Dell | Cloudera Solution for Apache Hadoop The Dell | Cloudera Solution, shown in Figure 4, delivers all the hardware, software, resources and services needed to run Hadoop in a production environment. This end-to-end solution enables you to be in production with Hadoop in a shorter time than is typically possible with homegrown solutions. By listening to its customers, Dell designed a Hadoop solution that is unique in the marketplace, combining optimized hardware, software and services to streamline deployment and improve customer experience. Figure 3. Dell provides the components you need to create a powerful analytics environment. In a data analytics project, a great deal of time is often spent simply getting data into and out of Hadoop. Toad for Hadoop makes it quick and easy to put data into Hadoop and format it for use by advanced tools like Kitenga. Advanced Analytics & Visualization (Kitenga) Business Intelligence (Toad Intelligence Central) Data Integration (Toad for Hadoop, SharePlex) Structured Unstructured (Cloudera) Advanced Analytics & Visualization (Kitenga) Share:
  • 5. 5 The Dell | Cloudera Solution is based on the Cloudera Enterprise distribution of Hadoop, including CDH4. Cloudera has created a quality-controlled distribution of Hadoop and offers commercial management software, updates, support and consulting services. The server platform for the Dell | Cloudera Solution is the Dell PowerEdge™ C or R series. Dell PowerEdge servers are focused on hyperscale and cloud capabilities. Rather than emphasizing gigahertz and gigabytes, these servers deliver maximum density, memory and serviceability while minimizing total cost of ownership. Dell’s solution includes components that that span the entire solution stack: • Reference architecture and best practices • Optimized server configurations for PowerEdge R and PowerEdge C Series • Optimized network infrastructure based on Dell Force10 S4810 and S60 devices • Dell Crowbar software framework for deployment and management at scale. • Cloudera CDH Enterprise software • Hadoop infrastructure management tools • Monitoring with Ganglia and Nagios Conclusion Analytics turn data into insight that empowers organizations to make better decisions. Dell delivers unsurpassed visibility into complex data sets, enabling you to identify patterns and discover relationships, and then iteratively review and understand the data. With Dell’s unique analytic capabilities, you can build an environment with a single analytic tool chain across your unstructured, semi-structured and structured data, giving staff across the organization the information they need to improve the organization’s bottom line. To learn more about Dell’s big data solutions, contact your Dell representative or visit www.quest.com/ kitenga-analytics-suite/. Figure 4. The Dell | Cloudera Solution The Dell | Cloudera Solution delivers all the hardware, software, resources and services needed to run Hadoop in a production environment, so you can be up and running quickly. Share:
  • 6. TechBrief-KitengaAnalyticsSuite-US-KS-2013-04-27 © 2013 Dell, Inc. ALL RIGHTS RESERVED. This document contains proprietary information protected by copyright. No part of this document may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying and recording for any purpose without the written permission of Dell, Inc. (“Dell”). Dell, Dell Software, the Dell Software logo and products—as identified in this document—are registered trademarks of Dell, Inc. in the U.S.A. and/or other countries. All other trademarks and registered trademarks are property of their respective owners. The information in this document is provided in connection with Dell products. No license, express or implied, by estoppel or otherwise, to any intellectual property right is granted by this document or in connection with the sale of Dell products. EXCEPT AS SET FORTH IN DELL’S TERMS AND CONDITIONS AS SPECIFIED IN THE LICENSE AGREEMENT FOR THIS PRODUCT, DELL ASSUMES NO LIABILITY WHATSOEVER AND DISCLAIMS ANY EXPRESS, IMPLIED OR STATUTORY WARRANTY RELATING TO ITS PRODUCTS INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTY OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, OR NON-INFRINGEMENT. IN NO EVENT SHALL DELL BE LIABLE FOR ANY DIRECT, INDIRECT, CONSEQUENTIAL, PUNITIVE, SPECIAL OR INCIDENTAL DAMAGES (INCLUDING, WITHOUT LIMITATION, DAMAGES FOR LOSS OF PROFITS, BUSINESS INTERRUPTION OR LOSS OF INFORMATION) ARISING OUT OF THE USE OR INABILITY TO USE THIS DOCUMENT, EVEN IF DELL HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. Dell makes no representations or warranties with respect to the accuracy or completeness of the contents of this document and reserves the right to make changes to specifications and product descriptions at any time without notice. Dell does not make any commitment to update the information contained in this document. About Dell Dell Inc. (NASDAQ: DELL) listens to customers and delivers worldwide innovative technology, business solutions and services they trust and value. For more information, visit www.dell.com. If you have any questions regarding your potential use of this material, contact: Dell Software 5 Polaris Way Aliso Viejo, CA 92656 www.dell.com Refer to our Web site for regional and international office information. For More Information Share: