IBM Systems Magazine, Mainframe - November/December 2015 - 17

supports SPSS models. Each is
superfast, superlightweight and
will deliver true in-transaction,
real-time analytics.

Analytics in Transaction
Is it really possible to perform
advanced analytics within the
scope of a z/OS transaction? We
are currently engaged in a proof of
technology with a healthcare client
that gave us access to a significant
volume of scrubbed production
claims data. Our performance team
built a test environment driven
by a sample CICS transaction that
included an orchestration component, business rules engine, and
three advanced predictive SPSS
models. Execution of this full operational decision architecture took
just 26.5 milliseconds.
Because many clients already
execute orchestration or rules
within their transaction path today,
we ran subsequent tests to measure
the cost of scoring. We found z/OS
in-transaction scoring to consistently take about 1 millisecond.
Many predictive models require
some sort of data manipulation
prior to rendering a score. This
might include database access to
retrieve additional information or
calculations/aggregates. Testing
a model with 12 indicators, 11
of them requiring some form of
data preparation, we measured
the entire process at 2 milliseconds. Although we did not test a
distributed scenario for comparison, consider the network latency
that would be added to access data
off platform.
These measurements were made
with the SPSS adapter, but in early
testing we are finding the Zementis
engine to perform similarly.
And these scoring engines
won't break your IT budget: the
SPSS engine consumes under 1
millisecond of CPU time, and the
Zementis engine-being Java-is
entirely zIIP-eligible.

Stay Competitive

Competitive pressure dictates injecting analytic
processing into operational decisions. Understanding
customers' wants, needs and motivations to act on
these insights is important. End to end, customers
expect these interactions to happen quickly, which
means the transactions themselves must complete in

milliseconds. In cases where milliseconds matter, place the analytics
directly in line with the transactions
and data to drive those interactions. When operations are on the
z Systems platform, you have a very
formidable toolkit for success.

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ibmsystemsmag.com NOVEMBER/DECEMBER 2015 // 17


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IBM Systems Magazine, Mainframe - November/December 2015

Table of Contents for the Digital Edition of IBM Systems Magazine, Mainframe - November/December 2015

IBM Systems Magazine, Mainframe - November/December 2015
Table of Contents
IBM Perspective: Opening new options for real-time analytics
Editor's Desk: Predictive analytics enhances purchases
Infographic: Breaking down the mainframe skills gap
Partner PoV: IBM z Systems clients must manage existing and emerging assets together to get the most value
Focus on Storage: The IBM Spectrum Storage family of software-defined solutions simplifies storage management
Currents: Architect real-time analytics into operational systems for competitive advantage
Cover Story: Dynamic Spark: IBM brings the Apache project's analytics power to Linux and z Systems servers
Feature: Personal Shopper: Retailer optimizes analytics to drive a more customized client experience
Tech Showcase: In a roundtable, distributors discuss how IBM LinuxONE enables flexibility for users
Tech Corner: Runtime Diagnostics and Predictive Failure Analysis V2.2 improve z/OS availability
Solutions: Strobe 5.2
Stop Run: IBMer volunteers time to educate people about malaria and technology
Reference Point - Global Events, Education, Resources for Mainframe
2016 Mainframe Solutions Edition Product Index
IBM Systems Magazine, Mainframe - November/December 2015 - Intro
IBM Systems Magazine, Mainframe - November/December 2015 - IBM Systems Magazine, Mainframe - November/December 2015
IBM Systems Magazine, Mainframe - November/December 2015 - Cover2
IBM Systems Magazine, Mainframe - November/December 2015 - 1
IBM Systems Magazine, Mainframe - November/December 2015 - Table of Contents
IBM Systems Magazine, Mainframe - November/December 2015 - 3
IBM Systems Magazine, Mainframe - November/December 2015 - 4
IBM Systems Magazine, Mainframe - November/December 2015 - IBM Perspective: Opening new options for real-time analytics
IBM Systems Magazine, Mainframe - November/December 2015 - Editor's Desk: Predictive analytics enhances purchases
IBM Systems Magazine, Mainframe - November/December 2015 - 7
IBM Systems Magazine, Mainframe - November/December 2015 - Infographic: Breaking down the mainframe skills gap
IBM Systems Magazine, Mainframe - November/December 2015 - Partner PoV: IBM z Systems clients must manage existing and emerging assets together to get the most value
IBM Systems Magazine, Mainframe - November/December 2015 - 10
IBM Systems Magazine, Mainframe - November/December 2015 - Focus on Storage: The IBM Spectrum Storage family of software-defined solutions simplifies storage management
IBM Systems Magazine, Mainframe - November/December 2015 - 12
IBM Systems Magazine, Mainframe - November/December 2015 - 13
IBM Systems Magazine, Mainframe - November/December 2015 - 14
IBM Systems Magazine, Mainframe - November/December 2015 - Currents: Architect real-time analytics into operational systems for competitive advantage
IBM Systems Magazine, Mainframe - November/December 2015 - 16
IBM Systems Magazine, Mainframe - November/December 2015 - 17
IBM Systems Magazine, Mainframe - November/December 2015 - Cover Story: Dynamic Spark: IBM brings the Apache project's analytics power to Linux and z Systems servers
IBM Systems Magazine, Mainframe - November/December 2015 - 19
IBM Systems Magazine, Mainframe - November/December 2015 - 20
IBM Systems Magazine, Mainframe - November/December 2015 - 21
IBM Systems Magazine, Mainframe - November/December 2015 - 22
IBM Systems Magazine, Mainframe - November/December 2015 - 23
IBM Systems Magazine, Mainframe - November/December 2015 - Feature: Personal Shopper: Retailer optimizes analytics to drive a more customized client experience
IBM Systems Magazine, Mainframe - November/December 2015 - 25
IBM Systems Magazine, Mainframe - November/December 2015 - 26
IBM Systems Magazine, Mainframe - November/December 2015 - 27
IBM Systems Magazine, Mainframe - November/December 2015 - 28
IBM Systems Magazine, Mainframe - November/December 2015 - Tech Showcase: In a roundtable, distributors discuss how IBM LinuxONE enables flexibility for users
IBM Systems Magazine, Mainframe - November/December 2015 - 30
IBM Systems Magazine, Mainframe - November/December 2015 - 31
IBM Systems Magazine, Mainframe - November/December 2015 - 32
IBM Systems Magazine, Mainframe - November/December 2015 - 33
IBM Systems Magazine, Mainframe - November/December 2015 - Tech Corner: Runtime Diagnostics and Predictive Failure Analysis V2.2 improve z/OS availability
IBM Systems Magazine, Mainframe - November/December 2015 - 35
IBM Systems Magazine, Mainframe - November/December 2015 - 36
IBM Systems Magazine, Mainframe - November/December 2015 - 37
IBM Systems Magazine, Mainframe - November/December 2015 - Solutions: Strobe 5.2
IBM Systems Magazine, Mainframe - November/December 2015 - 39
IBM Systems Magazine, Mainframe - November/December 2015 - Stop Run: IBMer volunteers time to educate people about malaria and technology
IBM Systems Magazine, Mainframe - November/December 2015 - Cover3
IBM Systems Magazine, Mainframe - November/December 2015 - Cover4
IBM Systems Magazine, Mainframe - November/December 2015 - RF1
IBM Systems Magazine, Mainframe - November/December 2015 - SE1
IBM Systems Magazine, Mainframe - November/December 2015 - SE2
IBM Systems Magazine, Mainframe - November/December 2015 - SE3
IBM Systems Magazine, Mainframe - November/December 2015 - SE4
IBM Systems Magazine, Mainframe - November/December 2015 - SE5
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