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January 2003
Predictive Analytics: Defined
Predictive analytics connects data to effective action by drawing reliable
conclusions about current conditions and future events.
Predictive analytics, like enterprise resource planning (ERP) and customer
relationship management (CRM), is both a business process and a set of related
technologies. Predictive analytics leverages an organization’s business
knowledge by applying sophisticated analytic techniques to enterprise data. The
resulting insights can lead to actions that demonstrably change how people
behave as customers, employees, patients, students, and citizens.
The predictive analytics process begins by exploring how specific business
issues relate to data describing people’s characteristics, attitudes, and behavior.
These numeric and free-form data sets, which originate from both internal
systems and third party providers, are cleansed, transformed, and evaluated
using statistical, mathematical, and other algorithmic techniques. These
techniques generate models for classification, segmentation, forecasting, pattern
recognition, sequence and association detection, anomaly identification, profiling,
propensity scoring, rule induction, text mining, and advanced visualization.
Combining predictive analytic models with organizational business knowledge
provides insight into such critical issues as customer acquisition and retention,
up-selling and cross-selling, fraud detection, and outcome improvement. Through
measuring uncertainty surrounding these issues, predictive analytics enables
proactive risk management, refining key decision making processes through
controlled, iterative testing of potential actions and their likely intended—and
unintended—consequences. These findings and their corresponding business
rules can then be deployed within front-line operational systems to identify new
revenue opportunities, measurable cost savings, repeatable process
improvements, and sustainable competitive advantages.
Predictive analytics carries strategic and tactical ramifications for organizations
that recognize the inherent value locked within their existing enterprise data.
Strategically, predictive analytics provides a quantitative foundation for rapidly
identifying, objectively evaluating, and confidently pursuing new market
opportunities. Tactically, predictive analytics identifies precisely whom to target,
how to reach them, when to make contact, and what messages should be
communicated.
Copyright 2003, SPSS Inc. 1 of 1

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Predictive Analytics Defined in 2003

  • 1. January 2003 Predictive Analytics: Defined Predictive analytics connects data to effective action by drawing reliable conclusions about current conditions and future events. Predictive analytics, like enterprise resource planning (ERP) and customer relationship management (CRM), is both a business process and a set of related technologies. Predictive analytics leverages an organization’s business knowledge by applying sophisticated analytic techniques to enterprise data. The resulting insights can lead to actions that demonstrably change how people behave as customers, employees, patients, students, and citizens. The predictive analytics process begins by exploring how specific business issues relate to data describing people’s characteristics, attitudes, and behavior. These numeric and free-form data sets, which originate from both internal systems and third party providers, are cleansed, transformed, and evaluated using statistical, mathematical, and other algorithmic techniques. These techniques generate models for classification, segmentation, forecasting, pattern recognition, sequence and association detection, anomaly identification, profiling, propensity scoring, rule induction, text mining, and advanced visualization. Combining predictive analytic models with organizational business knowledge provides insight into such critical issues as customer acquisition and retention, up-selling and cross-selling, fraud detection, and outcome improvement. Through measuring uncertainty surrounding these issues, predictive analytics enables proactive risk management, refining key decision making processes through controlled, iterative testing of potential actions and their likely intended—and unintended—consequences. These findings and their corresponding business rules can then be deployed within front-line operational systems to identify new revenue opportunities, measurable cost savings, repeatable process improvements, and sustainable competitive advantages. Predictive analytics carries strategic and tactical ramifications for organizations that recognize the inherent value locked within their existing enterprise data. Strategically, predictive analytics provides a quantitative foundation for rapidly identifying, objectively evaluating, and confidently pursuing new market opportunities. Tactically, predictive analytics identifies precisely whom to target, how to reach them, when to make contact, and what messages should be communicated. Copyright 2003, SPSS Inc. 1 of 1