IBM SPSS Modeler Professional
|
|
|
- Cecil McBride
- 10 years ago
- Views:
Transcription
1 IBM SPSS Modeler Professional Make better decisions through predictive intelligence Highlights Create more effective strategies by evaluating trends and likely outcomes. Easily access, prepare and model structured data with this intuitive, visual data mining workbench. Rapidly build and validate models using the most advanced statistical and machine-learning techniques available. models. Seamlessly deploy results directly into IBM Cognos Business Intelligence. Present analytic results across regions visually with geographical mapping. Perform in-database analytics with leading databases. Data mining provides organizations with a clearer view of current conditions and deeper insight into future events by analyzing historical data. IBM SPSS Modeler Professional is a data mining workbench used to analyze structured data to create predictive intelligence. This intelligence allows business decisions to be made based on the data, rather than gut feel. Businesses of all types have found that they can use the predictive intelligence of IBM SPSS Modeler to attract customers, strengthen their loyalty, reduce customer attrition or churn more cost effectively, decrease fraud and minimize risk. Public sector organizations have benefited from using Modeler to predict workforce capacity, proactively respond to public safety issues, manage the student lifecycle, improve classroom performance and address many other operational challenges. Predictive intelligence enables you to look into the future. Using historical data, SPSS Modeler lets you confidently predict outcomes and gain an understanding about the relationships hidden in your data. This understanding allows you to solve any business problem faster using powerful, proven analytical techniques that deliver deeper insight into your customers, students or constituents.
2 Streamline the data mining process SPSS Modeler Professional is popular with analysts and business users alike. Its automated data preparation and modeling features enable non-analysts to produce accurate models quickly and easily without specialized skills. While professional analysts can take advantage of the software s advanced data preparation and predictive modeling capabilities to create the most sophisticated of streams. Organization benefits Using SPSS Modeler Professional, all types of organizations are performing more in-depth analyses that help them gain insight to achieve greater success. Businesses attract customers, strengthen their loyalty, reduce customer attrition more cost effectively, identify and prevent fraud and reduce risk. Public sector organizations predict workforce capacity, evaluate program effectiveness and proactively respond to public safety issues. Educational institutions manage the student lifecycle, improve classroom performance and address many other student and operational challenges. Industrial operations refine maintenance planning to prevent unscheduled downtime. The intuitive graphical interface of SPSS Modeler makes it easy for users to visualize every step of the data mining process as part of a stream. By interacting with these streams, analysts and business users can collaborate adding business knowledge and domain expertise to the data mining process. It allows them to focus on discovering insights rather than on technical tasks like writing code. They can also pursue train-of-thought analysis, explore the data more deeply; uncovering additional relationships that make sense to the organization. Figure 1: The SPSS Modeler visual interface enables users to build predictive models quickly and intuitively, without the need for programming. 2
3 Easily access and integrate data From this visual interface, you can easily access and integrate data in virtually any type of database, spreadsheet or flat file, including IBM SPSS Statistics, IBM SPSS Data Collection, Cognos Business Intelligence, SAS and Microsoft Excel files. When combined with SPSS Modeler Professional Server, there is no need to move data from large databases, since the analytics and mining take place in-database. The result is a significant improvement in analytical performance. SQL Pushback allows for data transformation and preparation tasks to be performed within the database without the user having to write any SQL or do any programming. Additionally, algorithms from leading databases can be accessed directly with the user-friendly SPSS Modeler interface and built and scored as part of a Modeler stream supported with IBM InfoSphere, Microsoft SQL Server, Oracle and IBM Netezza. SPSS Scoring Adapters allow the data to be scored in-database, resulting in quicker decisions and better ROI. Integration with IBM Cognos software Analysts can access data from their Cognos Business Intelligence environment directly within the SPSS Modeler interface. IBM Cognos software organizes and delivers a complete and consistent view of information for enterprise-wide decision making. By adding the analytic capabilities of SPSS Modeler Professional, organizations can quickly and reliably evaluate the likelihood of specific outcomes, using their familiar enterprise-wide data view. Also, since SPSS Modeler can write results into Cognos Business Intelligence they can make predictive intelligence available to business users and all information stakeholders who rely on Cognos as their information portal into enterprise analytics. Choose from an unparalleled breadth of techniques SPSS Modeler offers an array of advanced data mining techniques that are designed to meet the needs of every data mining application, including all of the following algorithms.. Make predictions or forecasts based on historical data using techniques such as Decision Trees, Neural Networks, Logistic Regression, Support Vector Machines, Cox regression, Generalized Linear Mixed Models (GLMM) and more. Use automatic classification modeling for both binary and numeric outcomes to streamline model creation.. Group people or detect unusual patterns with automatic clustering, anomaly detection and clustering neural network techniques. Use automatic classification to apply multiple algorithms with a single step and take the guesswork out of selecting the right technique.. Discover associations, links or sequences using Apriori, CARMA and sequential association.. Generate forecasts for one or more series over time using statistical modeling techniques. 3
4 Optimize your current information technologies With its open and scalable architecture, SPSS Modeler makes the best use of your existing IT infrastructure. It integrates with your existing systems, both when accessing data and when deploying results, so you don t need to move data into and out of a proprietary format. Additionally, techniques such as in-database mining, SQL pushback, multi-threading, server clustering and in-database scoring help conserve resources, deliver results faster and reduce overall IT costs. Follow a proven, repeatable process During every phase of the data mining process, SPSS Modeler supports the de facto industry standard, the CRoss-Industry Standard Process for Data Mining (CRISP-DM). This means users can focus on solving business problems through data mining, rather than on reinventing a new process for every project. Individual Modeler projects can be efficiently organized using the CRISP-DM project manager. Figure 2: The CRISP-DM process, as shown in this diagram, enables data business results. 4
5 Deploy predictive modeling across the enterprise SPSS Modeler can efficiently analyze the amounts of data typically generated by small to mid-sized organizations. Organizations with high-volume or complex data mining requirements can take advantage of the additional power of SPSS Modeler Server. Using client/server architecture, SPSS Modeler Server allows many data analysts to work simultaneously without straining computing resources. You can take advantage of in-database mining and in-database scoring on leading platforms and efficiently process large amounts of data. SPSS Modeler Server also offers additional deployment options to help you extend the benefits of data mining across geographic or functional lines and put results in the hands of decision makers quickly. features Data understanding Data preparation 5
6 features (continued) Modeling algorithms included Modeling and evaluation Deployment Modeler server* Requires Modeler Professional Server 6
7 About IBM IBM software delivers actionable insights decision-makers need to achieve better business performance. IBM offers a comprehensive, unified portfolio of business intelligence, predictive and advanced analytics, financial performance and strategy management, governance, risk and compliance and analytic applications. With IBM software, companies can spot trends, patterns and anomalies, compare what if scenarios, predict potential threats and opportunities, identify and manage key business risks and plan, budget and forecast resources. With these deep analytic capabilities our customers around the world can better understand, anticipate and shape business outcomes. For more information For further information please visit ibm.com/businessanalytics. Für Fragen und eine unverbindliche Offerte stehen wir Ihnen gerne zur Verfügung: Request a call To request a call or to ask a * question, go to ibm.com/ business-analytics/contactus. An IBM representative will respond Dynelytics to your AG inquiry within Telefon two (+41) business days. Schneckenmannstrasse 25 CH-8044 Zürich * wir waren 15 Jahre SPSS Schweiz AG Fax (+41) [email protected] 7
8 Copyright IBM Corporation 2012 IBM Corporation Software Group Route 100 Somers, NY Produced in the United States of America May 2012 IBM, the IBM logo, ibm.com, Cognos and SPSS are trademarks of International Business Machines Corp., registered in many jurisdictions worldwide. Other product and service names might be trademarks of IBM or other companies. A current list of IBM trademarks is available on the Web at Copyright and trademark information at /legal/copytrade.shtml. This document is current as of the initial date of publication and may be changed by IBM at any time. Not all offerings are available in every country in which IBM operates. THE INFORMATION IN THIS DOCUMENT IS PROVIDED AS IS WITHOUT ANY WARRANTY, EXPRESS OR IMPLIED, INCLUDING WITHOUT ANY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND ANY WARRANTY OR CONDITION OF NON-INFRINGEMENT. IBM products are warranted according to the terms and conditions of the agreements under which they are provided. Please Recycle YTD03124-USEN-00
IBM SPSS Modeler Premium
IBM SPSS Modeler Premium Improve model accuracy with structured and unstructured data, entity analytics and social network analysis Highlights Solve business problems faster with analytical techniques
Make Better Decisions Through Predictive Intelligence
IBM SPSS Modeler Professional Make Better Decisions Through Predictive Intelligence Highlights Easily access, prepare and model structured data with this intuitive, visual data mining workbench Rapidly
IBM SPSS Modeler Professional
IBM SPSS Modeler Professional Make better decisions through predictive intelligence Highlights Create more effective strategies by evaluating trends and likely outcomes. Easily access, prepare and model
Solve your toughest challenges with data mining
IBM Software Business Analytics IBM SPSS Modeler Solve your toughest challenges with data mining Use predictive intelligence to make good decisions faster 2 Solve your toughest challenges with data mining
Solve your toughest challenges with data mining
IBM Software IBM SPSS Modeler Solve your toughest challenges with data mining Use predictive intelligence to make good decisions faster Solve your toughest challenges with data mining Imagine if you could
Better planning and forecasting with IBM Predictive Analytics
IBM Software Business Analytics SPSS Predictive Analytics Better planning and forecasting with IBM Predictive Analytics Using IBM Cognos TM1 with IBM SPSS Predictive Analytics to build better plans and
IBM Analytical Decision Management
IBM Analytical Decision Management Deliver better outcomes in real time, every time Highlights Organizations of all types can maximize outcomes with IBM Analytical Decision Management, which enables you
Solve Your Toughest Challenges with Data Mining
IBM Software Business Analytics IBM SPSS Modeler Solve Your Toughest Challenges with Data Mining Use predictive intelligence to make good decisions faster Solve Your Toughest Challenges with Data Mining
Making confident decisions with the full spectrum of analysis capabilities
IBM Software Business Analytics Analysis Making confident decisions with the full spectrum of analysis capabilities Making confident decisions with the full spectrum of analysis capabilities Contents 2
The IBM Cognos family
IBM Software Business Analytics Cognos software The IBM Cognos family Analytics in the hands of everyone who needs it The IBM Cognos family Overview Business intelligence (BI) and business analytics have
Three proven methods to achieve a higher ROI from data mining
IBM SPSS Modeler Three proven methods to achieve a higher ROI from data mining Take your business results to the next level Highlights: Incorporate additional types of data in your predictive models By
Making critical connections: predictive analytics in government
Making critical connections: predictive analytics in government Improve strategic and tactical decision-making Highlights: Support data-driven decisions using IBM SPSS Modeler Reduce fraud, waste and abuse
IBM Cognos Enterprise: Powerful and scalable business intelligence and performance management
: Powerful and scalable business intelligence and performance management Highlights Arm every user with the analytics they need to act Support the way that users want to work with their analytics Meet
Working with telecommunications
Working with telecommunications Minimizing churn in the telecommunications industry Contents: 1 Churn analysis using data mining 2 Customer churn analysis with IBM SPSS Modeler 3 Types of analysis 3 Feature
Using Data Mining to Detect Insurance Fraud
IBM SPSS Modeler Using Data Mining to Detect Insurance Fraud Improve accuracy and minimize loss Highlights: combines powerful analytical techniques with existing fraud detection and prevention efforts
Predictive analytics with System z
Predictive analytics with System z Faster, broader, more cost effective access to critical insights Highlights Optimizes high-velocity decisions that can consistently generate real business results Integrates
Name: Srinivasan Govindaraj Title: Big Data Predictive Analytics
Name: Srinivasan Govindaraj Title: Big Data Predictive Analytics Please note the following IBM s statements regarding its plans, directions, and intent are subject to change or withdrawal without notice
Driving business intelligence to new destinations
IBM SPSS Modeler and IBM Cognos Business Intelligence Driving business intelligence to new destinations Integrating IBM SPSS Modeler and IBM Cognos Business Intelligence Contents: 2 Mining for intelligence
Get to Know the IBM SPSS Product Portfolio
IBM Software Business Analytics Product portfolio Get to Know the IBM SPSS Product Portfolio Offering integrated analytical capabilities that help organizations use data to drive improved outcomes 123
IBM Cognos Insight. Independently explore, visualize, model and share insights without IT assistance. Highlights. IBM Software Business Analytics
Independently explore, visualize, model and share insights without IT assistance Highlights Explore, analyze, visualize and share your insights independently, without relying on IT for assistance. Work
Predictive Analytics for Donor Management
IBM Software Business Analytics IBM SPSS Predictive Analytics Predictive Analytics for Donor Management Predictive Analytics for Donor Management Contents 2 Overview 3 The challenges of donor management
IBM Cognos Analysis for Microsoft Excel
IBM Cognos Analysis for Microsoft Excel Explore and analyze data in a familiar spreadsheet format Highlights Explore and analyze data drawn from IBM Cognos TM1 models and IBM Cognos Business Intelligence
Easily Identify Your Best Customers
IBM SPSS Statistics Easily Identify Your Best Customers Use IBM SPSS predictive analytics software to gain insight from your customer database Contents: 1 Introduction 2 Exploring customer data Where do
Minimize customer churn with analytics
IBM Software Business Analytics Telecommunications Minimize customer churn with analytics Understand who s likely to churn and take action with IBM software 2 Minimize customer churn with analytics Contents
Achieving customer loyalty with customer analytics
IBM Software Business Analytics Customer Analytics Achieving customer loyalty with customer analytics 2 Achieving customer loyalty with customer analytics Contents 2 Overview 3 Using satisfaction to drive
A business intelligence agenda for midsize organizations: Six strategies for success
IBM Software Business Analytics IBM Cognos Business Intelligence A business intelligence agenda for midsize organizations: Six strategies for success A business intelligence agenda for midsize organizations:
Improve Model Accuracy with Unstructured Data
IBM SPSS Modeler Premium Improve Model Accuracy with Unstructured Data Highlights Easily access, prepare and integrate structured data and text, Web and survey data Support the entire data mining process
IBM Social Media Analytics
IBM Analyze social media data to improve business outcomes Highlights Grow your business by understanding consumer sentiment and optimizing marketing campaigns. Make better decisions and strategies across
IBM Cognos 10: Enhancing query processing performance for IBM Netezza appliances
IBM Software Business Analytics Cognos Business Intelligence IBM Cognos 10: Enhancing query processing performance for IBM Netezza appliances 2 IBM Cognos 10: Enhancing query processing performance for
The IBM Cognos family
IBM Software Business Analytics Cognos Software The IBM Cognos family Analytics in the hands of everyone who needs it 2 The IBM Cognos Family Overview Business intelligence (BI) and business analytics
How To Use Social Media To Improve Your Business
IBM Software Business Analytics Social Analytics Social Business Analytics Gaining business value from social media 2 Social Business Analytics Contents 2 Overview 3 Analytics as a competitive advantage
The top 10 secrets to using data mining to succeed at CRM
The top 10 secrets to using data mining to succeed at CRM Discover proven strategies and best practices Highlights: Plan and execute successful data mining projects using IBM SPSS Modeler. Understand the
IBM Cognos Performance Management Solutions for Oracle
IBM Cognos Performance Management Solutions for Oracle Gain more value from your Oracle technology investments Highlights Deliver the power of predictive analytics across the organization Address diverse
Three Ways to Improve Claims Management with Business Analytics
IBM Software Business Analytics Insurance Three Ways to Improve Claims Management with Business Analytics Three Ways to Improve Claims Management Overview Filing a claim is perhaps the single most important
IBM Cognos Business Intelligence on Cloud
IBM Cognos Business Intelligence on Cloud Operate and succeed at a new business speed Highlights Take advantage of world-class reporting, analysis, dashboards and visualization capabilities offered as
BI forward: A full view of your business
IBM Software Business Analytics Business Intelligence BI forward: A full view of your business 2 BI forward: A full view of your business Contents 2 Introduction 3 BI for today and the future 4 Predictive
IBM Social Media Analytics
IBM Social Media Analytics Analyze social media data to better understand your customers and markets Highlights Understand consumer sentiment and optimize marketing campaigns. Improve the customer experience
Increasing marketing campaign profitability with Predictive Analytics
Increasing marketing campaign profitability with Predictive Analytics Highlights: Achieve better campaign results without increasing staff or budget Enhance your CRM by creating personalized campaigns
Making Critical Connections: Predictive Analytics in Government
Making Critical Connections: Predictive Analytics in Improve strategic and tactical decision-making Highlights: Support data-driven decisions. Reduce fraud, waste and abuse. Allocate resources more effectively.
Beyond Traditional Management Reporting. 2013 IBM Corporation
Beyond Traditional Management Reporting 1 Agenda From Reporting to Business Analytics Expanding your capabilities set Workspace Authoring Statistical Analysis Predictive Modeling What-if analysis and planning
IBM SPSS Direct Marketing
IBM Software IBM SPSS Statistics 19 IBM SPSS Direct Marketing Understand your customers and improve marketing campaigns Highlights With IBM SPSS Direct Marketing, you can: Understand your customers in
Jabil builds momentum for business analytics
Jabil builds momentum for business analytics Transforming financial analysis with help from IBM and AlignAlytics Overview Business challenge As a global electronics manufacturer and supply chain specialist,
Afni deploys predictive analytics to drive milliondollar financial benefits
Afni deploys predictive analytics to drive milliondollar financial benefits Using a smarter approach to debt recovery to identify the best payers and focus collection efforts Overview The need Afni wanted
Predictive Maintenance for Government
Predictive Maintenance for How to prevent asset failure, control maintenance costs and anticipate budget needs Highlights Predictive maintenance helps government agencies automatically detect equipment
Harnessing the power of advanced analytics with IBM Netezza
IBM Software Information Management White Paper Harnessing the power of advanced analytics with IBM Netezza How an appliance approach simplifies the use of advanced analytics Harnessing the power of advanced
Better decision making under uncertain conditions using Monte Carlo Simulation
IBM Software Business Analytics IBM SPSS Statistics Better decision making under uncertain conditions using Monte Carlo Simulation Monte Carlo simulation and risk analysis techniques in IBM SPSS Statistics
Planning successful data mining projects
IBM SPSS Modeler Planning successful data mining projects A practical, three-step guide to planning your first data mining project and selling it internally Contents: 1 Executive summary 2 One: Start with
eircom gains deep insights into customer experience
eircom gains deep insights into customer experience Reducing churn and improving customer experience with predictive analytics from IBM and Presidion Smart is... Using predictive analytics to identify
The power of IBM SPSS Statistics and R together
IBM Software Business Analytics SPSS Statistics The power of IBM SPSS Statistics and R together 2 Business Analytics Contents 2 Executive summary 2 Why integrate SPSS Statistics and R? 4 Integrating R
Business Analytics for Big Data
IBM Software Business Analytics Big Data Business Analytics for Big Data Unlock value to fuel performance 2 Business Analytics for Big Data Contents 2 Introduction 3 Extracting insights from big data 4
Monitor. Manage. Per form.
IBM Software Business Analytics Cognos Business Intelligence Monitor. Manage. Per form. Scorecarding with IBM Cognos Business Intelligence 2 Monitor. Manage. Perform. Contents 2 Overview 3 Three common
Integrating IBM Cognos TM1 with Oracle General Ledger
Integrating IBM Cognos TM1 with Oracle General Ledger Highlights Streamlines the data integration process for fast and precise data loads. Enables planners to drill back into transactional data for the
Improving claims management outcomes with predictive analytics
Improving claims management outcomes with predictive analytics Contents: 1 Executive Summary 2 Introduction 3 Predictive Analytics Defined 3 Proven ROI from Predictive Analytics 4 Improving Decisions in
IBM Content Analytics adds value to Cognos BI
IBM Software IBM Industry Solutions IBM Content Analytics adds value to Cognos BI 2 IBM Content Analytics adds value to Cognos BI Analyzing unstructured information It is generally accepted that about
IBM System x reference architecture solutions for big data
IBM System x reference architecture solutions for big data Easy-to-implement hardware, software and services for analyzing data at rest and data in motion Highlights Accelerates time-to-value with scalable,
IBM SPSS Modeler 15 In-Database Mining Guide
IBM SPSS Modeler 15 In-Database Mining Guide Note: Before using this information and the product it supports, read the general information under Notices on p. 217. This edition applies to IBM SPSS Modeler
Profitability Analysis at Your Fingertips
Profitability Analysis at Your Fingertips Surviving uncertain economic times and thriving beyond Highlights Provide users in all areas of the company with the insight they need to deploy limited resources
IBM Cognos Controller
IBM Cognos Controller Accurate, auditable close, consolidation and reporting in a solution managed by the office of finance Highlights Provides all close, consolidation and reporting capabilities Automates
How To Transform Customer Service With Business Analytics
IBM Software Business Analytics Customer Service Transforming customer service with business analytics 2 Transforming customer service with business analytics Contents 2 Overview 2 Customer service is
Business analytics for manufacturing
IBM Software Group White Paper Date or Industry Identifier Business analytics for manufacturing Four ways to increase efficiency and performance 2 Business analytics for manufacturing Contents 2 Overview
High-Performance Business Analytics: SAS and IBM Netezza Data Warehouse Appliances
High-Performance Business Analytics: SAS and IBM Netezza Data Warehouse Appliances Highlights IBM Netezza and SAS together provide appliances and analytic software solutions that help organizations improve
BUSINESSOBJECTS PREDICTIVE WORKBENCH XI 3.0
PRODUCTS BUSINESSOBJECTS PREDICTIVE WORKBENCH XI 3.0 Transform Your Future with Insight Today Key Features As part of the BusinessObjects XI platform, BusinessObjects Predictive Workbench: Provides robust
Scorecarding with IBM Cognos TM1
Scorecarding with IBM Elevating the role of metrics in high-participation planning Highlights Link high-par ticipation planning, budgeting and forecasting processes to actual performance results. Model
Five predictive imperatives for maximizing customer value
Five predictive imperatives for maximizing customer value Applying predictive analytics to enhance customer relationship management Contents: 1 Introduction 4 The five predictive imperatives 13 Products
IBM Cognos TM1 on Cloud Solution scalability with rapid time to value
IBM Solution scalability with rapid time to value Cloud-based deployment for full performance management functionality Highlights Reduced IT overhead and increased utilization rates with less hardware.
Strengthen security with intelligent identity and access management
Strengthen security with intelligent identity and access management IBM Security solutions help safeguard user access, boost compliance and mitigate insider threats Highlights Enable business managers
Getting the most out of big data
IBM Software White Paper Financial Services Getting the most out of big data How banks can gain fresh customer insight with new big data capabilities 2 Getting the most out of big data Banks thrive on
IBM Global Business Services Microsoft Dynamics CRM solutions from IBM
IBM Global Business Services Microsoft Dynamics CRM solutions from IBM Power your productivity 2 Microsoft Dynamics CRM solutions from IBM Highlights Win more deals by spending more time on selling and
IBM Endpoint Manager for Server Automation
IBM Endpoint Manager for Server Automation Leverage advanced server automation capabilities with proven Endpoint Manager benefits Highlights Manage the lifecycle of all endpoints and their configurations
Using Data Mining to Detect Insurance Fraud
IBM SPSS Modeler Using Data Mining to Detect Insurance Fraud Improve accuracy and minimize loss Highlights: Combine powerful analytical techniques with existing fraud detection and prevention efforts Build
IBM SmartCloud Monitoring
IBM SmartCloud Monitoring Gain greater visibility and optimize virtual and cloud infrastructure Highlights Enhance visibility into cloud infrastructure performance Seamlessly drill down from holistic cloud
Continuing the MDM journey
IBM Software White paper Information Management Continuing the MDM journey Extending from a virtual style to a physical style for master data management 2 Continuing the MDM journey Organizations implement
IBM Software Cloud service delivery and management
IBM Software Cloud service delivery and management Rethink IT. Reinvent business. 2 Cloud service delivery and management Virtually unparalleled change and complexity On this increasingly instrumented,
IBM InfoSphere Guardium Data Activity Monitor for Hadoop-based systems
IBM InfoSphere Guardium Data Activity Monitor for Hadoop-based systems Proactively address regulatory compliance requirements and protect sensitive data in real time Highlights Monitor and audit data activity
Recognize the many faces of fraud
Recognize the many faces of fraud Detect and prevent fraud by finding subtle patterns and associations in your data Contents: 1 Introduction 2 The many faces of fraud 3 Detect healthcare fraud easily and
How to Optimize Your Data Mining Environment
WHITEPAPER How to Optimize Your Data Mining Environment For Better Business Intelligence Data mining is the process of applying business intelligence software tools to business data in order to create
IBM InfoSphere Optim Test Data Management
IBM InfoSphere Optim Test Data Management Highlights Create referentially intact, right-sized test databases or data warehouses Automate test result comparisons to identify hidden errors and correct defects
IBM Predictive Analytics Solutions for Education
IBM Software White Paper Business Analytics IBM Predictive Analytics Solutions for Education Empower your institution to make the right decision every time 2 IBM Predictive Analytics Solutions for Education
The IBM Cognos Platform
The IBM Cognos Platform Deliver complete, consistent, timely information to all your users, with cost-effective scale Highlights Reach all your information reliably and quickly Deliver a complete, consistent
Empowering intelligent utility networks with visibility and control
IBM Software Energy and Utilities Thought Leadership White Paper Empowering intelligent utility networks with visibility and control IBM Intelligent Metering Network Management software solution 2 Empowering
Setting smar ter sales per formance management goals
IBM Software Business Analytics Sales performance management Setting smar ter sales per formance management goals Use dedicated SPM solutions with analytics capabilities to improve sales performance 2
Fiserv. Saving USD8 million in five years and helping banks improve business outcomes using IBM technology. Overview. IBM Software Smarter Computing
Fiserv Saving USD8 million in five years and helping banks improve business outcomes using IBM technology Overview The need Small and midsize banks and credit unions seek to attract, retain and grow profitable
IBM Unstructured Data Identification and Management
IBM Unstructured Data Identification and Management Discover, recognize, and act on unstructured data in-place Highlights Identify data in place that is relevant for legal collections or regulatory retention.
Move beyond monitoring to holistic management of application performance
Move beyond monitoring to holistic management of application performance IBM SmartCloud Application Performance Management: Actionable insights to minimize issues Highlights Manage critical applications
