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Creating your GPRA Solution and
Organizational Processes


                                               by
                                  Tertius Eksteen




                                       © 2011 IBM Corporation
This section addresses the remaining three roles of our six
         role approach

                                    Revise strategic plans and annual performance plans this year to
                                    include specific high performance goals.


                                    Develop appropriate measures of performance to measure progress
                                    against strategic and annual performance plans


                                    Establish a review process with top agency executives to use real time
                                    data to make strategic decisions and improving performance


                                    Use analytical tools including dashboards, drill downs, and automated
This Session




                                    alerts to generate metrics, explore problem areas and develop scenarios


                                    Integrate disparate and distributed data sources to create the central
                                    data repository needed for decisions and performance management


                                    Enable agencies to effectively manage the growing volumes of
                                    structured and unstructured data, to improve data quality and integrity



                 GPRA Modernization Act – DRAFT                                                  © 2011 IBM Corporation
The Act requires agencies to improve the management,
integration, and analysis of their data
                                      Executives            Managers               Analysts                Experts




                                   Monitor                              Analyze                             Make Decisions
                          •How are we doing?               •Why are getting these                   •What should we be doing?
                          •Convey information at a         performance metrics?                     •Develop and analyze decision
                          glance                           •Analyze exception conditions            model scenarios


                                            Master Data                                           Data
                                            Management                                            Warehouses

                                                                      Integrate

                                         Classified        Unclassified               Content              Streaming
                                              Data                Data                                    Information




                                  Quality                 Lifecycle                  Security &                 Standards
                                                                                      Privacy
        GPRA Modernization Act – DRAFT                                                                            © 2011 IBM Corporation
Role 4 : Use analytical tools including dashboards, drill
downs, and automated alerts to support decision making
                                      Executives            Managers               Analysts                Experts




                                   Monitor                              Analyze                             Make Decisions
                          •How are we doing?               •Why are getting these                   •What should we be doing?
                          •Convey information at a         performance metrics?                     •Develop and analyze decision
                          glance                           •Analyze exception conditions            model scenarios


                                            Master Data                                           Data
                                            Management                                            Warehouses

                                                                      Integrate

                                         Classified        Unclassified               Content              Streaming
                                              Data                Data                                    Information




                                  Quality                 Lifecycle                  Security &                 Standards
                                                                                      Privacy
        GPRA Modernization Act – DRAFT                                                                            © 2011 IBM Corporation
The three decision support solution groups address specific
performance related questions




        GPRA Modernization Act – DRAFT              © 2011 IBM Corporation
Agencies have to determine how well they are doing
    against their performance goals




6           GPRA Modernization Act – DRAFT               © 2011 IBM Corporation
Scorecards & Dashboards


                                 Immediate Insights to Business Performance


                                                                           Track core operational
                                                                           processes and often display
                                                             Operational   real-time data. These
                                                             Dashboard     dashboards emphasize
                                                                           monitoring more than
                                                                           analysis or management.
                                                                           Track departmental
                                                                           processes and projects and
                                                                           emphasize analysis more
                                                             Tactical      than monitoring or
                                                             Dashboard     management. Often
                                                                           implemented using portals
                                                                           and run against data marts
                                                                           or data warehouses.
                                                                           Monitor the execution of
                                                                           corporate strategic
                                                             Strategic     objectives at each level of
                                                             Dashboard /   the organization and
                                                             Scorecard     emphasize management
                                                                           more than monitoring or
                                                                           analysis.




7   GPRA Modernization Act – DRAFT                                            © 2011 IBM Corporation
Scorecards & Dashboards             Reports


                                     Periodic Reporting of Business Performance




                                                                           Frequently used reports are
                                                                           predefined and either pre-
                                                                           run by operations staff, or
                                                              Definition
                                                                           maybe run by a user by
                                                                           specifying criteria for a fixed,
                                                                           defined set of attributes.
                                                                           Standard reports are run on a
                                                                           fixed schedule (daily, weekly,
                                                              Use          monthly, quarterly, yearly,
                                                                           etc.) for a very fixed purpose,
                                                                           e.g. Regulatory Reports.




8   GPRA Modernization Act – DRAFT                                                © 2011 IBM Corporation
Scorecards & Dashboards         Reports                 Alerts


                                 Automated Notification of Business Performance




                                                                       Standard alerts and notifications
                                                                       set so that if a metric crosses that
                                                                       threshold, a user group
                                                                       (operations, controlling, etc.)
                                                      Description      receive an alert informing of this
                                                                       event. This would trigger an
                                                                       event such as further analysis and
                                                                       possibly some subsequent
                                                                       corrective action.
                                                                       Alerts and notifications can be in
                                                      Use              the form of emails, or application
                                                                       messages.




9   GPRA Modernization Act – DRAFT                                                 © 2011 IBM Corporation
Performance related issues can be analyzed to determine
why specific metric values were generated




        GPRA Modernization Act – DRAFT            © 2011 IBM Corporation
Ad Hoc Query


                                  Deeper Analysis of Trends & Patterns




                                                                           Users pick and choose
                                                                           attributes to develop their
                                                             Description   own custom reports, to
                                                                           explore specific trends and
                                                                           patterns.
                                                                           Users are allowed to pick
                                                                           from a defined set of
                                                             Use
                                                                           metrics and dimensions to
                                                                           form the report.




11   GPRA Modernization Act – DRAFT                                             © 2011 IBM Corporation
Ad Hoc Query              Drill Down


                                  Explore Trends & Patterns




                                                                            To move from summary
                                                                            information to explore the
                                                              Description
                                                                            detailed data that created
                                                                            it.
                                                                            Explore the reasons behind
                                                              Use
                                                                            summary information.




12   GPRA Modernization Act – DRAFT                                               © 2011 IBM Corporation
A1
                    Ad Hoc Query              Drill Down         Trend / Pattern Analysis


                                       Deeper Analysis of Trends & Patterns




                                                                                Forecasting technique that
                                                                                relies primarily on historical
                                                                  Description
                                                                                time series data to predict
                                                                                the future of a variable
                                                                                Determine potential impact
                                                                  Use           of current trends and
                                                                                patterns




     13   GPRA Modernization Act – DRAFT                                              © 2011 IBM Corporation
Slide 13

A1         Do we want Content Analytics?
           Administrator, 9/30/2010
Decision Support should also assist agencies to strategize
 and develop implementation budgets and plans




14       GPRA Modernization Act – DRAFT               © 2011 IBM Corporation
What If


                                  Determine Impact of Different Options




                                                                           Determine the impact of
                                                             Description   potential solutions based
                                                                           on different alternatives
                                                                           Find the best solution for a
                                                             Use           specific problems by
                                                                           changing variables




15   GPRA Modernization Act – DRAFT                                              © 2011 IBM Corporation
What If            Predictive Modeling


                                  Develop Scenarios to Select Optimal Decisions




                                                                          Determine relationships
                                                                          between explanatory
                                                                          variables and the predicted
                                                            Description   variables from past
                                                                          occurrences, and develop
                                                                          models to predict future
                                                                          outcomes
                                                                          Optimize the allocation of
                                                                          specialized resources by
                                                            Use           identifying the most
                                                                          effective resource
                                                                          deployment options




16   GPRA Modernization Act – DRAFT                                             © 2011 IBM Corporation
What If            Predictive Modeling   Planning & Budgeting


                                  Planning and Budgeting to Support Strategies




                                                                             Determine planning and
                                                               Description   budgeting impact of
                                                                             different solutions
                                                                             Develop plans and budgets
                                                               Use           to support defined
                                                                             alternatives




17   GPRA Modernization Act – DRAFT                                              © 2011 IBM Corporation
5th Role - Integrate disparate and distributed data needed
for decision support in a central data repository
                                      Executives                Managers                Analysts                 Experts




                                   Monitor                                   Analyze                           Make Decisions
                          •How are we doing?                    •Why are getting these                 •What should we be doing?
                          •Convey information at a              performance metrics?                   •Develop and analyze decision
                          glance                                •Analyze exception conditions          model scenarios


                                            Master Data                                              Data
                                            Management                                               Warehouses

                                                                        Integrate

                                         Classified             Unclassified               Content            Streaming
                                              Data                     Data                                  Information




                                                      Quality          Lifecycle                     Standards

        GPRA Modernization Act – DRAFT                                                                                 © 2011 IBM Corporation
Data Integration is one of the most complex and critical aspects
 of developing and maintaining data warehouse environments

 • Data Integration is a set of maturing processes,
   techniques, and technologies used to extract, restructure,
   move, and load data in either operational or analytic data
   stores either real-time or in batch


                                Master Data                                  Data
                                Management                                   Warehouses

                                                       Integrate

                             Classified        Unclassified        Content           Streaming
                                  Data                Data                          Information


                                                    • Data Integration can also involve Extract, Transform,
                                                      Load (ETL) processes.
                                                    • It requires that data from often multiple source
                                                      systems is extracted at certain times, checked for
                                                      quality, “re-crafted” into a form that is required for
                                                      analysis, then loaded into a data warehouse.

19            GPRA Modernization Act – DRAFT                                                      © 2011 IBM Corporation
6th Role - Effectively manage the growing volumes of data,
and improve data quality and integrity
                                      Executives            Managers               Analysts                Experts




                                   Monitor                              Analyze                             Make Decisions
                          •How are we doing?               •Why are getting these                   •What should we be doing?
                          •Convey information at a         performance metrics?                     •Develop and analyze decision
                          glance                           •Analyze exception conditions            model scenarios


                                            Master Data                                           Data
                                            Management                                            Warehouses

                                                                      Integrate

                                         Classified        Unclassified               Content              Streaming
                                              Data                Data                                    Information




                                  Quality                 Lifecycle                  Security &                 Standards
                                                                                      Privacy
        GPRA Modernization Act – DRAFT                                                                            © 2011 IBM Corporation
GPRA Act Section 7 requires Agencies to report how they
ensure and maintain the accuracy and reliability of data
   • Correct management of data is critical to accurate performance measures,
     and four key component




     Quality                            Lifecycle                        Security &                       Standards
                                                                          Privacy


Data are deemed of              Methods, practices,             Policies, processes, and       Data standards are
acceptable quality if they      processes, and tools used to    technologies to protect data   documented representations,
correctly reflect the real-     management data across its      from misuse                    formats, and definitions of
world conditions represented    lifecycle                                                      common data


The quality of the              Data should be handled          When data is integrated, the   Common data standards
performance reporting and       according to its stage in the   correct handling of security   have to be in place within an
metrics is directly dependent   lifecycle                       and privacy is crucial         agency as well as between
on the quality of data.                                                                        agencies that share data




                 GPRA Modernization Act – DRAFT                                                          © 2011 IBM Corporation

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IBM GPRA

  • 1. Creating your GPRA Solution and Organizational Processes by Tertius Eksteen © 2011 IBM Corporation
  • 2. This section addresses the remaining three roles of our six role approach Revise strategic plans and annual performance plans this year to include specific high performance goals. Develop appropriate measures of performance to measure progress against strategic and annual performance plans Establish a review process with top agency executives to use real time data to make strategic decisions and improving performance Use analytical tools including dashboards, drill downs, and automated This Session alerts to generate metrics, explore problem areas and develop scenarios Integrate disparate and distributed data sources to create the central data repository needed for decisions and performance management Enable agencies to effectively manage the growing volumes of structured and unstructured data, to improve data quality and integrity GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 3. The Act requires agencies to improve the management, integration, and analysis of their data Executives Managers Analysts Experts Monitor Analyze Make Decisions •How are we doing? •Why are getting these •What should we be doing? •Convey information at a performance metrics? •Develop and analyze decision glance •Analyze exception conditions model scenarios Master Data Data Management Warehouses Integrate Classified Unclassified Content Streaming Data Data Information Quality Lifecycle Security & Standards Privacy GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 4. Role 4 : Use analytical tools including dashboards, drill downs, and automated alerts to support decision making Executives Managers Analysts Experts Monitor Analyze Make Decisions •How are we doing? •Why are getting these •What should we be doing? •Convey information at a performance metrics? •Develop and analyze decision glance •Analyze exception conditions model scenarios Master Data Data Management Warehouses Integrate Classified Unclassified Content Streaming Data Data Information Quality Lifecycle Security & Standards Privacy GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 5. The three decision support solution groups address specific performance related questions GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 6. Agencies have to determine how well they are doing against their performance goals 6 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 7. Scorecards & Dashboards Immediate Insights to Business Performance Track core operational processes and often display Operational real-time data. These Dashboard dashboards emphasize monitoring more than analysis or management. Track departmental processes and projects and emphasize analysis more Tactical than monitoring or Dashboard management. Often implemented using portals and run against data marts or data warehouses. Monitor the execution of corporate strategic Strategic objectives at each level of Dashboard / the organization and Scorecard emphasize management more than monitoring or analysis. 7 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 8. Scorecards & Dashboards Reports Periodic Reporting of Business Performance Frequently used reports are predefined and either pre- run by operations staff, or Definition maybe run by a user by specifying criteria for a fixed, defined set of attributes. Standard reports are run on a fixed schedule (daily, weekly, Use monthly, quarterly, yearly, etc.) for a very fixed purpose, e.g. Regulatory Reports. 8 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 9. Scorecards & Dashboards Reports Alerts Automated Notification of Business Performance Standard alerts and notifications set so that if a metric crosses that threshold, a user group (operations, controlling, etc.) Description receive an alert informing of this event. This would trigger an event such as further analysis and possibly some subsequent corrective action. Alerts and notifications can be in Use the form of emails, or application messages. 9 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 10. Performance related issues can be analyzed to determine why specific metric values were generated GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 11. Ad Hoc Query Deeper Analysis of Trends & Patterns Users pick and choose attributes to develop their Description own custom reports, to explore specific trends and patterns. Users are allowed to pick from a defined set of Use metrics and dimensions to form the report. 11 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 12. Ad Hoc Query Drill Down Explore Trends & Patterns To move from summary information to explore the Description detailed data that created it. Explore the reasons behind Use summary information. 12 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 13. A1 Ad Hoc Query Drill Down Trend / Pattern Analysis Deeper Analysis of Trends & Patterns Forecasting technique that relies primarily on historical Description time series data to predict the future of a variable Determine potential impact Use of current trends and patterns 13 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 14. Slide 13 A1 Do we want Content Analytics? Administrator, 9/30/2010
  • 15. Decision Support should also assist agencies to strategize and develop implementation budgets and plans 14 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 16. What If Determine Impact of Different Options Determine the impact of Description potential solutions based on different alternatives Find the best solution for a Use specific problems by changing variables 15 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 17. What If Predictive Modeling Develop Scenarios to Select Optimal Decisions Determine relationships between explanatory variables and the predicted Description variables from past occurrences, and develop models to predict future outcomes Optimize the allocation of specialized resources by Use identifying the most effective resource deployment options 16 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 18. What If Predictive Modeling Planning & Budgeting Planning and Budgeting to Support Strategies Determine planning and Description budgeting impact of different solutions Develop plans and budgets Use to support defined alternatives 17 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 19. 5th Role - Integrate disparate and distributed data needed for decision support in a central data repository Executives Managers Analysts Experts Monitor Analyze Make Decisions •How are we doing? •Why are getting these •What should we be doing? •Convey information at a performance metrics? •Develop and analyze decision glance •Analyze exception conditions model scenarios Master Data Data Management Warehouses Integrate Classified Unclassified Content Streaming Data Data Information Quality Lifecycle Standards GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 20. Data Integration is one of the most complex and critical aspects of developing and maintaining data warehouse environments • Data Integration is a set of maturing processes, techniques, and technologies used to extract, restructure, move, and load data in either operational or analytic data stores either real-time or in batch Master Data Data Management Warehouses Integrate Classified Unclassified Content Streaming Data Data Information • Data Integration can also involve Extract, Transform, Load (ETL) processes. • It requires that data from often multiple source systems is extracted at certain times, checked for quality, “re-crafted” into a form that is required for analysis, then loaded into a data warehouse. 19 GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 21. 6th Role - Effectively manage the growing volumes of data, and improve data quality and integrity Executives Managers Analysts Experts Monitor Analyze Make Decisions •How are we doing? •Why are getting these •What should we be doing? •Convey information at a performance metrics? •Develop and analyze decision glance •Analyze exception conditions model scenarios Master Data Data Management Warehouses Integrate Classified Unclassified Content Streaming Data Data Information Quality Lifecycle Security & Standards Privacy GPRA Modernization Act – DRAFT © 2011 IBM Corporation
  • 22. GPRA Act Section 7 requires Agencies to report how they ensure and maintain the accuracy and reliability of data • Correct management of data is critical to accurate performance measures, and four key component Quality Lifecycle Security & Standards Privacy Data are deemed of Methods, practices, Policies, processes, and Data standards are acceptable quality if they processes, and tools used to technologies to protect data documented representations, correctly reflect the real- management data across its from misuse formats, and definitions of world conditions represented lifecycle common data The quality of the Data should be handled When data is integrated, the Common data standards performance reporting and according to its stage in the correct handling of security have to be in place within an metrics is directly dependent lifecycle and privacy is crucial agency as well as between on the quality of data. agencies that share data GPRA Modernization Act – DRAFT © 2011 IBM Corporation