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Background (Q&A) about the Tennessee Board of Regents “Open
Business Intelligence Initiative”
April 2011 

1.  Description of the “Open BI Initiative.”  

This project was the result of an institutional effectiveness improvement initiative that began at Tennessee 
State University (TSU) and was subsequently expanded to encompass requirements for all Tennessee Board 
of Regents (TBR) institutions brought about by the Complete College Tennessee Act of 2010 (CCTA) TCA 49‐
8‐101(c).  The TBR system consists of six universities (including TSU), 13 community colleges, and 27 
technology centers. TBR’s combined annual enrollment of over 200,000 students and a budget of $2.4 
billion makes it is the nation's sixth largest system of public higher education.  

Early in 2008 TSU engaged a third party consultant to identify the key performance indicators (KPIs) to track 
in order to improve institutional effectiveness. The process consisted of campus leadership interviews, 
review of institutional documents and plans (approx. 12 sources and plans including strategic and master 
plans), and research of external sources (SACS, NACUBO, IPEDS, THEC, NCAA, USN&WR, and other university 
dashboards). In the consultant’s final report to TSU (summer 2008), more than 200 KPIs were identified that 
crossed over 19 identified functional areas (approx. 180+ of the KPIs can be reported out of Banner). A 
complete list of the KPIs and the functional areas that are the focus of improvement can be found in .PDF 
format at: http://slidesha.re/9quuBL 

In the spring of 2009, TSU and TBR entered into a partnership to develop the KPIs in the Consultant’s report 
by dedicating 1/5 time of 5 individuals to work with functional users to code and test the KPIs. In January of 
2010, the project took on a new degree of urgency with the passage of the Complete College Tennessee Act 
of 2010. With CCTA, the funding formula for higher education previously based on enrollment headcounts 
changed to one that emphasizes student success and outcomes, including higher rates of degree 
completion. In addition, a zero‐sum funding environment with no funding increases results in a reallocation 
of dollars from institutions with lower outcomes to institutions with higher student outcomes. 

Based upon these developments, TBR and TSU “opened” the project up to any institution in or outside of 
the TBR system who wishes to participate. The only prerequisite is that the institution has to be a SunGard 
Higher Education Banner client that also uses ODS (Luminis preferable but not required) and the 
commitment is to develop 5 KPI’s every 90 days. As of this date there are now six institutions using and 
developing KPIs in and for the repository, with more expressing interest, making this a project that benefits 
multiple institutions. 

2.  What are the goals of your project? 

The goals of this project have evolved over the 3+ years it has been in existence. As of this date, the six (6) 
major goals of the project are: 

•   Develop 180+ key performance indicators (KPIs), alerts, and dashboards to provide actionable 
    intelligence on the efficiency and effectiveness of operations across 19 functional areas of focus for 

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participating colleges and universities. These metrics are to be made available to all institutions that 
    participate in the project so as to help institutions to improve institutional effectiveness and ‐‐ with 
    respect to TBR institutions ‐‐ assist in better managing toward the requirements of the CCTA. 
•   Provide a secure and authoritative data management environment with complete and consistent data 
    and metric algorithms that can be duplicated across the TBR enterprise or other institutions that use 
    ODS/EDW. 
•   Portal/Web delivery of KPIs, alerts, dashboards, etc. to enhance institutional agility and decision making 
    by ensuring that data is both accessible and transformed into actionable information in a timely manner. 
•   Enable participating campuses to push decision making down to the lowest logical level to avoid 
    bottlenecks and allow acting on information in a timely manner. 
•   Attract/recruit additional institutions both in and outside of the TBR to participate in the project. BI 
    projects are never completed and are always a work in progress. Additional talent and new perspectives 
    can only increase the quality and quantity of valuable metrics that can be utilized by all institutions who 
    participate to improve the effectiveness of their institution. A long term goal would be to explore with 
    SunGard Higher Education the possibility of inclusion of the project into the SGHE Community 
    Commons. 
•   Facilitate the development of “balanced scorecards” to be used by functional managers to keep track of 
    the performance of activities by staff members within their responsibility and monitor any 
    consequences that may arise from their actions. 

3. What technologies are used for the project? 

The project is based upon three technologies and development tools. A brief description and how they 
contributed to the project follow:

•   Operational Data Store (ODS) – ODS is a companion product to Banner that is intended to provide a 
    consistent view of institutional data across the enterprise for reporting purposes.  Through an 
    extract/transform/load (ETL) process, production data is extracted from Banner, transformed into 
    “denormalized” tables, and then loaded into the ODS where it is presented to functional users using 
    familiar business terms and definitions. This makes it easier for users to access the information they 
    need for reporting, ad hoc queries, etc. without impacting the performance of the Banner production 
    database. Since most universities and all community colleges in the TBR system use ODS, it was the 
    logical choice upon which to build a major BI initiative since mapping data to KPIs is simplified by the ETL 
    process and given the complexity of many of the KPI algorithms, performance of production Banner will 
    not be impacted. 
•   Luminis – Luminis is a portal and web services environment that has been tailored to work with Banner 
    and ODS. Again, Luminis is used by all TBR institutions making it the logical choice as the delivery 
    mechanism for the KPIs, alerts, dashboards, etc. to executives and management alike. Its standards‐
    based user authentication provides the level of security that was sought and delivers a consistent user 
    experience that can be easily adapted by all participants in the project. Luminis also has the capability to 
    build and manage communities, which is ideal for making it possible to “departmentalize” certain KPIs 
    and build views targeted to certain constituents, such as presidents, provosts, vice presidents, etc. 
    Lastly, the ability for users to contribute to wikis, have threaded discussions, and share resources and 
    information was also seen as a plus for developing and documenting KPIs. 


                                                                                                     2 | P a g e  
 
•   Argos – Argos is a robust enterprise reporting software from the Evisions Corporation that is most 
    effective for higher education reporting needs.  Argos is easy to implement and easy to use for a wide 
    variety of reporting needs ‐‐ from ad hoc reporting to advanced OLAP data cubes, as well as 
    sophisticated dashboards and formatted reports.  The Argos reporting tool contains an application 
    program interface (API )  publishing feature that allows reporting solutions to be created and quickly 
    shared with executive management across the campus.  The Argos feature also allows end users to 
    become self‐sufficient for many of their own reporting needs, which can reduce the impact upon the 
    information technology departments for attending to ad hoc reporting needs of their campus clients.  
    Additionally, Argos has a lower cost of ownership than many business intelligence tools currently on the 
    market while delivering enterprise‐wide reporting solution across the campus. 

It is important to note that institutions contemplating joining the initiative do not have to be Luminis or 
Argos users. Argos can generate SQL code that can be imported into other reporting tools, so any reporting 
software that can import SQL code can be used. Other portal solutions can be used as well. The strength of 
this project is that it identifies the data elements in Banner and ODS/EDW as well as the algorithm to 
calculate the KPIs. 

4. What is innovative about the project?  

TBR is utilizing a shared collaborative approach (unique for a BI initiative in higher education), where 
multiple colleges and universities (six as of this date) are involved in the development of the project. This 
approach is delivering the following overall benefits: 

•   Hard Cost Savings – Had this initiative gone out to a competitive bidding process, it is estimated that the 
    development costs for a consultant led KPI development effort would be between $457K ‐ $507K.  
•   Distribution of Soft Costs – The development of KPIs requires a significant investment on the part of an 
    institution in soft costs in the form of technical and functional staff members both coding and testing 
    the KPIs. Distributing the workload among multiple institutions ensures that no single institution is 
    overburdened by the level of effort. 
•   Speed of Development – With multiple institutions working on the project, KPIs can be developed in 
    parallel instead of serially reducing the time to completion of the project. 
•   KPI Quality – Involving multiple institutions in the effort enables management to identify and recruit the 
    most talented staff members available to build out selected KPIs. E.g., an institution with exceptional 
    staff in finance would be targeted for finance KPIs, whereas an institution with gifted staff in student 
    affairs would likewise be requested to develop student KPIs. Additionally, with multiple institutions 
    there are a larger number of technical and functional experts to poll and seek assistance, ideas and 
    suggestions when issues arise, as well as a larger number of testers to assure better quality control.  

A status report of the project that was originally presented to all TBR presidents and the Chancellor’s senior 
staff in August of last year can be found at: http://slidesha.re/gdijhx 

5. How has the project impacted the organization? 



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The old management adage “You can’t manage what you don’t measure” is the fundamental crux of this 
project. Its intent is in delivering to the executive and management levels of functional areas across multiple 
institutions in the enterprise the tools necessary to measure and evaluate the effectiveness of their 
particular area(s) of responsibility. Unlike most software projects that only deliver on particular needs or 
requirements related to certain business needs or processes, this project is fundamentally at the core of 
leadership and management of an institution as it is all‐encompassing and enables the multiple institutions 
that participate to address issues related to their functional investment portfolios, functional strategies, and 
even employee performance. Perhaps the ultimate impact has been that it is sending a message that 
measuring performance and outcomes has become an executive priority for the institutions, along with 
accountability for performance and outcomes. 

6. What are some of the quantifiable measurements from the project? 

It is important to note that at the outset of this project it was not intended to produce any particular 
outcome other than to provide the executives and management of participating campus a tool kit of KPIs 
that they could use to measure institutional effectiveness. Since the work product of this project is 
accessible to multiple colleges and universities, how the management on those campuses chooses to utilize 
the KPI toolkit can and will differ dramatically from campus to campus and their particular needs and 
mission. 

The project has gone from zero (0) KPIs to monitor institutional effectiveness across 19 functional areas to 
an ever increasing inventory of KPIs (target 180+), all of which can be derived from Banner and the ODS. 
Interest in participating in the development of the KPIs has increased by 300%, and there is interest from 
additional institutions, both within and external to the TBR that will drive this number even higher. This 
would seem to be an indicator that the desire to better manage campus activities is becoming a priority with 
campus leadership, most likely due to tight budgets and legislative mandates. 

A listing of the KPIs, complete with their category, descriptions, how calculated, units of measure, source, 
dimensions, and frequency can be found in .PDF format at: http://slidesha.re/9quuBL 

Some examples of the KPIs developed can be found at: http://slidesha.re/hTLjE9 

The number of KPIs by functional area are: 

    Access to Education - Distance Education           6
    Access to Education - Financial                   12
    Admissions                                        15
    Enrollment                                        16
    Student Affairs                                   16
    Graduation                                        10
    Retention                                          3
    Quality of Education                               9
    Program Management                                 3
    Faculty and Staff                                 28
    HR                                                 2
    Business & Finance                                23

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Development                                        18
    Research & Sponsored Programs                      13
    President                                           6
    CIT (Information Technology)                       10
    Facilities                                          4
    Library                                             6
    Athletics                                          11
 

Three examples of where KPIs are actively being used: 

Graduation by Year and College within the University – For the period 2008 to 2009 the university combined 
graduation rates fell by 135 FTE or 7.96%.  The following period 2009 to 2010 graduation rates increased by 
42 FTE or 2.69%.  The metrics enable college deans to track their graduation rates as compared to other 
colleges in the university and address issues. 

New Freshman Enrollment by College – For the period 2009‐10 new freshman enrollment in the College of 
Arts and Sciences (10.96% increase), College of Engineering (7.95% increase), and the School of Nursing 
(2.9% increase) indicated efforts to recruit into engineering and nursing were being successful without 
cannibalizing arts and sciences. 

Revenue from Tuition by Term – Undergraduate out‐of‐state revenue, which the institution heavily relies 
upon, was demonstrated to be declining.  Tracking revenue gains by all student types with undergraduate 
out‐of‐state student revenue growing by 2.52% and in‐state students increasing by 6.34% and similar gains 
in graduate education demonstrated that efforts to reverse the decline were becoming successful. 

7. Who can participate, what are the costs, and who should be contacted for additional information? 

Any organization, consultancy, or vendor affiliated with SunGard Higher Education’s Banner ERP suite and 
ODS/EDW is welcome to join the effort.  There are no costs to participate, and the only commitment is to 
help with the development of the KPIs that have been identified (and/or contribute additional KPIs that 
would be beneficial to the project).   

For additional information, ideas, suggestions, and/or to join the initiative please feel free to contact: 

Thomas Danford 
Chief Information Officer 
Tennessee Board of Regents 
thomas.danford@tbr.edu 

Pamela Clippard 
Senior Data Architect and Project Lead 
Tennessee Board of Regents 
pamela.clippard@tbr.edu 

Tags: Business Intelligence, BI, KPI, Dashboard, Alert, Data Warehouse, Banner, ODS, Argos, Luminus 

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TBR Open BI Project Background

  • 1. Background (Q&A) about the Tennessee Board of Regents “Open Business Intelligence Initiative” April 2011  1.  Description of the “Open BI Initiative.”   This project was the result of an institutional effectiveness improvement initiative that began at Tennessee  State University (TSU) and was subsequently expanded to encompass requirements for all Tennessee Board  of Regents (TBR) institutions brought about by the Complete College Tennessee Act of 2010 (CCTA) TCA 49‐ 8‐101(c).  The TBR system consists of six universities (including TSU), 13 community colleges, and 27  technology centers. TBR’s combined annual enrollment of over 200,000 students and a budget of $2.4  billion makes it is the nation's sixth largest system of public higher education.   Early in 2008 TSU engaged a third party consultant to identify the key performance indicators (KPIs) to track  in order to improve institutional effectiveness. The process consisted of campus leadership interviews,  review of institutional documents and plans (approx. 12 sources and plans including strategic and master  plans), and research of external sources (SACS, NACUBO, IPEDS, THEC, NCAA, USN&WR, and other university  dashboards). In the consultant’s final report to TSU (summer 2008), more than 200 KPIs were identified that  crossed over 19 identified functional areas (approx. 180+ of the KPIs can be reported out of Banner). A  complete list of the KPIs and the functional areas that are the focus of improvement can be found in .PDF  format at: http://slidesha.re/9quuBL  In the spring of 2009, TSU and TBR entered into a partnership to develop the KPIs in the Consultant’s report  by dedicating 1/5 time of 5 individuals to work with functional users to code and test the KPIs. In January of  2010, the project took on a new degree of urgency with the passage of the Complete College Tennessee Act  of 2010. With CCTA, the funding formula for higher education previously based on enrollment headcounts  changed to one that emphasizes student success and outcomes, including higher rates of degree  completion. In addition, a zero‐sum funding environment with no funding increases results in a reallocation  of dollars from institutions with lower outcomes to institutions with higher student outcomes.  Based upon these developments, TBR and TSU “opened” the project up to any institution in or outside of  the TBR system who wishes to participate. The only prerequisite is that the institution has to be a SunGard  Higher Education Banner client that also uses ODS (Luminis preferable but not required) and the  commitment is to develop 5 KPI’s every 90 days. As of this date there are now six institutions using and  developing KPIs in and for the repository, with more expressing interest, making this a project that benefits  multiple institutions.  2.  What are the goals of your project?  The goals of this project have evolved over the 3+ years it has been in existence. As of this date, the six (6)  major goals of the project are:  • Develop 180+ key performance indicators (KPIs), alerts, and dashboards to provide actionable  intelligence on the efficiency and effectiveness of operations across 19 functional areas of focus for  1 | P a g e    
  • 2. participating colleges and universities. These metrics are to be made available to all institutions that  participate in the project so as to help institutions to improve institutional effectiveness and ‐‐ with  respect to TBR institutions ‐‐ assist in better managing toward the requirements of the CCTA.  • Provide a secure and authoritative data management environment with complete and consistent data  and metric algorithms that can be duplicated across the TBR enterprise or other institutions that use  ODS/EDW.  • Portal/Web delivery of KPIs, alerts, dashboards, etc. to enhance institutional agility and decision making  by ensuring that data is both accessible and transformed into actionable information in a timely manner.  • Enable participating campuses to push decision making down to the lowest logical level to avoid  bottlenecks and allow acting on information in a timely manner.  • Attract/recruit additional institutions both in and outside of the TBR to participate in the project. BI  projects are never completed and are always a work in progress. Additional talent and new perspectives  can only increase the quality and quantity of valuable metrics that can be utilized by all institutions who  participate to improve the effectiveness of their institution. A long term goal would be to explore with  SunGard Higher Education the possibility of inclusion of the project into the SGHE Community  Commons.  • Facilitate the development of “balanced scorecards” to be used by functional managers to keep track of  the performance of activities by staff members within their responsibility and monitor any  consequences that may arise from their actions.  3. What technologies are used for the project?  The project is based upon three technologies and development tools. A brief description and how they  contributed to the project follow: • Operational Data Store (ODS) – ODS is a companion product to Banner that is intended to provide a  consistent view of institutional data across the enterprise for reporting purposes.  Through an  extract/transform/load (ETL) process, production data is extracted from Banner, transformed into  “denormalized” tables, and then loaded into the ODS where it is presented to functional users using  familiar business terms and definitions. This makes it easier for users to access the information they  need for reporting, ad hoc queries, etc. without impacting the performance of the Banner production  database. Since most universities and all community colleges in the TBR system use ODS, it was the  logical choice upon which to build a major BI initiative since mapping data to KPIs is simplified by the ETL  process and given the complexity of many of the KPI algorithms, performance of production Banner will  not be impacted.  • Luminis – Luminis is a portal and web services environment that has been tailored to work with Banner  and ODS. Again, Luminis is used by all TBR institutions making it the logical choice as the delivery  mechanism for the KPIs, alerts, dashboards, etc. to executives and management alike. Its standards‐ based user authentication provides the level of security that was sought and delivers a consistent user  experience that can be easily adapted by all participants in the project. Luminis also has the capability to  build and manage communities, which is ideal for making it possible to “departmentalize” certain KPIs  and build views targeted to certain constituents, such as presidents, provosts, vice presidents, etc.  Lastly, the ability for users to contribute to wikis, have threaded discussions, and share resources and  information was also seen as a plus for developing and documenting KPIs.  2 | P a g e    
  • 3. Argos – Argos is a robust enterprise reporting software from the Evisions Corporation that is most  effective for higher education reporting needs.  Argos is easy to implement and easy to use for a wide  variety of reporting needs ‐‐ from ad hoc reporting to advanced OLAP data cubes, as well as  sophisticated dashboards and formatted reports.  The Argos reporting tool contains an application  program interface (API )  publishing feature that allows reporting solutions to be created and quickly  shared with executive management across the campus.  The Argos feature also allows end users to  become self‐sufficient for many of their own reporting needs, which can reduce the impact upon the  information technology departments for attending to ad hoc reporting needs of their campus clients.   Additionally, Argos has a lower cost of ownership than many business intelligence tools currently on the  market while delivering enterprise‐wide reporting solution across the campus.  It is important to note that institutions contemplating joining the initiative do not have to be Luminis or  Argos users. Argos can generate SQL code that can be imported into other reporting tools, so any reporting  software that can import SQL code can be used. Other portal solutions can be used as well. The strength of  this project is that it identifies the data elements in Banner and ODS/EDW as well as the algorithm to  calculate the KPIs.  4. What is innovative about the project?   TBR is utilizing a shared collaborative approach (unique for a BI initiative in higher education), where  multiple colleges and universities (six as of this date) are involved in the development of the project. This  approach is delivering the following overall benefits:  • Hard Cost Savings – Had this initiative gone out to a competitive bidding process, it is estimated that the  development costs for a consultant led KPI development effort would be between $457K ‐ $507K.   • Distribution of Soft Costs – The development of KPIs requires a significant investment on the part of an  institution in soft costs in the form of technical and functional staff members both coding and testing  the KPIs. Distributing the workload among multiple institutions ensures that no single institution is  overburdened by the level of effort.  • Speed of Development – With multiple institutions working on the project, KPIs can be developed in  parallel instead of serially reducing the time to completion of the project.  • KPI Quality – Involving multiple institutions in the effort enables management to identify and recruit the  most talented staff members available to build out selected KPIs. E.g., an institution with exceptional  staff in finance would be targeted for finance KPIs, whereas an institution with gifted staff in student  affairs would likewise be requested to develop student KPIs. Additionally, with multiple institutions  there are a larger number of technical and functional experts to poll and seek assistance, ideas and  suggestions when issues arise, as well as a larger number of testers to assure better quality control.   A status report of the project that was originally presented to all TBR presidents and the Chancellor’s senior  staff in August of last year can be found at: http://slidesha.re/gdijhx  5. How has the project impacted the organization?  3 | P a g e    
  • 4. The old management adage “You can’t manage what you don’t measure” is the fundamental crux of this  project. Its intent is in delivering to the executive and management levels of functional areas across multiple  institutions in the enterprise the tools necessary to measure and evaluate the effectiveness of their  particular area(s) of responsibility. Unlike most software projects that only deliver on particular needs or  requirements related to certain business needs or processes, this project is fundamentally at the core of  leadership and management of an institution as it is all‐encompassing and enables the multiple institutions  that participate to address issues related to their functional investment portfolios, functional strategies, and  even employee performance. Perhaps the ultimate impact has been that it is sending a message that  measuring performance and outcomes has become an executive priority for the institutions, along with  accountability for performance and outcomes.  6. What are some of the quantifiable measurements from the project?  It is important to note that at the outset of this project it was not intended to produce any particular  outcome other than to provide the executives and management of participating campus a tool kit of KPIs  that they could use to measure institutional effectiveness. Since the work product of this project is  accessible to multiple colleges and universities, how the management on those campuses chooses to utilize  the KPI toolkit can and will differ dramatically from campus to campus and their particular needs and  mission.  The project has gone from zero (0) KPIs to monitor institutional effectiveness across 19 functional areas to  an ever increasing inventory of KPIs (target 180+), all of which can be derived from Banner and the ODS.  Interest in participating in the development of the KPIs has increased by 300%, and there is interest from  additional institutions, both within and external to the TBR that will drive this number even higher. This  would seem to be an indicator that the desire to better manage campus activities is becoming a priority with  campus leadership, most likely due to tight budgets and legislative mandates.  A listing of the KPIs, complete with their category, descriptions, how calculated, units of measure, source,  dimensions, and frequency can be found in .PDF format at: http://slidesha.re/9quuBL  Some examples of the KPIs developed can be found at: http://slidesha.re/hTLjE9  The number of KPIs by functional area are:  Access to Education - Distance Education 6 Access to Education - Financial 12 Admissions 15 Enrollment 16 Student Affairs 16 Graduation 10 Retention 3 Quality of Education 9 Program Management 3 Faculty and Staff 28 HR 2 Business & Finance 23 4 | P a g e    
  • 5. Development 18 Research & Sponsored Programs 13 President 6 CIT (Information Technology) 10 Facilities 4 Library 6 Athletics 11   Three examples of where KPIs are actively being used:  Graduation by Year and College within the University – For the period 2008 to 2009 the university combined  graduation rates fell by 135 FTE or 7.96%.  The following period 2009 to 2010 graduation rates increased by  42 FTE or 2.69%.  The metrics enable college deans to track their graduation rates as compared to other  colleges in the university and address issues.  New Freshman Enrollment by College – For the period 2009‐10 new freshman enrollment in the College of  Arts and Sciences (10.96% increase), College of Engineering (7.95% increase), and the School of Nursing  (2.9% increase) indicated efforts to recruit into engineering and nursing were being successful without  cannibalizing arts and sciences.  Revenue from Tuition by Term – Undergraduate out‐of‐state revenue, which the institution heavily relies  upon, was demonstrated to be declining.  Tracking revenue gains by all student types with undergraduate  out‐of‐state student revenue growing by 2.52% and in‐state students increasing by 6.34% and similar gains  in graduate education demonstrated that efforts to reverse the decline were becoming successful.  7. Who can participate, what are the costs, and who should be contacted for additional information?  Any organization, consultancy, or vendor affiliated with SunGard Higher Education’s Banner ERP suite and  ODS/EDW is welcome to join the effort.  There are no costs to participate, and the only commitment is to  help with the development of the KPIs that have been identified (and/or contribute additional KPIs that  would be beneficial to the project).    For additional information, ideas, suggestions, and/or to join the initiative please feel free to contact:  Thomas Danford  Chief Information Officer  Tennessee Board of Regents  thomas.danford@tbr.edu  Pamela Clippard  Senior Data Architect and Project Lead  Tennessee Board of Regents  pamela.clippard@tbr.edu  Tags: Business Intelligence, BI, KPI, Dashboard, Alert, Data Warehouse, Banner, ODS, Argos, Luminus  5 | P a g e