1 / 17

UNICAP: Efficient Decision Support for Academic Resource and Capacity Management

This paper discusses UNICAP, an interactive system designed to support decision-making in academic resource and capacity management. It covers the motivation, task definition, basic concepts, methodology, system architecture, and user interface design. The system aims to address the challenges of annual academic planning by providing a simulation of various strategies and on-the-fly evaluation of generated plans. It also focuses on autonomous data management, multi-user mode, differentiated access rights, and the goal of transforming "dirty" data into clean forecasts.

Download Presentation

UNICAP: Efficient Decision Support for Academic Resource and Capacity Management

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. TED Conference on e-Government Electronic democracy: The challenge ahead March 2–4, 2005    ♦    Bozen-Bolzano, Italy UNICAP: Efficient Decision Support for Academic Resource and Capacity Management Svetlana Vinnik, University of Konstanz (Germany)

  2. Outline • Motivation • Task Definition • Basic Concepts • Methodology • UNICAP as an Interactive System • System Architecture • Designing the User Interface • Conclusions TCGOV 2005

  3. Motivation - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Example • The Faculties of Biology and Computer Science are setting up a new interdisciplinary Master’s Degree in Bioinformatics with 30 beginners per year. • Check if this plan can be supported with the available teaching resources. TCGOV 2005

  4. Motivation - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Problem: Annual academic planning (course structure and admission numbers) • Input parameters: • Available teaching resources • Current resource utilization • Staff categories, teaching obligations • Student numbers, ex-matriculation and retention rates • Course curricula, course attendance • Quality requirements • Complications • Input data is scattered over multiple systems • The input data is „dirty“ (i.e., incomplete, inconsistent) • No established computational model • Assumptions might aggravate forecast reliability TCGOV 2005

  5. Task Definition - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Considerations: • Errors are expensive! • Wrong admission numbers -> long-term misbalance! • Desired solution • Decision Support System (DSS) • Simulation of various strategies • „On-the fly“ evaluation of generated plans • Ease of application, interactive mode • High explanatory power • Autonomous Data Management • Multi-user mode, differenciated access rights • Goal “dirty” data “clean” forecast TCGOV 2005

  6. courses degrees degrees degrees students Basic Concepts - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions Faculty A Faculty B Faculty N teaching staff teaching staff teaching staff … teaching obligation teaching obligation teaching obligation courses courses TCGOV 2005

  7. Basic Concepts - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • The underlying principle of the approach: • supply-demand equilibrium: • Supply: • The volume of academic services offered by the teaching staff • Demand: • The volume of academic services consumed by the students • Measurement units • SPW (Semester periods per week) per student for each faculty f Supplyf = Demandf TCGOV 2005

  8. Methodology - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Annual admission capacity per faculty • max. number of beginners the faculty‘s programs can accomodate • derived from the resources released due ex-matriculation and retention of students • Part of the released resources will be needed for servicing non-supervised students: • Expected exports depend on the admission capacity of other faculties  cannot be computed in advance! • Solution: system of equations for all faculties Supplyf = Demandown + Demandforeign TCGOV 2005

  9. Methodology - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • What is the cost of educating a student? • Curricular value (CV) of a course: per-student cost of attending a course • Curricular value of a program = sum of curricular values of all courses specified by the program‘s curriculum • Parts of single faculties in the curricular value are called curricular quotas (CQ) TCGOV 2005

  10. Methodology - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • What is the cost of educating a student? • Construct the cross-faculty curricular relationship matrix: • faculties as columns • study programs as rows • cell [i,j] as faculty‘s j contribution in program i TCGOV 2005

  11. Methodology - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions TCGOV 2005

  12. Methodology - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Number of beginners in program i is a portion of the admission capacity of its supervising faculty k: • N faculties -> N unknowns -> N equations -> solvable! Demandij = CVij * #Beginnersi Demandij = CVij * qik * #Beginnersk TCGOV 2005

  13. UNICAP as an Interactive System - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Course of user interaction: TCGOV 2005

  14. System Architecture - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Web-enabled client/server solution with database back-end Platform: Linux SuSE 8.2 Webserver: Apache2 with PHP 4 and OpenSSLDatabase: MySQL 4.1.0 TCGOV 2005

  15. System Architecture - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Input data is stored in relational tables: TCGOV 2005

  16. Designing the User Interface - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Website front-end • easily accessible through any webbrowser • optimized for various browsers and resolutions • visual aids, interactive elements, hints and warnings • „catching“ internal errors and exceptions (MySQL, php messages) and displaying helpful messages and hints instead • conform structure and layout for each webpage • User-friendly administration and monitoring of the system via administrator‘s web front-end TCGOV 2005

  17. Conclusions - Motivation - Task Definition - Basic Concepts - Methodology - UNICAP as an Interactive System - System Architecture - Designing the User Interface - Conclusions • Analysis of university‘s admission capacity and resource utilization is crucial for strategic planning • Methodology for academic capacity utilization has been introduced • The approach has been implemented in a DSS called UNICAP (University‘s Capacity Planning) • Tuning parameters and simulation options ensure flexibility and adjustability of the model • Interactive user interface facilitates the decision-making • The model may be extended to handle related problems • The accumulated data may be of interest for other applications TCGOV 2005

More Related