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A Semantic-web-based Decision Support
System for Specific Degree Programs
International Symposium on
Knowledge Engineering for Decision Support Systems,
Cairo, Dec 2015
Vera G. Meister
International Symposium on Decision Support Systems · Cairo · December 2015 Page 2
Agenda
 Introduction
 BISE* Domain Description
 Problem Definition
 Approach to a Solution
• Description of Alterative Approaches
• Design of the System Architecture
• BISE Schema Graph
 Proof of Concept
 Further Work
* BISE stands for Business & Information Systems Engineering
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page
Merging due to Bologna Process
3
System of Higher Education in DACH*
Two Types of Institutions
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs
* DACH means the German-speaking regions in Germany, Austria, Switzerland and Liechtenstein
Traditional
Universities
some founded
centuries ago
clear focus on
fundamental
research
strongly theory-
loaded degree
courses
Universities of
Applied Sciences
founded during the
last 40 years
focus on applied
research
practically-relevant
and theoretically-
founded teaching
Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 4
BISE Degree Courses at UAS in DACH
Relevant Professional Associations and State Institutions
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs
Association for BISE
Degree Courses at UAS
Subdivision of the Society
of Computer Sciences
German Agency
for Labor
Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 5
BISE Domain Description
Three Main Pillars of Business & Information Systems Engineering
Business
Administration
Computer
Science
Information
Systems
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page
12%
32%
35%
10%
12%
ZHAW Zürich
6
Different Focuses on different UAS
23%
20%
41%
7%
9%
FH Brandenburg
28%
25%
33%
8%
6%
FH Flensburg
30%
12%39%
10%
9%
OTH Regensburg
26%
18%39%
7%
10%
FH Köln
28%
19%
36%
8%
8%
HS Fulda
Computer
Science
Business Administration Information Systems
Formal Methods Others
24%
13%
44%
7%
12%
FH Technikum Wien
39%
26%
22%
7%
7%
FOM
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 7
Job Profiles for Computer Scientists
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
Informatics
to design, build, install, supervise, or to investigate hardware and software
solutions or complex IT systems
Consulting
to analyze IT systems; to advise users and customers; to distribute IT products
and services
Administration
to set up and maintain IT networks; to coordinate and organize the IT of
enterprises and organizations; to administer IT systems and Web applications; to
configure and administer databases
SW Engineering
to design, develop and program software
IT Management
to direct IT projects, IT departments, or IT workgroups; to develop and
implement IT strategies; to be responsible for IT governance
International Symposium on Decision Support Systems · Cairo · December 2015 Page 8
Matching between Pillars and Job Profiles
For Graduates in Business & Information Systems Engineering
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
Computer
Science
Business
Administation
Information
Systems
Consulting
IT Administration
IT Management
Informatics
Software
Engineering
International Symposium on Decision Support Systems · Cairo · December 2015 Page 9
Problem Definition: Stakeholder Needs
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
BISE degree course: We want our course offers be found and to
be comparable with other degree courses with respect to their
structure and content.
Prospective BISE student: I want to study BISE and I want to
know which universities of applied sciences offer such courses and
what are their focuses.
Faculty member: I want to contact a colleague from a university
of applied sciences in the federal state XY who is also teaching in a
degree course of BISE.
Enterprise/Organization: For the reinforcement of our project
team we are looking for interns / graduates BISE with particular
qualifications.
Project sponsor/Centre of knowledge transfer: In the context of
a tender for innovation transfer to regional business we are looking
for universities of applied sciences with competences in BISE.
International Symposium on Decision Support Systems · Cairo · December 2015 Page 10
Existing Platforms
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
 More than 50 platforms are around
 Most important: “University compass” sponsored by the German Rectors'
Conference (GRC), based on central relational database. Allows to search for:
• general type of degree course (bachelor or master);
• formal course characteristics, like teaching language, start date, and accreditation;
• general study subject via inserting a search term and selecting categories;
• organizational formats, like full time, part time, double degree, extra occupational;
• geographical features, like place, ZIP code, and state;
• access criteria for persons without high school diploma, e. g. multi-annual
professional experience, non-academic examinations;
• institutional type of the university: private or public, traditional university or
university of applied sciences.
 What is missing: subject specific information about degree courses
 None of this platforms offers structured open data.
International Symposium on Decision Support Systems · Cairo · December 2015 Page 11
Approach to a Solution
Three Alternative Approaches:
 All based on Semantic Web Technology and a BISE ontology
1. Data shall be extracted from the central relational database of the GRC.
They shall be transformed to RDF and semantically enriched based on
BISE ontology. A specific search application allows flexible analysis.
2. Interested universities or departments annotate the web content of their
degree course pages based on the BISE ontology. A web service crawles
regularly the data and stores it in a triple store. The search application is
designed like in variant 1.
3. A Web crawler goes regularly through all openly available websites and
documents. Using a natural language processing component the crawled
content shall be analyzed and the extracted data stored according to the
BISE ontology (Big Data approach) - search application like in variant 1.
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 12
Federation of Decentralized Data
EduGraph
HSFu
THB
OTHR
Extractor
StudySearch
Triple Store
SPARQL Endpoint
BISE schema
REST
API
other services
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 13
BISE Schema Graph
BISEDegree
Program
BISEPillar
Qualitative
Value
• Informatics
• Consulting
• Administration
• SW Engineering
• IT Management
BISE_Ma BISE_Ba
Place
College or
University
Service
• Computer Science
• Business Admin.
• Bus. Inf. Systems
location
provider valueReference
BISE
JobProfile
url
geo, dbp-url
url RSZ, CP
Ranking
itemReviewed
ratingValue
jobMarketShare
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 14
Proof of Concept
Annotation of Web Content
 of exemplary, locally stored BISE degree courses websites,
implemented immediately within the HTML code
RDF Data Extraction
 via distillation and conversion of RDF data including quality control
(led to improvements in annotation)
Data Federation
 Federation of distilled data within a semantic server and merge
with the BISE schema data
Data Analysis
 Development and test of basic SPARQL queries
HSFu
OTHR
THB
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 15
PoC: Annotation of Web Content
THB
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 16
Destillate of the Degree Course Website
Focus at UAS Brandenburg:
 Information Systems
Prepares for Job Profiles:
 Consulting
 Informatics
CSc
23%
BA 20%IS 41%
FM 7% Oth
9%
UAS Brandenburg
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
International Symposium on Decision Support Systems · Cairo · December 2015 Page 17
Test of Examplary Query
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
Question:
Which degree programs prepare graduates
for a career as an IT consultant?
Answer:
 BISE Bachelor at UAS Brandenburg
 BISE Bachelor at UAS Fulda
International Symposium on Decision Support Systems · Cairo · December 2015 Page 18
Further Work
1. Technical Development and Implementation
Project work in the context of a master course
„Development of Semantic Applications“ – as of February 2016
2. Acquisition of Pilot Partners
based on the AKWI network
3. Development of Tutorials
for CMS editors in universities
4. Field Test and Publication
in autumn 2016
Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
Fachbereich Wirtschaft
Thank you for your attention!
Vera G. Meister
vera.meister@fh-brandenburg.de

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A Semantic-web-based Decision Support System for Specific Degree Programs

  • 1. A Semantic-web-based Decision Support System for Specific Degree Programs International Symposium on Knowledge Engineering for Decision Support Systems, Cairo, Dec 2015 Vera G. Meister
  • 2. International Symposium on Decision Support Systems · Cairo · December 2015 Page 2 Agenda  Introduction  BISE* Domain Description  Problem Definition  Approach to a Solution • Description of Alterative Approaches • Design of the System Architecture • BISE Schema Graph  Proof of Concept  Further Work * BISE stands for Business & Information Systems Engineering Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 3. International Symposium on Decision Support Systems · Cairo · December 2015 Page Merging due to Bologna Process 3 System of Higher Education in DACH* Two Types of Institutions Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs * DACH means the German-speaking regions in Germany, Austria, Switzerland and Liechtenstein Traditional Universities some founded centuries ago clear focus on fundamental research strongly theory- loaded degree courses Universities of Applied Sciences founded during the last 40 years focus on applied research practically-relevant and theoretically- founded teaching Dec-15
  • 4. International Symposium on Decision Support Systems · Cairo · December 2015 Page 4 BISE Degree Courses at UAS in DACH Relevant Professional Associations and State Institutions Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Association for BISE Degree Courses at UAS Subdivision of the Society of Computer Sciences German Agency for Labor Dec-15
  • 5. International Symposium on Decision Support Systems · Cairo · December 2015 Page 5 BISE Domain Description Three Main Pillars of Business & Information Systems Engineering Business Administration Computer Science Information Systems Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 6. International Symposium on Decision Support Systems · Cairo · December 2015 Page 12% 32% 35% 10% 12% ZHAW Zürich 6 Different Focuses on different UAS 23% 20% 41% 7% 9% FH Brandenburg 28% 25% 33% 8% 6% FH Flensburg 30% 12%39% 10% 9% OTH Regensburg 26% 18%39% 7% 10% FH Köln 28% 19% 36% 8% 8% HS Fulda Computer Science Business Administration Information Systems Formal Methods Others 24% 13% 44% 7% 12% FH Technikum Wien 39% 26% 22% 7% 7% FOM Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 7. International Symposium on Decision Support Systems · Cairo · December 2015 Page 7 Job Profiles for Computer Scientists Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15 Informatics to design, build, install, supervise, or to investigate hardware and software solutions or complex IT systems Consulting to analyze IT systems; to advise users and customers; to distribute IT products and services Administration to set up and maintain IT networks; to coordinate and organize the IT of enterprises and organizations; to administer IT systems and Web applications; to configure and administer databases SW Engineering to design, develop and program software IT Management to direct IT projects, IT departments, or IT workgroups; to develop and implement IT strategies; to be responsible for IT governance
  • 8. International Symposium on Decision Support Systems · Cairo · December 2015 Page 8 Matching between Pillars and Job Profiles For Graduates in Business & Information Systems Engineering Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15 Computer Science Business Administation Information Systems Consulting IT Administration IT Management Informatics Software Engineering
  • 9. International Symposium on Decision Support Systems · Cairo · December 2015 Page 9 Problem Definition: Stakeholder Needs Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15 BISE degree course: We want our course offers be found and to be comparable with other degree courses with respect to their structure and content. Prospective BISE student: I want to study BISE and I want to know which universities of applied sciences offer such courses and what are their focuses. Faculty member: I want to contact a colleague from a university of applied sciences in the federal state XY who is also teaching in a degree course of BISE. Enterprise/Organization: For the reinforcement of our project team we are looking for interns / graduates BISE with particular qualifications. Project sponsor/Centre of knowledge transfer: In the context of a tender for innovation transfer to regional business we are looking for universities of applied sciences with competences in BISE.
  • 10. International Symposium on Decision Support Systems · Cairo · December 2015 Page 10 Existing Platforms Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15  More than 50 platforms are around  Most important: “University compass” sponsored by the German Rectors' Conference (GRC), based on central relational database. Allows to search for: • general type of degree course (bachelor or master); • formal course characteristics, like teaching language, start date, and accreditation; • general study subject via inserting a search term and selecting categories; • organizational formats, like full time, part time, double degree, extra occupational; • geographical features, like place, ZIP code, and state; • access criteria for persons without high school diploma, e. g. multi-annual professional experience, non-academic examinations; • institutional type of the university: private or public, traditional university or university of applied sciences.  What is missing: subject specific information about degree courses  None of this platforms offers structured open data.
  • 11. International Symposium on Decision Support Systems · Cairo · December 2015 Page 11 Approach to a Solution Three Alternative Approaches:  All based on Semantic Web Technology and a BISE ontology 1. Data shall be extracted from the central relational database of the GRC. They shall be transformed to RDF and semantically enriched based on BISE ontology. A specific search application allows flexible analysis. 2. Interested universities or departments annotate the web content of their degree course pages based on the BISE ontology. A web service crawles regularly the data and stores it in a triple store. The search application is designed like in variant 1. 3. A Web crawler goes regularly through all openly available websites and documents. Using a natural language processing component the crawled content shall be analyzed and the extracted data stored according to the BISE ontology (Big Data approach) - search application like in variant 1. Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 12. International Symposium on Decision Support Systems · Cairo · December 2015 Page 12 Federation of Decentralized Data EduGraph HSFu THB OTHR Extractor StudySearch Triple Store SPARQL Endpoint BISE schema REST API other services Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 13. International Symposium on Decision Support Systems · Cairo · December 2015 Page 13 BISE Schema Graph BISEDegree Program BISEPillar Qualitative Value • Informatics • Consulting • Administration • SW Engineering • IT Management BISE_Ma BISE_Ba Place College or University Service • Computer Science • Business Admin. • Bus. Inf. Systems location provider valueReference BISE JobProfile url geo, dbp-url url RSZ, CP Ranking itemReviewed ratingValue jobMarketShare Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 14. International Symposium on Decision Support Systems · Cairo · December 2015 Page 14 Proof of Concept Annotation of Web Content  of exemplary, locally stored BISE degree courses websites, implemented immediately within the HTML code RDF Data Extraction  via distillation and conversion of RDF data including quality control (led to improvements in annotation) Data Federation  Federation of distilled data within a semantic server and merge with the BISE schema data Data Analysis  Development and test of basic SPARQL queries HSFu OTHR THB Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 15. International Symposium on Decision Support Systems · Cairo · December 2015 Page 15 PoC: Annotation of Web Content THB Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 16. International Symposium on Decision Support Systems · Cairo · December 2015 Page 16 Destillate of the Degree Course Website Focus at UAS Brandenburg:  Information Systems Prepares for Job Profiles:  Consulting  Informatics CSc 23% BA 20%IS 41% FM 7% Oth 9% UAS Brandenburg Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 17. International Symposium on Decision Support Systems · Cairo · December 2015 Page 17 Test of Examplary Query Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15 Question: Which degree programs prepare graduates for a career as an IT consultant? Answer:  BISE Bachelor at UAS Brandenburg  BISE Bachelor at UAS Fulda
  • 18. International Symposium on Decision Support Systems · Cairo · December 2015 Page 18 Further Work 1. Technical Development and Implementation Project work in the context of a master course „Development of Semantic Applications“ – as of February 2016 2. Acquisition of Pilot Partners based on the AKWI network 3. Development of Tutorials for CMS editors in universities 4. Field Test and Publication in autumn 2016 Vera G. Meister · A Semantic-web-based Decision Support System for Specific Degree Programs Dec-15
  • 19. Fachbereich Wirtschaft Thank you for your attention! Vera G. Meister vera.meister@fh-brandenburg.de