Table 1 A summary of MCDM applications in higher education evaluation.

From: A faculty performance evaluation model based on MACBETH and fuzzy filter ranking methods

References

Research objective

Method

Criteria

Application

18

Assess faculty performance and rank faculty members within each discipline or major

AHP

Research, teaching and service

United Arab Emirates University

19

Assess the management performance of research and development (R&D) activities

AHP and DEA

Full-time R&D personnel, R&D expense, fruits of science and technology, international communications, and awards

29 research-oriented universities in China

20

University ranking

DEA

Total research; federal research; national academy members; faculty awards; doctorates granted; postdoctoral appointees; median SAT scores; endowment assets; annual giving; national merit and achievement scholars

Top American research universities

21

Evaluate the instructors’ performance in administration sciences in universities.

AHP, fuzzy set theory, and TOPSIS

Teaching style, individual features and social relation, knowledge level, observance of educational regulations, and educational tools

Islamic Azad University

22

University ranking

AHP and VIKOR

Administration and professional

12 private universities in Taiwan

23

Performance evaluation in higher education institutes

AHP and BSC

Financial, customer, inner process, and progress and learning

4 humanities colleges in Iran

24

Prioritize performance indicators in engineering education

AHP, TOPSIS and BSC

Financial, customer, inner process, learning and growth, and management commitments

Fayoum University (Egypt)

25

Compare tutors on teaching performance

AHP and DEA

Interest, usefulness, professionalism, preparation, presence, and supporting material

A higher education institution in Greece

26

Build composite indicators to evaluate university performance

Double reference point method

Research, teaching and technology transfer

9 public universities in Andalucía

27

Measure and evaluate the academic performance of students

uwTOPSIS

Academic, cognitive, economic, health, and social

Industrial University of Santander (Colombia)

28

Evaluate scientific research efficiency of faculty members

Modified meta frontier DEA

Journal publications and research grants

Inner Mongolia University (China)

29

Evaluate and rank the faculty of the Engineering School based on teaching performance

DEA

Total number of courses sections taught in the year; total number of different courses taught in the year; total number of students in these courses; total number of teaching hours in the year; weighted average evaluation of the quality of the teaching given by the students

Universidad de Antioquia– UdeA (Colombia)

30

Develop a university performance measurement framework

Fuzzy Delphi and BWM

Education, research, commercialization, human capital, educational facilities and infrastructures, social, cultural and welfare facilities, and popularity

A public university in Iran

31

University ranking

IVN-AHP and VIKOR

Learning experience, campus life, academic support, management, learning opportunities and resources, and personal development and career support

191 universities in Turkey

32

Academic performance ranking of research universities

Entropy and PROMETHEE

Article, citation, scientific document, doctorate score, faculty member /student, international cooperation, national cooperation, and TUBITAK Project

20 research universities in Turkey