Building a consistent system for faculty appraisal using Data Envelopment Analysis

04/24/2021
by   Amar Oukil, et al.
0

Data Envelopment Analysis (DEA) appears more than just an instrument of measurement. DEA models can be seen as a mathematical structure for democratic voicing within decisional contexts. Such an important aspect of DEA is enhanced through the performance evaluation of a group of professors in a virtual Business college. We show that the outcomes of the analysis can be very useful to support decision processes at many levels. There are three categories of professors: Assistant professors, Associate professors, and Full professors. The evaluation process of these professors is investigated through two different cases. The first case handles each category of professors as a separate sample representing an independent population. The results show that the mean efficiency scores fall between 0.85 and 0.93 for all professors no matters their category. In spite of enabling more fairness, such an approach suffers from its exclusive character, which is contrary to the democratic spirit of DEA. The second case tries to cope with this deficiency through the assessment of the faculty members as a single sample drawn from the same population, i.e., Assistant professors, Associate professors, and Full professors are treated equally, only on the ground of their respective inputs and outputs, no matters their academic rank. A clear efficiency decline is reported, basically due to the very nature of DEA as a procedure that is more efficiency than output focused.

READ FULL TEXT
research
02/13/2019

Business Process Privacy Analysis in Pleak

Pleak is a tool to capture and analyze privacy-enhanced business process...
research
12/15/2020

Monoidal Categories for Formal Concept Analysis

We investigate monoidal categories of formal contexts, in which states c...
research
09/30/2022

Prioritizing emergency evacuations under compounding levels of uncertainty

Well-executed emergency evacuations can save lives and reduce suffering....
research
10/30/2018

Career advancement and scientific performance in universities

Many governments have placed priority on excellence in higher education ...
research
04/24/2022

Identification and Statistical Decision Theory

Econometricians have usefully separated study of estimation into identif...
research
04/20/2021

Data Envelopment Analysis models with imperfect knowledge of input and output values: An application to Portuguese public hospitals

Assessing the technical efficiency of a set of observations requires tha...
research
12/08/2018

An Unsupervised Approach for Aspect Category Detection Using Soft Cosine Similarity Measure

Aspect category detection is one of the important and challenging subtas...

Please sign up or login with your details

Forgot password? Click here to reset