Absolute Performance: Each Teaching Effectiveness: The instructor Relative Tests’ Validity: A test is said to be Score-Clustering: Gaps in the Tests’ and Scoring Reliability: A test

ISBN : 978-602-97249-0-5 International Seminar on Vocational Education and Training 151 membership for an object is one, it means that the object is absolutely in that set. When the grade of membership is zero, it means that the object is absolutely not in that set. Borderline cases are assigned to the values between zero and one. Precise membership grades do not convey any absolute significance. They are context-dependent and can be subjectively assessed. Fuzzy set method has been applied in the assessment process. Echauz and Vachtsevanos 1995, presented a fuzzy grading method that utilizes students’ and instructor’s performance measure to produce a ’fair’ mark distribution. In a project based learning environment, students are encouraged to play an active role in evaluating their learning outcomes. Thus, the proposed assessment method should also support to assess all performance. In formulating a grading system, it is necessary to recognize what considerations should be, directly or indirectly, part of the grading policy. In this section, we explore class performance and ability and instructor’s technique Echauz and Vachtsevanos 1995: Class’ Performance and Ability Instructor’s Technique

1. Absolute Performance: Each

student’s score is compared to a pre established model of what “good” or “poor” performances signify. The fixed grade-boundaries method is based on this type of performance only.

1. Teaching Effectiveness: The instructor

should lucidly expose the course subject. If he or she does a poor job of guiding students through the learning process, how fair is it to compare their grades with those of students who learned from a skillful teacher?

2. Relative

Performance: Each student’s score is compared to others’ in the same class. The method of equating top score to 100 is based on this type of performance only. All other methods listed in Section I assign different weights to both absolute and relative performances.

2. Tests’ Validity: A test is said to be

valid if it “tests” what the instructor really intends. One aspect of test validity is balance of difficulty levels. A good way of designing well balanced tests is to recognize Bloom’s hierarchy of cognitive complexities , and include questions from the various categories. In general, valid tests can be prepared by keeping track of discrimination ratios. These correlation factors measure how effective each question is in being correctly answered by students who really know the tested subject, and being incorrectly answered by those who do not master it. Questions with high discrimination ratios guide the instructor in the design of future test questions. 3. Score-Clustering: Gaps in the 3. Tests’ and Scoring Reliability: A test ISBN : 978-602-97249-0-5 International Seminar on Vocational Education and Training 152 score distribution often arise as a matter of chance, and do not necessarily provide natural points of division between discrete levels of ability. However, given a scores’ histogram and a constrained range of mobility for the grade-boundaries, it is reasonable for the instructor to visually place the boundaries at points that separate clustered groups of scores, if such points are within allowed ranges. Thus, local score-clustering provides a rule of preponderant alternative in the grading process. is said to be reliable if it consistently measures its goal. A student taking an unreliable exam at two different times, is likely to score disparately. One source of unreliability in tests is vagueness in questions, whence multiple interpretations give rise to different answers. Another source of unreliability arises in connection with the human scoring process. Are the resulting scores reliable measures, or are they just random numbers? If the question being scored is of the free response type, the instructor is likely to be inconsistent by virtue of differences in mood and other human factors. Past correlations between free-response and objective scoring can provide a basis for determining how reliable the instructor’s subjective scoring is. To this end, Spearman rank-order correlation coefficients are expedient.

4. Outside Performance: A group