pilot implementation of active learning at an engineering department
DESCRIPTION
This is a pilot implementation at the Decision Support Systems courseTRANSCRIPT
Pilot implementation of Active Learning at an Engineering
Department for the development of generic skills of students
The pilot course Decision Support Systems (DSS)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Indicatively presentation of practices applied in universities for the improvement of generic skills of students
• A’ trend: as part of the curricular – Through courses (without activities for skills assessment) of the curriculum. A certification-
transcript is given at the end of studies to students (the case of Luton University) – Autonomous courses for generic skills improvement. The grade at the course certifies the level
of the skills possessed by students. For example, the case of General Education program at college level-USA.
– Writing/speaking intensive courses. The case of USA universities. – E-Portfolios (University of Denver, Virginia Tech, Queensland University of Technology, etc)
• B’ trend: as extracurricular activities – Activities of Career Offices sometimes by giving a certificate and sometimes without it. For
example, the transcript ‘Nottingham Advantage Award’ from Nottingham University. – Surveys for skills improvement for graduates or students. Characteristic case the yearly
graduate survey in Australia ‘Graduate Course Experience’-GSA (118 thousand graduates participated the year 2009).
– Specially designed tests for the evaluation of generic skills, like the national level test in Australia ‘Graduate Skills Assessment’-GSA for assessing critical thinking, problem solving, interpersonal understanding and written communication.
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
The educational context of the pilot implementation at Technical University of Crete
Goals:
Performance improvement at the content of the course DSS (content)
Generic skills improvement: Communication (written-oral) & Team-working
Active participation of students
Satisfaction of students
Technical University of Crete, Department
of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Criteria for the verification of the successful redesign of the course
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
The Constructive Alignment Model which is used for the redesign of the course
Source: Biggs, 2003; Felder & Brent, 2003.
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Redesigning a course: (1) Learning Outcomes (students) - Learning Objectives (tutor)
A model for course provision based on 3 areas: 1. Disciplinary content – content of the course 2. Disciplinary skills - practical skills associated with the content of the course 3.
Generic skills – informal/transferable skills or abilities
ΑΒΕΤ criteria
by italics
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Redesigning a course: (2) Teaching (strengthening participation & interaction)
Short lecture technique (vs lectures)
Brainstorming technique
Discussion technique
Question-answer technique
Giving a speech – presentation of a subject (students)
Technique of 10-minute exercises in groups of two
Technique of short written assignments (every week)
Digital self-evaluation material for the knowledge evaluation of the content of the course (outside class)
Research questionnaires (inside/outside class)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Redesigning a course: (3) Assessment (summative – formative)
Summative assessment: • Short written-oral assignments (every week) • Oral performance on disciplinary content & disciplinary skills Formative assessment: • 10-minute group exercises (group of two) • Digital self-evaluation material for the knowledge evaluation
(outside class) • Peer-assessment technique of written assignments & oral
presentations (inside/outside class) • Individual feedback for every written (oral) assignment (tutor) • Self-evaluation of students’ generic/informal skills (before-after
scheme)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Feedback
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Treatment group (students of the pilot course)
2009: 1 group, 27 students
2010: 2 groups, 46 students
2011: 2 groups, 44 students
Control group (students of the traditional offered course)
2009: 57 students 2010: 30 students 2011: 40 students
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Pilot Course characteristics
• Meeting: once per week • Hours: 2 hours/week • Duration: 13 weeks • Tutors: 1 professor & 1 coordinator • Classroom: room (not an amphitheater) of total capacity 30 persons • Room with circular arrangement • Technological equipment: WiFi, video-projector, laptop(s), board • Participation: compulsory • Submission of assignments: Ε-Class (E-learning platform) with time
constraint • Groups of two-students: form the groups by lot
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Plan of 2nd meeting with topic Information & Information Systems (2 teaching hours)
Educational Techniques: • Short lecture (15 minutes) • Brainstorming (20 minutes) • Questions-answers (10 minutes) • Group exercise (10 minutes) • Discussion about the exercise (10 minutes) • Short lecture (5 minutes) • Discussion (15 minutes) • Overview-short lecture (5 minutes)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
6.4
6.4
6.7
5.7
5.4
5.2
5 5.2 5.4 5.6 5.8 6 6.2 6.4 6.6 6.8 7
Average grades 2009
Average grades 2010
Average grades 2011
Comparison of average performance on disciplinary content & skills for three years
Students of the Pilot course
Students of the Traditional offeredcourse
Higher average grades for the students of the pilot course
Results for t-test & Effect size
2009: • [t (66.33) = 2.12, p <0.05], 26 students pilot course, 52
students traditional course • Cohen’s d = 0.48, r = 0.23 (medium effect) 2010: • [t (73) = 2.601, p <0.05], 45 students pilot course, 30
students traditional course • Cohen’s d = 0.6, r = 0.29 (medium-large effect) 2011: • [t (79) = 4.029, p <0.00], 42 students pilot course, 39
students traditional course • Cohen’s d = 0.89, r = 0.41 (large effect)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Self-evaluation of Writing skill (before-after scheme for the students of the pilot course)
Self-evaluation criteria:
1. Organise a text (report)
2. Use of literature
3. Synthesis & presentation of information in texts
4. Online information retrieval for documentation purposes
5. Word processing
Technical University of Crete, Department
of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Writing skill – Statistical & Multicriteria Results of the self-evaluation survey (year 2010)
Wilcoxon Test
Weight (before)
SI index (before)
Weight (after)
SI index (after)
% improvement
Organise a text -3.924 (0.000) 32.6% 16.2% 20% 72.9% 350
Use of literature -3.848 (0.000) 20% 19% 20% 41.5% 118
Synthesis & presentation of information
-3.646 (0.000) 20% 25.2% 30.4% 31.8% 26
Information retrieval from internet
-2.358 (0.018) 13.3% 55.2% 15.6% 73.5% 33
Word processing -3.689 (0.000) 14.1% 43.1% 14% 72.7% 69
Global self-evaluation index -4.482 (0.000) 26.9% 56.6% 110.4
Strong Weakness Significant improvement despite the weaknesses
Weakness with improvement Technical University of Crete, Department
of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Writing skill – comparison of the indices at the before-after scheme (2010)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
16.2% 19%
25.2%
55.2%
43.1%
26.9%
72.9%
41.5% 31.8%
73.5%
72.7%
56.6%
0%
10%
20%
30%
40%
50%
60%
70%
80%
organise a text use of literature synthesis &presentation of
information
informationretrieval from
internet
word processing Global self-evaluation index
SI (before) SI (after)
Self-evaluation of speaking skill (before-after scheme for the students of the pilot course)
Self-evaluation criteria:
1. Oral argumentation
2. Formulation of questions-answers in class
3. Participation in discussion in class
4. Speaking in class (speech)
5. Computer-supported presentation of a topic
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Speaking skill – Statistical & Multicriteria Results of the self-evaluation survey (year 2010)
Wilcoxon Test
Weight (before)
SI index (before)
Weight (after)
SI index (after)
% improvem
ent
Oral argumentation -2.461 (0.014) 14.6% 51.6% 37% 23.3% (-54.8)
Formulation of questions-answers in class
-2.953 (0.003) 30.4% 17.3% 13.5% 51.2% 196
Participation in discussion in class -2.051 (0.040) 19.6% 33.9% 16.5% 71.2% 110
Speaking in class (speech) -3.075 (0.002) 20.6% 18.8% 16.5% 33% 75.5
Computer-supported presentation of a topic
-3.798 (0.000) 14.7% 27.2% 16.5% 63.6% 134
Global self-evaluation index -3.162 (0.002) 28.4% 43.2% 52.1
Strong weakness Weakness with improvement
Significant improvement despite the weaknesses
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Speaking skill – comparison of the indices at the before-after scheme (2010)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
23.3%
51.2%
71.2%
33%
63.6%
43.2%
51.6%
17.3%
33.9%
18.8%
27.2% 28.4%
0%
10%
20%
30%
40%
50%
60%
70%
80%
oral argumentation formulation ofquestions-answers
participation indiscussion in class
speaking in class(speech)
computer-supportedpresentation of a
topic
Global self-evaluation index
SI (before) SI (after)
Self-evaluation of teamworking skill (before-after scheme for the students of the pilot course)
Self-evaluation criteria: 1. Organisation & planning activities with
colleagues 2. Collaboration with colleagues for project
completion 3. Respect for different opinions 4. Consensus politics for teamwork 5. Creative criticism to team members 6. Leading a team 7. Mediating for conflicts among members
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Teamworking skill – Statistical & Multicriteria Results of the self-evaluation survey (year 2010)
Wilcoxon Test
Weight (before)
SI index (before)
Weight (after)
SI index (after)
% improveme
nt Organisation & planning activities with colleagues
-3.807 (0.000) 14.3% 58.1% 14.3% 72.3% 24.4
Collaboration with colleagues for project completion
-2.457 (0.014) 15.8% 68.9% 14.3% 72.9% 5.7
Respect for different opinions -1.014 (0.311) 14.3% 72.5% 14.3% 75.9% 4.8
Consensus politics for teamwork
-3.852 (0.000) 13.1% 59.3% 14.3% 75.9% 28
Creative criticism to team members
-3.586 (0.000) 14.3% 60.6% 14.3% 71.8% 18.5
Leading a team -2.696 (0.007) 13.9% 51.1% 14.3% 65.5% 28.2
Mediating for conflicts among team members
-1.272 (0.203) 14.3% 67.2% 14.3% 70.9% 5.5
Global self-evaluation index -3.922 (0.000) 64.7% 76.6% 18.4
Lower room for improvement – higher self-confidence for the teamworking skill Technical University of Crete, Department
of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Teamworking skill – comparison of the indices at the before-after scheme (2010)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
72.3% 72.9% 75.9% 75.9% 71.8%
65.5% 70.9% 76.6%
58.1%
66.8% 72.5%
59.3% 61.1%
51.1%
69.6% 64.70%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
organisation &planning of
activities withcolleagues
collaborationwith colleagues
for projectcompletion
respect fordifferentopinions
consensuspolitics forteamwork
creativecriticism to
team members
leading a team mediating forconflicts amongteam members
Global self-evaluation
index
SI (before) SI (after)
Contribution of different courses at the development of generic skills of students (a hypothetical example – results
from the pilot course)
Writing skill Speaking skill Teamworking skill
Course % GLOBAL IMPROVEMEN
T INDEX
CONTRIBUTION
% GLOBAL IMPROVEME
NT INDEX
CONTRIBUTION
% GLOBAL IMPROVEMEN
T INDEX
CONTRIBUTION
(2010) 110.4 Substantively 52.1 Slightly 18.4 Moderately
(2011) 140.3 Substantively 277.7 Substantively
36.3 Substantively
Low threshold
14.95 112.8 8.95
High threshold
77.63 195.25 22.63
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
The 3-level contribution scale (slightly, moderately, substantively) : a proposal from Felder & Brent (2003)
Implementation of Peer-assessment of written/oral assignments
Written assignments • Collect 6 assignments of different quality (coordinator) • Delete of personal information-details of the authors • Distribution: copies of 6 assignments & a specially designed
evaluation sheet • Distribution: same assignments at the years 2010 & 2011 • Distribution: at the beginning of the pilot course as a homework • When peer-assessment completed a discussion followed for the
findings and results Oral assignments • Distribution of the evaluation sheet before the presentations • Completion of the evaluation sheet after the presentation-speech • When peer-assessment completed a discussion followed for the
findings
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Multicriteria clustering of students as assessors for written assignments based on the assessed weights of criteria
0%
20%
40%
60%
80%
100%
1 2 3 4 5 6 7 8
2011 (19 students)
0%
20%
40%
60%
80%
100%
1 2 3 4 5 6 7 8
2010 (38 students)
0%
20%
40%
60%
80%
100%
1 2 3 4 5 6 7 8
ALL (57 students)
• Criteria weights: UTASTAR • Clusters: Global K-means • Clustering quality:
Silhouette coefficient Technical University of Crete, Department
of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Content completeness Syntax-spelling Text organisation
Population (students-assessors) distribution at the 8 clusters according to criteria weights
2 2 3
10
1 5
29
5 54% 9% 38%
4% 93% 4%
9% 27% 65%
3% 49% 49%
100% 0% 0%
44% 46% 10%
33% 34% 33%
2% 4% 94%
The most populated group: almost equal weight for each of the 3 criteria
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Students’ behavior in peer-assessment: the multicriteria approach for the 8 groups at this case study
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Implementation of integrated feedback policy for students-tutors
From tutor (coordinator of the pilot course) to students • Informative personal comments on written
assignments • Informative personal comments to oral
presentations From students to tutor (coordinator of the pilot course) • Students’ satisfaction survey • Teaching techniques preferences survey
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Results of the students’ satisfaction survey for the years 2010 & 2011. (Application of multicriteria
method MUSA) Criteria Assessed Weight
(%) Assessed satisfaction
index-SI (%)
Content comprehension 16.7 92.3
Connection with prior knowledge and experiences
16.7 94
Quality of the material of the pilot course 16.7 91
Learning & teaching approaches applied 16.7 89.7
Room and recourses used during pilot course
16.7 82
Coordinator’s preparation for the course 16.7 97
GLOBAL SATISFACTION 97.2
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
All satisfaction indices (partial & global) are very
high
Teaching techniques preference survey using Conjoint Analysis (for the development of communication & teamworking skills)
no Factor Level
1 Written assignments Every week Every two weeks
2 Oral presentations Every week Every two weeks
3 Completion of a group project during semester
Yes (project technique is applied) No (project technique is not applied)
4 Discussion through questions-answers Yes (the technique is applied) No (the technique is not applied)
5 10-minute group exercises by cooperation of two students in every meeting
Yes (the technique is applied) No (the technique is not applied)
The survey is based at a specially designed questionnaire using 10 scenarios via orthogonal design (8 design, 2 holdout scenarios)
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Results of the teaching techniques preference survey
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
13.91%
11.81%
21.48%
29.55%
23.25%
0%
5%
10%
15%
20%
25%
30%
35%
written assignments oral presentations group project discussion throughquestions-answers
10-minute groupexercises
I
m
p
o
r
t
a
n
c
e
Factor
The 2 most preferred techniques
Criteria for the verification of the successful redesign of the pilot course
• Students’ performance: higher than that of the students who attended traditional offered course
• Writing skill: improvement despite the weaknesses
• Speaking skill: improvement despite the weaknesses
• Teamworking skill: improvement despite the lower room for improvement
• Satisfaction survey: high satisfaction partially & globally
• CONCLUSION: successful design of the new pilot course
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Some more benefits of the pilot course design & implementation for 3 years
Active participation of students at the learning process Enhancement of students interaction, who are not well-known, friends, etc Connection course’s content with prior learning (knowledge & experience) Development of generic skills of students through a course (major trend applied
universally) Implementation of Formative Assessment techniques (not for grade) Implementation of the peer-assessment technique (new experience for students) Implementation of oral presentation technique on a week basis (new experience for
students at this level of studies) Determining the behavior of students as assessors in peer-assessment process Positive effect of the Learning Objectives of the tutor at the behavior-value system of
the students as assessors Determining the criteria significance weights at the peer-assessment process as
opposed to negotiation process among students and the tutor(s). Determining the preferences of students for teaching & learning approaches applied
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Difficulties for the implementation of active learning
At general level: • Low content flow in comparison with the traditional offered course. • Low number of students per group when active learning is applied, which
practically implies more tutors per course or more time spent by one tutor. • High initial investment in time for the design of the course, new materials, etc. • Substantive investment in time during the course which compete other roles of
tutors, like: research, administration tasks, etc. • Change of the applied low level (or no) feedback. Usually, feedback is an under-
estimated process during teaching. • etc
At Department level:
• No room with round table for the meetings of the students-tutor. Technical University of Crete, Department
of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Difficulties for implementation of active learning (cont.)
At Greek Universities level:
• Absence of a supportive policy for universities in order to describe the Learning Outcomes (Objectives), as opposed to content-based curriculum already applied.
• Staff shortage.
• Educational adequacy of the staff that implements a different technique than the usual lecture.
• Assessment: an under-estimated process usually synonym to grading.
• Generic-transferable skills: unknown words at Higher Education Level.
• The usual assessment technique: summative. New other forms of assessment either formative or summative like e-portfolios are unknown.
• etc
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
Difficulties for implementation of active learning (cont.)
At methodology level: • Literature review demonstrates the dominance of statistics due to the great interest in such a field
of researchers coming from education, sociology, etc thus the use of multicriteria methods is a novelty. Therefore is not easy to ‘compare’ the usefulness of the different approaches applied with previous research.
• Moreover, is not easy to compare the exact results achieved with other researches due to one more reason: the uniqueness of each course even if the compared courses deal with the same subject. Of course, general speaking the results show the same weak and strong points for our students, which agree in a great extent with literature review.
• Data shortage for testing purposes of methodology and techniques. Each researcher owns data concerning his/her students but these data are not available for more persons even for research purposes.
• There is an extended literature about the skills developed during studies. Many synonyms or nearly synonyms terms are used alternatively, like generic skills, graduate skills, key-skills, transferable skills, soft skills, etc. Similarly, classification attempts have produced a large number of different lists of attributes/skills at international level . Mason (2010) says that ‘a definitive agreed set of skills that students in higher education should be fortunate enough to be born with or expected to acquire simply does not exist. This is not only true but also desirable’.
• etc
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate
A proposal for implementation
As an extra like the pilot course, offered in parallel with the traditional form of the course or at a group
of courses where tutors want as volunteers to act innovatively by applying new methods of teaching
and learning.
Key-point for an ‘innovative’ approach: awareness of the academic community!!
Technical University of Crete, Department of Production Engineering & Management, Evangelia (Lia) Krassadaki, PhD candidate