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CARAGA STATE UNIVERSITY College of Engineering and Information Technology
Ampayon, Butuan City
Department of Engineering Sciences
Course Syllabus for GE 113 – Remote Sensing
PART I: VISION, MISSION, GOALS, OBJECTIVES University Vision A premiere university known for academic excellence in science and technology, agriculture, environment and natural resources, engineering, education and the arts towards the sustainable development of Caraga region.
University Mission In pursuit of academic excellence, Caraga State University shall endeavor to deliver the highest quality of instruction, research, extension, production, and administration to produce scientifically trained, technologically skilled, and morally sound individuals contributing to the creation of an eco–friendly and healthy environment.
Core Values Competence Service Uprightness
College Goals
a. To provide relevant and quality undergraduate and graduate engineering and IT education to produce graduates who are globally competent in their fields of specialization, passers of licensure or national competency examinations, and manifesting high ethical standards with concern for the society and environment;
b. To provide post-graduate and continuing education programs to advance the knowledge and enhance the competence of engineers and information technology professionals;
c. To provide an educational experience that will develop students’ full potential to become leaders in their field of specialization and understanding the implications of their work on both to themselves and to society as a whole;
d. To engage in relevant research activities focused on regional and national priority areas that will
Program Educational Objectives Three to five years after graduation, the Geodetic Engineering alumni:
1. Must have advanced their practice in the field of surveying, digital mapping, remote sensing, spatial data handling for land and geographic information systems;
2. Must strive to be globally competitive through upholding the CSU mission values, pursuing continuing education, and continuously advancing personal growth; and
3. Must respond to the holistic demand for a geodetic engineer in protecting the environment, human life and property, promoting socio-economic development, and in providing innovative
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cultivate creative and innovative endeavors to promote economic development; e. To conduct relevant extension programs, and participate in community activities that will promote
awareness on socio-economic, legal and environmental issues; f. To establish and strengthen mutually-beneficial linkages and collaborations with industries,
government institutions and other entities; and g. To subject academic programs and services to quality assurance mechanisms to ensure relevance,
compliance to standards, and continual improvement.
systems for good governance and community service.
Program Intended Learning Outcomes (PILOs) a. Apply knowledge of mathematics, physical sciences, and engineering sciences to the practice of geodetic engineering. b. Design and conduct experiments to test hypotheses and verify assumptions, as well as to organize, analyze and interpret data, draw valid conclusions, and develop mathematical
models for processes. c. Design, improve, innovate and to supervise systems or procedures to meet desired needs within realistic constraints. d. Work effectively in multi-disciplinary and multi-cultural teams in diverse fields of practice. e. Identify, formulate, and solve geodetic engineering problems. f. Understand the effects and impact of the geodetic engineering profession on the environment and the society, as well as the social and ethical responsibilities of the profession. g. Specialized knowledge in at least one focus area of geodetic engineering practices and the ability to apply such knowledge to provide solutions to actual problems. h. Communicate effective oral and written communications particularly in the English language. i. Engage in life-long learning and to keep current of the development in a specific field of specialization. j. Use the appropriate techniques, skills and tools necessary for the practice of geodetic engineering. k. Gain knowledge in contemporary issues under the program.
COURSE INTENDED LEARNING OUTCOMES (CILOs) After completion of the course, the student must be able to:
Program Intended Learning Outcomes (PILOs)*
a b c d e f g h i j k 1. Understand and explain the basic concepts, theories, principles, and real-world applications of Remote
Sensing, including the roles of closely-related fields of Global Positioning System/Global Navigation Satellite Systems (GNSS/GPS), Cartography, Photogrammetry and GIS.
D D D E E E
2. Differentiate, evaluate and perform appropriate manual and computer-assisted processing and analytical techniques and procedures to different types of remotely-sensed data in accordance with the intended area of application.
D D D D E E D
3. Extract or derive relevant information and create thematic maps using remotely-sensed data, techniques and procedures, either in individual or group setup, based on constraints, application requirements and availability of remotely-sensed data.
D D D D D D D D E D E
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4. Communicate thematic maps and other remote sensing-derived information through technical reports and presentations.
D D D D
*I: Introductory; E: Enabling; D: Demonstrative
PART II: COURSE DETAILS Course Name Remote Sensing
Course Code GE 113
No. of Units 3 units (2 units lecture, 1 unit laboratory)
Course Description Principles of remote sensing; identification of geomorphological and cultural features using airborne and satellite imageries; sensors and platforms; digital image processing; thematic mapping applications.
Pre-requisite Phys 41 and GE 103 Co-requisite GE 114
Total Contact Hours 75 hours
Week No.
Topics Intended Learning Outcome (ILOs)
The students must have:
Teaching and Learning Activities
Course Outcomes
Resources Assessment Tasks Allocation Time
1 Orientation
a. Mission and
Vision of the
University and the
College
b. Program
Educational
Objectives
c. Class Policies
and Grading
System
d. Student Code of
Upheld the virtues and core values
of the University and the College
Understood the BSGE Program
Education Objectives, class policies
and grading system, and student
code of conduct
Lecture using PowerPoint presentation
Discussion of Student Handbook
Discussion of Student Code of Conduct
Course syllabus
Student Handbook
Student Code of Conduct
Laptop
Projector
Marker
Whiteboard
Oral Recitation 2 hrs.
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Conduct
e. Leveling of
Expectations
1-2 Concepts and Fundamentals of Remote Sensing
Explained the concepts and
principles in remote sensing.
Differentiated Remote Sensing from
GPS/GNSS, Cartography,
Photogrammetry and GIS.
History of aerial photography and
space-borne remote sensing
Described the different elements in
the Remote Sensing process.
Lecture using PowerPoint presentation
Multimedia Presentation
Film showing
Brainstorming
Group Dynamics/Focus Group Discussion
CILO 1 Laptop
Projector
Marker
Whiteboard
Textbook
Researched materials from the internet
Oral Recitation
Quizzes
Assignment
8 hrs.
3-4 Electromagnetic Radiation Principles
Explained the role of
electromagnetic radiation in the
remote sensing process
Described how electromagnetic
energy interacts in the atmosphere
Described how electromagnetic
energy interacts with earth surface
features
Explained the different responses of
earth surface features to
electromagnetic energy.
Described how spectral signatures
can aid in identifying objects from a
remotely-sensed data.
Lecture using PowerPoint presentation
Multimedia Presentation
Brainstorming
Group Dynamics/Focus Group Discussion
Peer teaching/cooperative learning
Individual and Group Problem Solving
Lab. Demo
CILO 1 Laptop
Projector
Marker
Whiteboard
Textbook Researched
materials from the internet
Spectroradiometer instrument and software
Oral Recitation
Quizzes
Assignment
Problem Sets
Laboratory Exercise Report
10 hrs.
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Laboratory Exercises
5 Remote Sensing Data Collection
Identified and described the
different types of sensors,
instruments and platforms used in
collecting remote sensing data
Identified and described the basic
characteristics of remote sensing
image data
Identified and described the
different sensor characteristics and
resolution properties
Lecture using PowerPoint presentation
Multimedia Presentation
Brainstorming
Group Dynamics/Focus Group Discussion
Peer teaching/cooperative learning
Individual and Group Problem Solving
Lab. Demo
Laboratory Exercises
CILO 1 Laptop
Projector
Marker
Whiteboard Textbook
Researched materials from the internet
Spectroradiometer instrument and software
Remote Sensing image datasets
Remote Sensing Image Visualization and Processing Software
Oral Recitation
Quizzes
Assignment
Problem Sets Laboratory
Exercise Report
5 hrs.
Week 6 – Preliminary Examination
7 Visual Interpretation of Remotely-Sensed Images
Explained the concepts and different
elements of visual image
interpretation
Interpreted remote sensing images
to identify features using visual
image interpretation keys
Lecture using PowerPoint presentation
Multimedia Presentation
Brainstorming
Group Dynamics/Focus Group Discussion
Peer
CILO 1, CILO 2, CILO 3, CILO 4
Laptop
Projector
Marker
Whiteboard Textbook
Researched materials from the internet
Remote Sensing image datasets
Oral Recitation
Quizzes
Assignment
Laboratory Exercise Report
5 hrs.
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teaching/cooperative learning
Lab. Demo
Laboratory Exercises
Remote Sensing Image Visualization and Processing Software
8 Introduction to Digital Image Interpretation and Analysis
Identified and described the various
computer-assisted procedures of
manipulation and interpretation of
digital images
Visualized images using a remote
sensing image visualization and
processing software
Lecture using PowerPoint presentation
Multimedia Presentation
Lab. Demo
Laboratory Exercises
CILO 2, CILO 3
Laptop
Projector
Marker
Whiteboard
Textbook Researched
materials from the internet
Remote Sensing image datasets
Remote Sensing Image Visualization and Processing Software
Oral Recitation
Quizzes
Assignment Laboratory Exercise Report
2 hrs
8-10 Image Rectification and Restoration
Explained the principles of image
rectification and restoration
Identified and described the
different computer-assisted
procedures in image rectification
and restoration
Performed image rectification and
registration using a remote sensing
image visualization and processing
software
Lecture using PowerPoint presentation
Group Dynamics/Focus Group Discussion
Individual and Group Problem Solving
Lab. Demo
Laboratory Exercises
CILO 2, CILO 3, CILO 4
Laptop
Projector
Marker
Whiteboard
Textbook Researched
materials from the internet
Remote Sensing image datasets
Remote Sensing
Oral Recitation
Quizzes
Assignment
Problem Set
Laboratory Exercise Report
13 hrs.
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Image Visualization and Processing Software
11 Image
Enhancement
Explained the principles of image
enhancement
Identified and described the
different computer-assisted
procedures in image enhancement
Performed image enhancement
using a remote sensing image
visualization and processing
software
Lecture using PowerPoint presentation
Group Dynamics/Focus Group Discussion
Individual and Group Problem Solving
Lab. Demo
Laboratory Exercises
CILO 2, CILO 3, CILO 4
Laptop
Projector
Marker
Whiteboard
Textbook
Researched materials from the internet
Remote Sensing image datasets
Remote Sensing Image Visualization and Processing Software
Oral Recitation
Quizzes
Assignment
Problem Set
Laboratory Exercise Report
5 hrs.
Week 12 – Midterm Examination
13-14 Image
Classification and
Accuracy
Assessment
Explained the principles of image
classification
Identified and described the
different methods of image
classification
Identified and described the
procedures involved in image
accuracy assessment
Performed image classification and
accuracy assessment using a remote
sensing image visualization and
Lecture using PowerPoint presentation
Group Dynamics/Focus Group Discussion
Individual and Group Problem Solving
Peer teaching/cooperative learning
Lab. Demo
CILO 2, CILO 3, CILO 4
Laptop
Projector
Marker
Whiteboard Textbook
Researched materials from the internet
Remote Sensing image datasets
Ground truth datasets
Oral Recitation
Quizzes
Assignment
Problem Set Laboratory
Exercise Report
10 hrs.
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processing software
Explained the importance of yielding
high accuracies in image
classification
Laboratory Exercises
Remote Sensing Image Visualization and Processing Software
15 Introduction to
Global Positioning
System and Other
GNSS Technologies
Explained the concepts of GPS and
GNSS
Described the roles of GPS/GNSS in
the Remote Sensing process,
particularly in image processing,
classification and accuracy
assessment
Conducted GNSS/GPS surveys to
gather data needed for image
classification and accuracy
assessment
Lecture using PowerPoint presentations
Multimedia Presentation
Field Demonstration
Laboratory Exercises
CILO 1, CILO 3, CILO 4
Laptop Projector
Marker
Whiteboard
Textbook
Researched materials from the internet
Remote Sensing image datasets
Ground truth datasets
Remote Sensing Image Visualization and Processing Software
Handheld GPS/GNSS equipment
Oral Recitation Quizzes
Assignment
Laboratory Exercise Report
5 hrs.
16-17 Applications of
Remote Sensing
Identified and differentiated the
various applications of remote
sensing to agriculture, forestry,
mining and geology, hydrology,
land-cover, and other environmental
applications.
Identified and described the type of
Lecture using PowerPoint presentation
Multimedia Presentation
Film showing
Group Dynamics/Focus
CILO 1, CILO 2, CILO 3, CILO 4
Laptop Projector
Marker
Whiteboard
Textbook
Researched materials from the internet
Oral Recitation Quizzes
Assignment
Individual/Group Reports
Oral presentations
10 hrs.
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remotely-sensed images and the
appropriate processing and
analytical procedures for each area
of application
Group Discussion Individual and
group reporting
Week 18 – Final Examination References: • Lillesand, T. M., Kiefer, R. W., & Chipman, J. W. (2008). Remote Sensing and Image Interpretation 6th Edition. United States of America: John Wiley & Sons, Inc. • Jensen, J.R. (2007). Remote Sensing of the Environment: An Earth Resource Perspective, 2nd Edition. New Jersey: Pearson Education/Prentice Hall. • Fundamentals of Remote Sensing (Online Tutorial). Available at http://www.nrcan.gc.ca/earth-sciences/geomatics/satellite-imagery-air-photos/satellite-imagery-products/educational-resources/9309
Part III. Class Policies and Evaluation Details
A. Rubrics as Evaluation Measure:
Oral Recitation
Criteria 0 - Not Acceptable/ No Recitation
1 – Poor 3 –Good 4- Very Good 5 - Excellent Score
Presentation No oral recitation is attempted.
The student makes a presentation without stating the question or its importance. The delivery is difficult to follow.
The student describes the question studied and conclusions are stated, but supporting information is not strong.
The delivery and sentence structure are generally correct. Questions from the audience are answered clearly.
Eye contact is made and sustained throughout the presentation. The student clearly describes the question studied and provides strong reasons for its importance.
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Knowledge No oral recitation is attempted.
There is no indication of preparation or organization.
Question is being answered.
An adequate amount of information is given to support the conclusions that are drawn and described.
Specific information is given to support the conclusions that are drawn and described.
Critical Thinking No oral recitation is attempted.
The topic is unclear and no adequate conclusions are stated.
The delivery and sentence structure are generally correct
There is evidence of or example cited for the topic.
Questions from the audience are clearly answered with specific and appropriate information.
Assignments (Essay or Report-type) and Technical Reports
Criteria 0- No Assignment 1- Inadequate (Below Standard)
3- Adequate (Meets Standard)
4- Above Average (Exceeds Standard)
5 - Exemplary (Far Exceeds Standards)
Score
Organization No assignment/report is
submitted
Writing lacks logical organization. It shows some coherence but ideas lack unity. Serious errors.
Writing is coherent and logically organized. Some points remain misplaced and stray from the topic. Transitions evident but not used throughout essay.
Writing is coherent and logically organized with transitions used between ideas and paragraphs to create coherence. Overall unity of ideas is present.
Writing shows high degree of attention to logic and reasoning of points. Unity clearly leads the reader to the conclusion and stirs thought regarding the topic.
Level of Content No assignment/report is
submitted
Shows some thinking and reasoning but most ideas are underdeveloped and unoriginal.
Content indicates thinking and reasoning applied with original thought on a few ideas.
Content indicates original thinking and develops ideas with sufficient and firm evidence.
Content indicates synthesis of ideas, in depth analysis and evidences original thought and support for the topic.
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Development No assignment/report is
submitted
Main points lack detailed development. Ideas are vague with little evidence of critical thinking.
Main points are present with limited detail and development. Some critical thinking is present.
Main points well developed with quality supporting details and quantity. Critical thinking is weaved into points
Main points well developed with high quality and quantity support. Reveals high degree of critical thinking.
Format No assignment/report is
submitted
Fails to follow format and assignment requirements; incorrect margins, spacing and indentation; neatness of essay needs attention.
Meets format and assignment requirements; generally correct margins, spacing, and indentations; essay is neat but may have some assembly errors.
Meets format and assignment requirements; margins, spacing, and indentations are correct; essay is neat and correctly assembled.
Meets all formal and assignment requirements and evidences attention to detail; all margins, spacing and indentations are correct; essay is neat and correctly assembled with professional look.
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Quiz (Essay-type)
Criteria 0-No Answer 1-Needs Improvement 3- Adequate 5- Exemplary Score
General Approach Doesn’t really address the question. States few relevant answers. Reveals some misconceptions. Is not clearly or logically organized. Errors in grammar and style.
Doesn’t address the questions explicitly, although does so tangentially. States a relevant and justifiable answer. Presents arguments in a logical order.
Addresses the question. States a relevant, justifiable answer. Presents arguments in a logical order. Uses acceptable style and grammar (no errors).
Comprehension Doesn’t demonstrate accurate understanding of question but makes an effort. No evidence to support response to question.
Demonstrates an accurate but only adequate understanding of the question. Doesn’t back conclusions with data. Uses only one idea to support the answer. Less thorough than above.
Demonstrates an accurate and complete understanding of the question. Backs conclusions with data and justifications. Uses 2 or more ideas, examples and/or arguments that support the answer
Seat Work/ Board Work/Problem Solving
Criteria 0- No Answer 1- Inadequate (Below Standard)
3- Adequate (Meets Standard)
4- Above Average (Exceeds Standard)
5 - Exemplary (Far Exceeds Standards)
Score
General Approach Student left the problem blank, or simply gave an answer, correct or not, without showing the appropriate work.
Student attempted the problem and did not finish it. Student failed to use the correct method or did not follow the instructions given in the problem.
Student attempted the problem and did not finish it. Student used the correct method, however did not take the problem to completion.
The student's work is for the most part correct. There may be an arithmetic error, or a problem with the format of the answer. Work is clear and easy to follow.
Student showed all required work to arrive at a correct solution. Work is clear and easy to follow.
Problems with two solutions, not clearly marked which is to be graded.
Problems that require the use of a variable: the variable is not explicitly defined.
Problems that require the use of variable have the
variable explicitly defined.
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Oral /Project Presentation
Criteria 0- No Oral Presentation
1- Bad 2- Poor 3- Good 5 - Excellent Score
Content The topic/project being presented is not clear; information included that does not support the topic/project in any way.
There is a great deal of information that is not clearly connected to the topic/project.
Sufficient information that relates to the topic/project; many good points made but there is an uneven balance and little variation.
An abundance of material clearly related to the topic/project is included; points are clearly made and all evidence supports the topic/project; varied use of materials.
Coherence and Organization
Presentation is choppy and disjointed; does not flow smoothly; development of the topic/project being presented is vague; no apparent logical order of presentation
Concepts and ideas are loosely connected; lacks clear transitions; flow and organization are choppy
Most of the information are presented in a logical sequence; generally well organized but better transitions from idea to idea and medium to medium is needed
The topic/project is clearly stated and developed; specific examples are appropriate and clearly developed the topic/project; conclusion is clear; the presenter shows control; presentation flows together well; good transitions; succinct but not choppy; very well organized.
Creativity Repetitive with little or no variety; insufficient use of multimedia
Little or no variation; material presented with little originality or interpretation
Some originality is apparent; good variety and blending of materials/media
Very original presentation of materials; uses the unexpected to full advantage; captures audience’s attention
Presentation Material Little or no multimedia used or ineffective use of multimedia; imbalance in use of materials – too much of one, not enough of another
Choppy use of multimedia; lacks smooth transition from one medium to another; multimedia not clearly connected to the topic/project being
Use of multimedia not as varied and not as well connected to the topic/project being presented
Balanced use of multimedia; properly used to develop the topic/project; use of media is varied and appropriate
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presented. N
on
-ve
rbal
Sp
eak
ing
Skill
s Eye Contact No eye contact with
audience, as entire report is read from notes/slides
Displayed minimal eye contact with audience, while reading mostly from notes/slides
Consistent use of direct eye contact with audience, but still returns to reading notes/slides
Holds attention of entire audience with the use of direct eye contact, seldom looking at notes
Body Language
No movement or descriptive gestures
Very little movement or descriptive gestures
Made movements or gestures that enhances articulation
Movements seem fluid and help the audience visualize
Poise Tension and nervousness is obvious; has trouble recovering from mistakes
Displays mild tension; has trouble recovering from mistakes
Makes minor mistakes, but quickly recovers from them; displays little or no tension
Speaker displays relaxed, self-confident nature about self, no mistakes.
Ve
rbal
Sp
eak
ing
Skill
s
Enthusiasm Shows absolute no interest in topic presented
Shows some negativity toward the topic presented
Occasionally shows positive feelings about topic
Demonstrates a strong positive feeling about topic during entire presentation
Elocution The speaker mumbles, incorrectly pronounces terms, and speaks too quietly for a majority of the audience to hear
The speaker’s voice is low; incorrectly pronounces terms. Audience members have difficulty hearing the presentation
The speaker’s voice is clear; pronounces most words correctly. Most audience members can hear the presentation.
Speaker uses a clear voice and correct, precise pronunciation of terms so that all audience members can hear the presentation.
Subject/Topic Knowledge
Speaker does not have grasp of information; cannot answer questions about the subject/topic being presented
Speaker is uncomfortable with information and is able to answer only rudimentary questions
Speaker is at ease with expected answers to all questions, without elaboration
Speaker demonstrates full knowledge by answering all questions with explanations and elaborations
Length of Presentation Too long or too short; ten or more minutes above or below the allotted time
Within six minutes of allotted time (+/-)
Within four minutes of allotted time (+/-)
Within two minutes of allotted time (+/-)
Laboratory Exercise
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Criteria 0- No Laboratory Exercise Conducted
1- Not Acceptable 2- Below Expectations 3- Meets Expectations 5 – Exceeds Expectations Score
Equipment and/or Computer Hardware and Software Use
a. Understanding of equipment and/or software operation and limitations
Equipment and/or computer hardware and software used in a fundamentally wrong manner
Some conceptual errors in usage of equipment and/or computer hardware and software
Equipment and/or computer hardware and software used properly
Innovative and proper usage of equipment and/or computer hardware and software
b. Safety usage of equipment and/or computer hardware and software
Damage to equipment and/or computer hardware and software due to improper usage
Some risk to equipment and/or computer hardware and software due to improper usage
Safe usage of equipment and/or computer hardware and software
Safety precautions above requirements are observed/used.
c. Setup of equipment and/or computer hardware and software
Equipment and/or computer hardware and software set up in a non-functional manner
Setup will cause data errors Equipment and/or computer hardware and software properly set up
Equipment and/or computer hardware and software set up are enhanced for better precision
Laboratory Exercise Report
a. Report is logically coherent and sequential
Conditions for data and and/or analysis not stated. Unclear report
All data and analysis present, but not in sequence. Must search for items.
Data and analysis results presented clearly following each procedure.
Data and analysis results presented clearly along with excellent narrative.
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Class Policies: (For detailed policies, please refer to Student Handbook) a. An “INC” is given to a student whose class standing throughout the semester is passing but fails
to appear for a final examination or complete all requirements for the course due to a valid reason.
b. A student with 3 consecutive absences will be DROPPED from the class. c. Academic dishonesty will not be tolerated. Any student found to have participated in academic
dishonesty will receive a “5.0” in the course, and maybe subject to further disciplinary action. The Student Code of Conduct prohibits students from committing the following acts of academic dishonesty: academic fraud, copying or allowing one’s work to be copied, fabrication/falsification, sabotage of other’s work, substitution (ex. Taking an exam for someone else) among others. (Refer to student handbook for more detailed class policies, rules and regulations.)
Criteria for Grading
Major Exams Prelim Exam 15% Midterm Exam 15% Final 20%
Others Oral Recitation and Attendance 5% Quizzes, Problem Sets, Assignments and Presentations 20% Laboratory Exercises 25% 100%
Behavioral Dimension Evaluation Prelim Midterm Finals Knowledge 60% 75% 50% Comprehension 20% 10% 10%
Application/ Analysis 20% 15% 40% The final grade corresponding to the student’s general average is given in the table below.
General Average 96 - 100 91 - below 96 86 - below 91 81 - below 86 76 - below 81 72 - below 76 68 - below 72 64 - below 68 60 - below 64 50-below 60
Below 50
Final Grade 1.0 1.25 1.50 1.75 2.00 2.25 2.50 2.75 3.00 4.0/INC
5.00