INFORMATION TECHNOLOGIES (TURKISH, THESIS)
Master	TR-NQF-HE: Level 7	QF-EHEA: Second Cycle	EQF-LLL: Level 7

Course & Program Outcomes Matrix

No Effect	1 Lowest	2 Low	3 Average	4 High	5 Highest

No Effect	ED (Lowest)	D (Low)	O (Average)	Y (High)	EY (Highest)

No Effect	Lowest	Low	Average	High	Highest

Program Outcomes

Total

Courses

ISM5101 Research Methods and Ethics

0.00

ISM5101 Research Methods and Ethics

YZM5507 Data Modelling and Relational Databases

56.67

YZM5507 Data Modelling and Relational Databases

YZM5511 Information Systems Analysis and Design

56.67

YZM5511 Information Systems Analysis and Design

YZM5610 Information Technologies Project Management

56.67

YZM5610 Information Technologies Project Management

YZM5887 Seminar

55.00

YZM5887 Seminar

YZM5888-1 Master Thesis

56.67

YZM5888-1 Master Thesis

YZM5888-2 Master Thesis

81.67

YZM5888-2 Master Thesis

CMP5208 Parallel Computing with GPUs													0	0.00
CMP5208 Parallel Computing with GPUs
CMP5208 Parallel Computing with GPUs
ISM5231 Strategic Management							4		3				7	11.67
ISM5231 Strategic Management							Y		O
ISM5231 Strategic Management
YZM5302 Agile Project Management													0	0.00
YZM5302 Agile Project Management
YZM5302 Agile Project Management
YZM5405 Learning Organizations	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5405 Learning Organizations	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5405 Learning Organizations
YZM5540 Programming with ASP.NET	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5540 Programming with ASP.NET	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5540 Programming with ASP.NET
YZM5550 Business Intelligence	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5550 Business Intelligence	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5550 Business Intelligence
YZM5560 Database Programming with PL/SQL	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5560 Database Programming with PL/SQL	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5560 Database Programming with PL/SQL
YZM5604 Information Security Management	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5604 Information Security Management	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5604 Information Security Management
YZM5622 Human Computer Interaction Design	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5622 Human Computer Interaction Design	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5622 Human Computer Interaction Design
BDA5002 Marketing Analytics													0	0.00
BDA5002 Marketing Analytics
BDA5002 Marketing Analytics
BDA5012 Big Data in Cloud Computing													0	0.00
BDA5012 Big Data in Cloud Computing
BDA5012 Big Data in Cloud Computing
BDA5011 Big Data and Analytics													0	0.00
BDA5011 Big Data and Analytics
BDA5011 Big Data and Analytics
CMP5101 Data Mining	4	2	4				4					4	18	30.00
CMP5101 Data Mining	Y	D	Y				Y					Y
CMP5101 Data Mining
CMP5103 Artificial Intelligence	4	2	4				2					4	16	26.67
CMP5103 Artificial Intelligence	Y	D	Y				D					Y
CMP5103 Artificial Intelligence
CMP5133 Artificial Neural Networks	4	3	3				2					4	16	26.67
CMP5133 Artificial Neural Networks	Y	O	O				D					Y
CMP5133 Artificial Neural Networks
ISM5124 Strategic Human Resources Management									3			3	6	10.00
ISM5124 Strategic Human Resources Management									O			O
ISM5124 Strategic Human Resources Management
ISM5212 Quality Management						1	2		3		1	1	8	13.33
ISM5212 Quality Management						ED	D		O		ED	ED
ISM5212 Quality Management
ISM5206 Decision Analysis			3				3				1		7	11.67
ISM5206 Decision Analysis			O				O				ED
ISM5206 Decision Analysis
ISM5510 Innovation and Creativity Management													0	0.00
ISM5510 Innovation and Creativity Management
ISM5510 Innovation and Creativity Management
ISM5223 Corporal Management and Entrepreneurship												3	3	5.00
ISM5223 Corporal Management and Entrepreneurship												O
ISM5223 Corporal Management and Entrepreneurship
CYS5789 Cyber Security Law													0	0.00
CYS5789 Cyber Security Law
CYS5789 Cyber Security Law
CYS5178 Penetration Testing													0	0.00
CYS5178 Penetration Testing
CYS5178 Penetration Testing
CYS5123 Web Application Security: Hacking and Defence													0	0.00
CYS5123 Web Application Security: Hacking and Defence
CYS5123 Web Application Security: Hacking and Defence
CYS5119 Secure Web Software Development													0	0.00
CYS5119 Secure Web Software Development
CYS5119 Secure Web Software Development
CMP5550 Computer Vision	4	3	4									4	15	25.00
CMP5550 Computer Vision	Y	O	Y									Y
CMP5550 Computer Vision
CMP5121 Network Security and Cryptography	4	3	4	3	2	5						4	25	41.67
CMP5121 Network Security and Cryptography	Y	O	Y	O	D	EY						Y
CMP5121 Network Security and Cryptography
ISM5254 Applied Optimization Techniques			3				3					2	8	13.33
ISM5254 Applied Optimization Techniques			O				O					D
ISM5254 Applied Optimization Techniques
ISM5322 Supply Chain Design													0	0.00
ISM5322 Supply Chain Design
ISM5322 Supply Chain Design
ISM5128 Financial Literacy for Executives												3	3	5.00
ISM5128 Financial Literacy for Executives												O
ISM5128 Financial Literacy for Executives
ISM5204 Investment Decision Making							3					3	6	10.00
ISM5204 Investment Decision Making							O					O
ISM5204 Investment Decision Making
INE6150 Design of Experiments													0	0.00
INE6150 Design of Experiments
INE6150 Design of Experiments
INE5206 Decision Analysis													0	0.00
INE5206 Decision Analysis
INE5206 Decision Analysis
INE5309 Enterprise Resource Planning with SAP	1								4		4	1	10	16.67
INE5309 Enterprise Resource Planning with SAP	ED								Y		Y	ED
INE5309 Enterprise Resource Planning with SAP
INE5126 System Simulation													0	0.00
INE5126 System Simulation
INE5126 System Simulation
BLG5625 Linux and Computer Networks	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
BLG5625 Linux and Computer Networks	O	O	D	D	D	D	O	Y	O	O	O	Y
BLG5625 Linux and Computer Networks
CMP5123 Computer Networks and Mobile Communications	4	3	3	1	2	4						4	21	35.00
CMP5123 Computer Networks and Mobile Communications	Y	O	O	ED	D	Y						Y
CMP5123 Computer Networks and Mobile Communications
CMP5126 Image and Video Processing	3	3	3									4	13	21.67
CMP5126 Image and Video Processing	O	O	O									Y
CMP5126 Image and Video Processing
CMP5130 Machine Learning and Pattern Recognition	4	4	4				3					4	19	31.67
CMP5130 Machine Learning and Pattern Recognition	Y	Y	Y				O					Y
CMP5130 Machine Learning and Pattern Recognition
CMP6138 Analysis of Algorithms	4	4	5									4	17	28.33
CMP6138 Analysis of Algorithms	Y	Y	EY									Y
CMP6138 Analysis of Algorithms
CMP5203 High Performance Computer Architecture													0	0.00
CMP5203 High Performance Computer Architecture
CMP5203 High Performance Computer Architecture
CYS5021 Cyber Security													0	0.00
CYS5021 Cyber Security
CYS5021 Cyber Security
ENM5212 Quality Management													0	0.00
ENM5212 Quality Management
ENM5212 Quality Management
ENM5510 Innovation and Creativity Management													0	0.00
ENM5510 Innovation and Creativity Management
ENM5510 Innovation and Creativity Management
IND5101 Smart Factories													0	0.00
IND5101 Smart Factories
IND5101 Smart Factories
IND5102 Internet of Things													0	0.00
IND5102 Internet of Things
IND5102 Internet of Things
INE5111 Mathematical Programming and Modelling		2											2	3.33
INE5111 Mathematical Programming and Modelling		D
INE5111 Mathematical Programming and Modelling
INE5261 Multi Attribute Decision Making											1		1	1.67
INE5261 Multi Attribute Decision Making											ED
INE5261 Multi Attribute Decision Making
ISM5203 Statistical Data Analysis and Decision Making	2	1	1	1	1	1	3	1	1	3	1	1	17	28.33
ISM5203 Statistical Data Analysis and Decision Making	D	ED	ED	ED	ED	ED	O	ED	ED	O	ED	ED
ISM5203 Statistical Data Analysis and Decision Making
ISM5225 Human Resources Management												3	3	5.00
ISM5225 Human Resources Management												O
ISM5225 Human Resources Management
ISM5242 Service Operations Management												3	3	5.00
ISM5242 Service Operations Management												O
ISM5242 Service Operations Management
ISM5302 Supply Chain and Logistics Management													0	0.00
ISM5302 Supply Chain and Logistics Management
ISM5302 Supply Chain and Logistics Management
SEN5301 Introduction to Information Technologies Services Management	4	2	2	2	3	2	2	2	4	1	4	2	30	50.00
SEN5301 Introduction to Information Technologies Services Management	Y	D	D	D	O	D	D	D	Y	ED	Y	D
SEN5301 Introduction to Information Technologies Services Management
YZM5316 Business Systems Management	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5316 Business Systems Management	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5316 Business Systems Management
YZM5601 Programming with Java	3	3	2	2	2	2	3	4	3	3	3	4	34	56.67
YZM5601 Programming with Java	O	O	D	D	D	D	O	Y	O	O	O	Y
YZM5601 Programming with Java