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ISTANBUL GELİŞİM UNIVERSITY INFORMATION SYSTEM

Management Informatıon Systems

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Total Course & Programme Outcome Relationship

Level of Contribution
0 1 2 3 4 5

Compulsory Course Units
Name of the Course Unit 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 T %
PRINCIPLES OF ATATURK AND HISTORY OF TURKISH REVOLUTION I 1 1 1 1 1 1 1 1 1 2 3 1 1 1 1 1 2 1 1 23 12,78
PRINCIPLES OF ATATURK AND HISTORY OF TURKISH REVOLUTION II 1 1 1 1 1 1 1 1 1 2 3 2 1 1 1 1 2 1 1 24 13,33
PRINCIPLES OF ECONOMICS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
INTRODUCTION TO SUSTAINABILITY 3 3 2 4 3 3 4 3 3 4 5 4 3 4 4 4 3 4 5 68 37,78
STATISTICS I 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 76 42,22
STATISTICS II 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 57 31,67
INTRODUCTION TO LAW 2 2 2 2 2 2 2 2 3 3 5 3 2 3 2 2 5 2 2 48 26,67
MANAGEMENT AND ORGANIZATION 5 3 3 3 3 3 5 4 3 5 5 5 4 4 0 1 4 5 5 70 38,89
ACADEMIC ACHIEVEMENT AND SOCIAL LIFE SKILLS 3 4 4 4 3 3 4 4 4 4 5 5 4 5 5 5 4 3 5 78 43,33
MATHEMATICS 1 5 4 5 3 4 3 5 4 4 4 5 4 3 3 3 5 4 3 72 40
INTRODUCTION TO POLITICAL SCIENCE 1 1 1 2 1 1 1 2 3 2 5 1 1 3 1 5 1 1 1 34 18,89
INTRODUCTION TO SOCIOLOGY 2 3 3 3 3 3 3 3 4 3 5 3 3 4 4 4 3 3 4 63 35
RESEARCH METHODS IN THE SOCIAL SCIENCES 3 4 4 1 4 3 1 2 3 4 4 4 2 3 3 1 4 2 2 54 30
THESIS 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 95 52,78
TURKISH LANGUAGE I 2 1 3 1 2 2 2 1 1 3 2 1 1 2 2 1 3 2 2 34 18,89
TURKISH LANGUAGE II 5 3 5 1 1 2 2 2 1 5 5 3 1 5 3 5 3 2 2 56 31,11
INTRODUCTION TO MANAGEMENT INFORMATION SYSTEMS 5 3 4 3 5 5 3 3 4 5 5 5 5 5 5 3 5 5 5 83 46,11
SYSTEM ANALYSIS AND ALGORITHMS 4 5 5 5 5 4 5 5 5 5 5 5 5 5 5 4 4 5 5 91 50,56
BUSINESS MATHEMATICS 4 5 4 5 5 5 4 5 4 5 5 5 5 3 3 2 5 5 4 83 46,11
INTRODUCTION TO INFORMATION TECHNOLOGIES 5 5 0 1 0 0 1 0 0 0 0 0 0 5 0 0 0 0 0 17 9,44
INTRODUCTION TO DATABASE 3 4 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 5 4 89 49,44
NETWORK DESIGN 4 3 3 5 4 3 4 5 4 5 5 5 5 4 4 4 4 5 5 81 45
DATA AND TEXT MINING 4 5 5 5 5 5 5 5 5 5 5 5 5 3 3 3 4 5 4 86 47,78
DATABASE MANAGEMENT 4 5 5 5 5 5 5 5 5 5 5 5 5 4 5 3 4 5 4 89 49,44
E-BUSINESS AND E-COMMERCE 4 3 3 5 4 3 4 4 3 5 5 5 5 4 4 3 3 5 4 76 42,22
DECISION SUPPORT SYSTEMS 4 4 5 5 5 5 5 5 5 5 5 5 5 3 3 3 4 5 3 84 46,67
DATA ANALYTICS II 4 5 5 5 5 5 5 5 5 5 4 5 5 3 3 4 4 5 3 85 47,22
DATA ANALYTICS I 5 5 5 5 5 4 4 5 5 5 5 5 5 4 4 3 5 5 4 88 48,89
CYBER SECURITY 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
NETWORK ANALYSIS 4 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 5 5 4 90 50
BIG DATA ANALYSIS 4 5 5 5 5 5 5 5 5 5 5 5 5 4 3 3 5 5 4 88 48,89
ENTERPRISE RESOURCE PLANNING SYSTEMS 5 4 5 5 5 5 4 5 4 5 5 5 5 4 3 3 3 5 4 84 46,67
FOREIGN LANGUAGE I (ENG.) 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 95 52,78
FOREIGN LANGUAGE II (ENG.) 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 95 52,78
TOTAL 114 119 119 119 117 114 115 119 117 133 142 129 119 120 105 101 120 122 112 2256 1253,33

Course-Programme Outcome Relationship
Name of the Course Unit 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 T %
GERMAN I 0 0 0 1 0 1 2 1 2 2 2 2 1 3 3 5 2 1 1 29 3,66
GERMAN II 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 2 0,25
GERMAN III 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
GERMAN IV 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
ARABIC I 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC II 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC III 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC IV 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PREVENTION OF ADDICTIONS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
INTRODUCTION TO EDUCATION 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
TEACHING PRINCIPLES AND METHODS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
CLASSROOM MANAGEMENT 1 2 2 2 2 3 3 4 4 4 4 4 4 4 3 3 3 3 3 58 7,32
SPECIAL TEACHING METHODS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
GUIDANCE AND SPECIAL EDUCATION 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
MEASUREMENT AND EVALUATION IN EDUCATION 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
EDUCATION PSYCHOLOGY 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
INSTRUCTIONAL TECHNOLOGIES 3 0 0 0 0 0 2 0 3 3 3 2 0 3 0 3 0 0 2 24 3,03
TEACHING PRACTICE 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ENVIRONMENTAL ECONOMY AND SUSTAINABILITY 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
DIGITAL MONEY AND PAYMENT SYSTEMS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
INTRODUCTION TO DATA ANALYSIS IN PYTHON 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIAL ECONOMY 4 3 3 3 4 3 3 3 3 3 4 4 4 4 4 2 3 3 4 64 8,08
FRENCH I 0 0 1 1 0 0 0 1 0 0 0 1 5 5 5 5 0 1 0 25 3,16
FRENCH II 0 1 0 0 0 0 1 0 0 2 0 1 0 1 0 0 0 0 0 6 0,76
FRENCH III 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
FRENCH IV 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
ENTREPRENEURSHIP 2 1 2 1 2 2 3 2 3 3 3 3 5 5 2 1 1 4 5 50 6,31
CULTURE AND CREATIVE INDUSTRIES 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
DIGITAL MARKETING 1 1 3 3 3 4 3 4 4 3 2 4 2 2 2 2 2 3 1 49 6,19
PUBLICITY IN TOURISM 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 0,38
HEALTH COMMUNICATION 1 5 3 4 4 4 5 4 4 3 5 4 5 4 4 3 5 4 4 75 9,47
ADVERTISEMENT WRITING 2 3 3 4 4 4 5 5 5 3 5 4 4 5 4 3 5 4 4 76 9,6
REPRESENTATION, SUPERVISION AND MANAGEMENT 1 1 2 1 1 2 1 2 2 3 1 1 1 2 1 2 1 1 2 28 3,54
BASIC HEALTH INFORMATION AND FIRST AID 0 0 0 0 0 0 0 0 0 0 0 0 2 2 0 0 1 0 1 6 0,76
AIRCRAFT ACCIDENTS AND CASE INVESTIGATIONS 0 0 4 2 0 2 0 0 0 0 0 2 0 0 0 0 3 3 0 16 2,02
CURRENT ISSUES IN AVIATION 1 1 1 1 1 2 1 1 2 2 1 1 1 1 1 1 1 1 3 24 3,03
OCCUPATIONAL HEALTH AND SAFETY 3 4 5 5 5 5 5 5 4 3 5 5 5 5 5 2 5 5 5 86 10,86
CAREER DEVELOPMENT 5 5 5 5 4 5 5 4 4 5 5 5 5 5 5 5 4 5 5 91 11,49
FUNDAMENTALS OF BUSINESS 3 4 4 4 3 4 4 4 3 4 4 4 3 4 4 3 4 4 3 70 8,84
FUNDAMENTALS OF MANAGEMENT 5 5 3 0 1 4 5 2 5 4 4 4 4 5 4 0 3 2 5 65 8,21
FUNDAMENTALS OF MARKETING 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 19 2,4
ITALIAN I 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 3 0 0 0 7 0,88
ITALIAN II 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
ITALIAN III 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
ITALIAN IV 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
BASIC KOREAN (CONVERSATION) 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 19 2,4
PSYCHOLOGY OF LEADERSHIP 5 5 5 5 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 68 8,59
POLITICAL PSYCHOLOGY 3 3 3 3 3 3 3 3 3 3 3 3 4 3 4 3 2 3 3 58 7,32
PSYCHOLOGY OF FILM 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 19 2,4
GENDER, PREJUDICE AND DISCRIMINATION 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PSYCHOLOGY OF COMMUNICATION 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 19 2,4
CORPORATE SOCIAL RESPONSIBILITY 1 0 1 2 2 1 5 1 5 2 4 3 5 5 5 0 2 4 5 53 6,69
POLITICS AND COMMUNICATION IN THE DIGITAL AGE 0 0 0 0 2 1 3 1 3 0 1 2 2 4 2 0 1 1 2 25 3,16
ADVERTISING AND ETHICS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
INTERNATIONAL ADVERTISING 1 2 3 0 1 1 1 2 2 3 1 1 3 2 2 1 2 1 2 31 3,91
ADVERTISING AND POPULAR CULTURE 0 0 0 0 0 0 2 0 0 1 1 0 3 1 1 0 3 1 1 14 1,77
TRANSFORMING ADVERTISING PARADIGMS 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 2 0,25
ADVERTISING PHILOSOPHY 0 0 0 0 0 0 0 0 1 1 1 0 0 1 1 0 2 0 2 9 1,14
MEDIA ECONOMICS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
CITY AND CINEMA 1 1 1 1 1 1 2 1 2 1 1 3 2 3 1 2 5 1 1 31 3,91
ACADEMIC TEXT WRITING 1 3 5 5 5 2 5 5 5 5 5 5 5 1 4 3 5 1 1 71 8,96
PROGRAMME PRODUCTION ON DIGITAL PLATFORMS AND TELEVISION 1 1 1 1 5 5 5 5 5 5 5 5 5 5 1 4 5 5 5 74 9,34
SHORT FILM PRODUCTION AND DIRECTING 1 5 4 1 5 5 5 5 5 5 5 5 5 5 5 4 5 5 5 85 10,73
FILM ANALYSIS AND CRITICISM 1 1 1 1 1 1 1 1 1 2 2 1 1 2 1 1 1 1 1 22 2,78
CONTENT PRODUCTION WITH ARTIFICIAL INTELLIGENCE 1 2 3 3 4 4 4 4 4 4 3 5 3 2 2 2 4 3 1 58 7,32
VISUAL CULTURE 1 1 1 1 1 1 1 1 1 2 3 2 1 1 1 1 1 1 1 23 2,9
WORLD CINEMAS 1 1 1 1 1 1 1 1 1 2 2 1 1 2 1 1 1 1 1 22 2,78
CINEMA AND IDEOLOGY 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 2 0,25
CULTURAL STUDIES AND CINEMA 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0,13
SCIENCE COMMUNICATION 2 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 22 2,78
FILM AND VIDEO EDITING 1 1 1 1 1 1 3 1 1 1 1 1 1 2 2 1 0 2 2 24 3,03
SCRIPTWRITING 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 19 2,4
RUSSIAN I 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 3 0 0 1 6 0,76
RUSSIAN II 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
RUSSIAN III 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
RUSSIAN IV 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
HUMAN RIGHTS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
INTERNATIONAL POLITICAL ECONOMY 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 2 0,25
POLITICAL AND INTELLECTUAL MOVEMENTS IN TURKEY 0 0 0 0 0 0 1 0 1 0 1 0 0 1 0 0 0 0 0 4 0,51
CHINESE POLITICS AND FOREIGN POLICY 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0,13
TÜRK DIŞ POLİTİKASINDA GÜNCEL MESELELER 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
SUSTAINABLE ENVIRONMENTAL MANAGEMENT 4 1 1 2 3 3 3 1 3 3 4 4 4 4 2 3 2 4 5 56 7,07
IDENTITY AND POLITICS 1 1 3 3 3 3 3 3 3 3 4 4 4 4 4 3 3 3 3 58 7,32
GENDER AND POLITICS 1 1 4 1 4 4 4 3 4 4 4 4 4 4 4 3 3 3 3 62 7,83
STATE AND ADMINISTRATION 2 0 0 0 0 0 1 0 1 2 1 1 0 1 0 0 1 0 1 11 1,39
SOCIOLOGY OF LEISURE TIME 2 5 4 1 2 0 2 4 4 4 5 3 1 4 3 1 4 2 4 55 6,94
LOGIC 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIOLOGY OF CONSUMPTION AND SAVINGS 2 0 0 0 0 0 0 0 0 3 5 5 1 0 0 0 0 0 0 16 2,02
HISTORY OF THOUGHT 2 3 2 2 2 3 3 3 3 4 5 4 0 4 3 1 2 0 4 50 6,31
PHILOSOPHY OF SCIENCE 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ENVIRONMENTAL SOCIOLOGY 0 4 0 0 0 0 0 5 0 5 5 4 3 0 0 0 0 0 0 26 3,28
POLITICAL PHILOSOPHY 0 0 0 0 0 0 0 0 0 0 5 2 0 3 0 0 0 0 0 10 1,26
POVERTY AND SOCIAL POLICY 0 0 0 0 0 0 1 0 1 0 1 1 2 2 0 0 0 0 0 8 1,01
SPANISH I 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 3 1 1 1 22 2,78
SPANISH II 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 3 0,38
SPANISH III 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
SPANISH IV 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 3 0 0 0 6 0,76
FUNDAMENTAL PRINCIPLES OF QUALITY MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
TURKISH MYTHOLOGY 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
WORLD LITERATURE 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
CLASSICAL LITERATURE AND PSYCHOANALYSIS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
CLASSICAL LITERATURE AND POLITICS 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
CITY AND CIVILIZATION 2 2 2 1 2 2 1 1 1 2 2 2 2 4 3 3 1 3 3 39 4,92
WORLD GEOGRAPHY AND TOURISM DESTINATIONS 1 1 1 1 1 1 2 2 2 2 2 2 2 3 2 1 1 2 3 32 4,04
SUSTAINABLE TOURISM 0 0 0 0 0 0 1 0 1 1 1 0 2 1 0 0 0 0 0 7 0,88
TURKISH AND WORLD CUISINES 0 0 0 0 0 0 1 0 1 2 2 1 1 0 0 0 0 0 0 8 1,01
ARTIFICIAL INTELLIGENCE AND ITS STRATEGIC USE IN BUSINESS 0 0 3 2 1 3 1 1 3 1 4 4 4 4 5 0 4 5 5 50 6,31
FUNDAMENTALS OF NEUROMARKETING 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
CURRENT ISSUES IN THE WORLD ECONOMY 0 3 4 1 3 0 2 2 3 2 4 4 4 3 4 0 5 0 3 47 5,93
DESIGN THINKING 0 0 2 0 0 3 5 0 5 2 5 5 5 5 5 0 2 4 3 51 6,44
DIGITAL TRANSFORMATION 0 0 0 0 2 0 3 0 3 1 4 3 1 3 3 0 1 2 3 29 3,66
INTERNATIONAL MONEY AND CAPITAL MARKETS 0 3 4 1 3 0 2 2 3 2 4 4 4 3 4 0 5 0 3 47 5,93
INTERNATIONAL SALES MANAGEMENT 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 20 2,53
PURCHASING MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
GREEN LOGISTICS 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 3 6 0,76
GLOBAL SUPPLY CHAIN ​​MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
FINANCIAL PLANNING IN LOGISTICS 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 3 0 0 6 0,76
DIGITAL FINANCE 1 1 3 0 2 3 1 2 3 1 2 3 3 5 5 1 5 5 5 51 6,44
CULTUREL DIFFERENCES IN TRADE 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0,13
INTERNATIONAL TRADE BLOCKS AND TREATIES 0 1 0 0 2 0 1 1 2 2 3 0 1 2 2 0 1 1 3 22 2,78
UNDERSTANDING INTERNATIONAL TRADE WITH FILMS 0 0 0 0 0 3 2 1 1 0 0 2 1 3 0 1 0 1 2 17 2,15
CHANGE MANAGEMENT 4 3 3 3 4 5 4 5 5 4 5 5 5 5 5 5 5 5 5 85 10,73
CUSTOMER RELATIONSHIP MANAGEMENT 4 3 3 4 4 4 5 5 5 4 5 5 5 5 3 5 5 5 5 84 10,61
BUSINESS AND INFORMATION ETHICS 5 3 3 5 5 3 4 4 5 4 4 3 4 4 5 4 5 5 4 79 9,97
BUSINESS INTELLIGENCE 4 4 4 4 4 4 4 4 4 4 4 4 3 4 3 4 3 4 4 73 9,22
APPLIED DATA ANALYSIS 5 5 5 2 2 3 4 3 3 5 5 4 3 3 4 2 5 4 4 71 8,96
ENCRYPTION 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 76 9,6
WEB-BASED PROGRAMMING 5 0 0 5 0 0 5 5 0 5 0 0 0 0 0 0 0 0 0 25 3,16
TEAMWORK AND LEADERSHIP 3 3 3 3 4 4 4 4 4 4 4 5 5 5 5 5 5 3 3 76 9,6
AI LITERACY 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
PROFESSIONAL ENGLISH FOR MANAGEMENT INFORMATION 4 4 4 4 4 4 4 4 4 4 4 5 5 5 3 3 3 3 4 75 9,47
FUNDAMENTALS OF INFORMATION TECHNOLOGIES 3 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 65 8,21
DIGITAL LITERACY 2 4 4 3 4 3 3 3 3 4 4 3 3 3 4 2 4 3 3 62 7,83
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING 4 5 5 5 5 5 4 5 5 5 5 5 5 4 5 5 5 5 5 92 11,62
CLOUD COMPUTING TECHNOLOGIES 4 4 3 5 5 5 5 5 5 5 5 5 5 3 3 3 5 5 5 85 10,73
DEEP LEARNING 4 3 4 5 4 4 4 4 4 3 4 4 4 5 5 4 4 4 4 77 9,72
PROJECT MANAGEMENT 4 4 3 4 5 4 5 5 5 3 4 4 5 5 3 4 4 5 5 81 10,23
MOBILE PROGRAMMING 2 3 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 86 10,86
FINANCIAL LITERACY 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 95 11,99
GLOBAL STRATEGY 3 4 5 4 3 3 3 3 4 5 4 4 4 5 5 4 5 5 5 78 9,85
OBJECT ORIENTED PROGRAMMING 0 0 0 5 5 0 5 5 0 0 0 0 0 0 0 0 0 0 0 20 2,53
DATA SECURITY AND CYBER GOVERNANCE 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
GAME THEORY 3 3 3 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 83 10,48
TECHNOLOGY AND SOCIETY 2 2 3 3 3 3 2 2 2 2 1 1 1 2 2 2 1 1 1 36 4,55
CRITICAL THINKING ON SOCIAL MEDIA 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIAL GENDER AND MEDIA 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIAL COMPUTING 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
VOLUNTEER WORK 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
ALGORITHMS AND SOCIETY 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
DIGITAL INTERFACE DESIGN 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIAL MEDIA MARKETING 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
IDENTITY, MEDIA, CULTURE 0 1 2 0 3 3 2 0 0 0 1 1 2 3 3 1 1 1 3 27 3,41
NEW MEDIA INNOVATION 0 1 2 1 2 0 1 1 0 0 0 0 0 0 0 0 0 0 0 8 1,01
RHETORIC AND LEADERSHIP 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
TOTAL 152 169 190 171 195 192 235 205 228 226 253 245 236 293 221 211 218 199 233 4072 514,14