| IE502 | Linear Programming | 4 | 5 | - | 3 | 4 | - | 3 | 2 | 3 | 2 | 4 | 5 | 
                                                                            
                    
                        | IE503 | System Analysis and Design | 5 | 5 | 4 | 3 | 3 | 4 | 3 | 2 | 5 | 3 | 4 | 4 | 
                                                                            
                    
                        | IE504 | System Simulation | 5 | 4 | 3 | 3 | 3 | 5 | 2 | 2 | 5 | 3 | 4 | 3 | 
                                                                            
                    
                        | IE506 | Discrete Programming | 5 | 4 | 3 | 3 | 3 | 4 | 3 | 2 | 4 | 2 | 4 | 3 | 
                                                                            
                    
                        | IE508 | Stochastic Processes | 5 | 3 | 2 | 2 | 4 | 5 | 3 | 2 | 3 | 2 | 4 | 3 | 
                                                                            
                    
                        | IE509 | Production Systems | 5 | 5 | 3 | 4 | 4 | 3 | 3 | 4 | 3 | 3 | 4 | 5 | 
                                                                            
                    
                        | IE510 | Network Models | 4 | 5 | 3 | 4 | 4 | - | 3 | 2 | 3 | 2 | 4 | 5 | 
                                                                            
                    
                        | IE511 | Heuristic Methods | 5 | 4 | 2 | 4 | 4 | 4 | 3 | 4 | 3 | 2 | 3 | 4 | 
                                                                            
                    
                        | IE512 | Work Place Environmental Design | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 2 | 4 | 4 | 5 | 5 | 
                                                                            
                    
                        | IE513 | Strategic Planning | 3 | 3 | 4 | 4 | 3 | 2 | 3 | 2 | 4 | 4 | 3 | 5 | 
                                                                            
                    
                        | IE514 | Decision Support Systems | 4 | 4 | 4 | 4 | 4 | 3 | 3 | 2 | 4 | 4 | 5 | 5 | 
                                                                            
                    
                        | IE515 | Multi-criteria Decision Making | 4 | 4 | 4 | 4 | 4 | 3 | 3 | 2 | 4 | 4 | 5 | 5 | 
                                                                            
                    
                        | IE516 | E-Business | 3 | 3 | 5 | 5 | 4 | 4 | 3 | 3 | 5 | 5 | 3 | 5 | 
                                                                            
                    
                        | IE517 | Customer Relationship Management | 3 | 3 | 5 | 5 | 4 | 4 | 3 | 3 | 5 | 5 | 3 | 5 | 
                                                                            
                    
                        | IE518 | Engineering Design Economics | 2 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 4 | 3 | 5 | 5 | 
                                                                            
                    
                        | IE519 | Forecasting | 4 | 4 | 3 | 3 | 4 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 
                                                                            
                    
                        | IE520 | Logistics and Inventory Systems | 4 | 4 | 3 | 3 | 4 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 
                                                                            
                    
                        | IE521 | Advances in MIS | 4 | 4 | 3 | 4 | 4 | 3 | 3 | 1 | 4 | 2 | 3 | 3 | 
                                                                            
                    
                        | IE530 | Research Topic | 5 | 3 | 3 | 3 | 4 | 5 | 3 | 4 | 4 | 3 | 5 | 5 | 
                                                                            
                    
                        | IE411 | Work Study and Design | - | - | - | - | - | 4 | - | - | - | - | - | - | 
                                                                            
                    
                        | IE415 | Industrial Economics | - | - | - | - | 1 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE416 | Expert Systems | - | - | - | 3 | 2 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE417 | Special Topics in Operations Research | - | 4 | - | - | 2 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE418 | Decision Analysis | - | 4 | - | - | 2 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE419 | Service Systems | - | 3 | - | - | 2 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE420 | Heuristic Methods for Optimization | - | 5 | - | 3 | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE421 | E-Commerce and ERP | - | - | - | 3 | 2 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE422 | Customer Relationship Management | - | - | - | 3 | 2 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE423 | Managemet and Organization | - | - | - | 3 | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE425 | Analysis of Investment Projects | - | - | - | - | - | 3 | - | - | - | - | - | - | 
                                                                            
                    
                        | IE426 | Labor Law | - | - | - | - | - | - | - | - | - | 4 | 2 | - | 
                                                                            
                    
                        | IE427 | Strategic Management | - | - | - | - | - | - | - | - | - | 1 | - | - | 
                                                                            
                    
                        | IE428 | Introduction to Systems Engineering | - | 4 | - | 3 | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | IE429 | Reliability | - | 4 | - | - | - | 3 | - | - | - | - | - | - | 
                                                                            
                    
                        | IE430 | Industrial Engineering Applications in Human Resource Management | - | - | - | 2 | - | - | - | - | - | 4 | - | - | 
                                                                            
                    
                        | IE434 | Scheduling | - | 5 | - | - | 1 | 2 | 4 | - | - | - | - | - | 
                                                                            
                    
                        | IE442 | Statistical Applications in Industrial Engineering | - | 3 | - | - | 3 | 2 | - | - | - | - | - | - | 
                                                                            
                    
                        | IE444 | Decision Support Systems | - | 4 | - | - | 2 | 2 | - | - | - | - | - | - | 
                                                                            
                    
                        | ISE422 | E-Government | - | - | - | - | 4 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | ISE423 | Technology Trends in E-Government | 2 | 2 | - | 2 | 2 | 2 | - | - | - | - | - | 2 | 
                                                                            
                    
                        | ISE424 | Distance Education and E-Learning | 2 | 2 | - | 2 | 2 | 2 | - | - | - | - | - | 2 | 
                                                                            
                    
                        | ISE432 | Innovation and Entrepreneurship in IT | 2 | 2 | - | 2 | 2 | 2 | - | - | - | - | - | 2 | 
                                                                            
                    
                        | IE438 | Project Finance and Cycle Management | - | - | - | - | - | 3 | - | - | - | - | - | - | 
                                                                            
                    
                        | CMPE543 | Big Data Analytics | 3 | 3 | - | 4 | 4 | 3 | 4 | 3 | 2 | - | - | 1 | 
                                                                            
                    
                        | CMPE566 | Advanced Data Mining | 2 | 3 | - | 4 | 4 | 4 | 4 | 2 | 2 | - | - | 2 | 
                                                                            
                    
                        | CMPE568 | Advanced Artificial Intelligence | 4 | 4 | - | 4 | 1 | 3 | - | 2 | 4 | 1 | - | - | 
                                                                            
                    
                        | ISE502 | Organizational Management and Change | 1 | - | 1 | - | 2 | 1 | 2 | - | - | - | 1 | 1 | 
                                                                            
                    
                        | ISE512 | IT Portfolio Management and IT Standards | 1 | 1 | - | 2 | 2 | 1 | - | 3 | 3 | 4 | 1 | 2 | 
                                                                            
                    
                        | ISE515 | Process Analysis and Improvement | 1 | 4 | - | 4 | 3 | 1 | 1 | 3 | 1 | 1 | 2 | 1 | 
                                                                            
                    
                        | ISE553 | IT in Healthcare | 3 | 2 | 2 | 2 | 3 | 2 | 2 | 1 | 1 | 1 | 2 | 1 | 
                                                                            
                    
                        | ISE554 | IT Strategies in E-Government | 2 | 2 | 2 | 4 | 4 | 1 | 4 | 3 | 4 | 1 | 1 | 1 | 
                                                                            
                    
                        | ISE563 | Application Management | 2 | 3 | - | 4 | 3 | - | 1 | 2 | - | - | - | 1 | 
                                                                            
                    
                        | ISE564 | Architecture and Consultancy | 2 | 3 | - | 4 | 3 | 1 | 1 | 2 | - | - | - | 1 | 
                                                                            
                    
                        | MFGE577 | Quality Control and Metrology | 2 | 2 | 1 | 1 | 4 | 3 | - | 1 | 3 | 1 | 2 | 2 | 
                                                                            
                    
                        | MDES674 | Supply Chain Management | 2 | 2 | 2 | 2 | 1 | - | - | - | - | - | 2 | 2 | 
                                                                            
                    
                        | SE554 | Software Quality Management | 4 | 3 | - | 2 | 2 | 2 | - | 4 | - | - | 2 | 1 | 
                                                                            
                    
                        | SE556 | Software Construction and Evolution | 2 | 1 | 2 | 2 | 4 | - | - | - | - | - | 2 | 2 | 
                                                                            
                    
                        | ISE511 | IT Strategy Planning and Governance | 1 | - | - | 3 | 1 | 3 | - | 3 | - | 3 | 1 | 1 | 
                                                                            
                    
                        | ISE501 | Foundations in IT Management | 2 | 2 | 1 | 2 | 4 | 3 | 1 | 2 | - | 2 | 1 | 1 | 
                                                                            
                    
                        | ISE507 | Mobile Application Development | 4 | 4 | 1 | 3 | 4 | - | - | - | - | - | - | 2 | 
                                                                            
                    
                        | ISE555 | IT Economy | 2 | 2 | 1 | 1 | 1 | 1 | 4 | 3 | 2 | 4 | - | - | 
                                                                            
                    
                        | ISE552 | E-Commerce - A Managerial Perspective | 1 | 2 | - | 2 | 2 | 2 | - | 1 | - | - | 1 | 1 | 
                                                                            
                    
                        | IE320 | Business Process Reengineering | - | - | - | 3 | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | MDES631 | Engineering Decision and Risk Analysis | - | 4 | - | 4 | - | 3 | 4 | - | - | - | 1 | 2 | 
                                                                            
                    
                        | MDES650 | Advanced System Simulation | 1 | 4 | - | 4 | 1 | 3 | 4 | - | - | - | 1 | 2 | 
                                                                            
                    
                        | MDES654 | Decision Making Analysis | 1 | 4 | - | 4 | 1 | 3 | 4 | - | - | - | 1 | 2 | 
                                                                            
                    
                        | MDES655 | Linear Optimization | 3 | 4 | - | 4 | 1 | 1 | - | - | - | - | 2 | 1 | 
                                                                            
                    
                        | ENE412 | Fuel Cell Technologies | 4 | 3 | - | - | - | - | 4 | 3 | - | 2 | 1 | - | 
                                                                            
                    
                        | ENE430 | Energy Sytems in Buildings | - | - | 1 | - | 1 | - | 4 | - | - | - | 1 | - | 
                                                                            
                    
                        | MFGE420 | Project Management in Manufacturing | - | - | - | - | 1 | - | 3 | 1 | 1 | - | 1 | - | 
                                                                            
                    
                        | IE522 | Lean Production | 4 | 5 | 4 | 4 | 5 | 3 | - | 4 | 4 | - | - | 3 | 
                                                                            
                    
                        | CE565 | Project Risk Management | - | 2 | - | 3 | 2 | - | 1 | - | - | - | 2 | 1 | 
                                                                            
                    
                        | MATH490 | Introduction to Optimization | 1 | 3 | - | 2 | 1 | - | - | - | - | - | 1 | - | 
                                                                            
                    
                        | ISE516 | Business Process Management | 1 | 4 | - | 4 | 3 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 
                                                                            
                    
                        | CE564 | Construction Scheduling and Cost Control | - | 3 | - | 2 | 2 | 3 | 1 | 2 | - | 3 | - | 2 | 
                                                                            
                    
                        | IE441 | Optimization in Data Analytics | - | 4 | - | - | 3 | 2 | - | - | - | - | - | - | 
                                                                            
                    
                        | IE435 | Logistics  Management | - | 2 | - | - | 4 | 3 | - | - | 3 | - | - | 1 |