INFORMATION TECHNOLOGIES (TURKISH, THESIS) | |||||
Master | TR-NQF-HE: Level 7 | QF-EHEA: Second Cycle | EQF-LLL: Level 7 |
Course Code | Course Name | Semester | Theoretical | Practical | Credit | ECTS |
ISM5203 | Statistical Data Analysis and Decision Making | Fall Spring |
3 | 0 | 3 | 8 |
This catalog is for information purposes. Course status is determined by the relevant department at the beginning of semester. |
Language of instruction: | Turkish |
Type of course: | Departmental Elective |
Course Level: | |
Mode of Delivery: | Face to face |
Course Coordinator : | Assoc. Prof. ETHEM ÇANAKOĞLU |
Course Lecturer(s): |
Prof. Dr. CENGİZ KAHRAMAN Assoc. Prof. YÜCEL BATU SALMAN |
Recommended Optional Program Components: | N/A |
Course Objectives: | This course provides the use of statistical and quantitative methods to examine and explore data. It aims to build and interpret models from this data for decision making in all functional areas. |
The students who have succeeded in this course; Ability to make decisions with statistical methods, ability to collect meaningful data, ability to interpret data and transform it into information/knowledge |
Methods covered include: collecting data, summarizing and exploring data, hypothesis testing, confidence intervals, regression analysis. |
Week | Subject | Related Preparation |
1) | Introduction: Description of data | |
2) | Data collection | |
3) | Descriptive Statistics | |
4) | Confidence intervals | |
5) | Hypothesis testing | |
6) | Hypothesis testing | |
7) | Midterm | |
8) | Regression analysis | |
9) | Regression analysis | |
10) | ANOVA | |
11) | ANOVA | |
12) | SPSS | |
13) | Project presentations | |
14) | Project presentations |
Course Notes / Textbooks: | Douglas C. Montgomery and George C. Runger. Applied Statistics and Probability for Engineers, John Wiley & Sons, 7th Edition. |
References: | Statistics for Business: Decision Making and Analysis, Robert A. Stine, Dean Foster, Pearson, 2011, 0321123913 |
Semester Requirements | Number of Activities | Level of Contribution |
Project | 1 | % 35 |
Midterms | 1 | % 25 |
Final | 1 | % 40 |
Total | % 100 | |
PERCENTAGE OF SEMESTER WORK | % 25 | |
PERCENTAGE OF FINAL WORK | % 75 | |
Total | % 100 |
Activities | Number of Activities | Duration (Hours) | Workload |
Course Hours | 14 | 2 | 28 |
Laboratory | 14 | 2 | 28 |
Study Hours Out of Class | 14 | 1 | 14 |
Project | 1 | 30 | 30 |
Final | 1 | 30 | 30 |
Total Workload | 130 |
No Effect | 1 Lowest | 2 Low | 3 Average | 4 High | 5 Highest |
Program Outcomes | Level of Contribution | |
1) | Follows the scientific literature in the field of Information Technology, critically analyzes it, and effectively utilizes it in solving complex IT problems. | |
2) | Designs, plans, implements, and manages original projects related to the field of Information Technology. | |
3) | Conducts independent studies in the field of Information Technology, assumes scientific responsibility, and evaluates the findings with a critical perspective. | |
4) | Presents the outcomes of research and projects effectively in written, oral, and visual forms, in accordance with academic and professional standards. | |
5) | Conducts independent research on specialized topics within the field, develops innovative and original ideas, and translates this knowledge into practice and technology. | |
6) | Effectively applies advanced theoretical knowledge and practical skills specific to the field of Information Technology; analyzes and develops current software, hardware, and system solutions. | |
7) | Acts in accordance with professional, scientific, and ethical principles; takes responsibility by considering the societal, environmental, and ethical impacts of IT applications. |