YMD416 Data Mining in New MediaIstanbul Okan UniversityDegree Programs Aviation ManagementGeneral Information For StudentsDiploma SupplementErasmus Policy StatementNational Qualifications
Aviation Management
Bachelor TR-NQF-HE: Level 6 QF-EHEA: First Cycle EQF-LLL: Level 6

General course introduction information

Course Code: YMD416
Course Name: Data Mining in New Media
Course Semester: Spring
Course Credits:
Theoretical Practical Credit ECTS
3 0 3 7
Language of instruction: TR
Course Requisites:
Does the Course Require Work Experience?: No
Type of course: Common Pool
Course Level:
Bachelor TR-NQF-HE:6. Master`s Degree QF-EHEA:First Cycle EQF-LLL:6. Master`s Degree
Mode of Delivery: Face to face
Course Coordinator : Öğr.Gör. HAMZA ŞAMLIOĞLU
Course Lecturer(s):
Course Assistants:

Course Objective and Content

Course Objectives: Data mining, which has an important place in determining the target audience-communication language and strategy in the field of communication and marketing, also tells what the content density is saying positively and negatively and what it usually talks about. In addition, it is also effective in producing insight, product development and risk-crisis management.
The aim of the course is to enable students, who aim to take part in the new media sector, to manage social media effectively and to communicate correctly with consumers on social media by analyzing content.
Course Content: Data analysis, data categorization and data interpretation, social media monitoring, social listening, data mining, insight production, product development, risk-crisis management, reporting.

Learning Outcomes

The students who have succeeded in this course;
Learning Outcomes
1 - Knowledge
Theoretical - Conceptual
1) To be able to comprehend the basic concepts required for data tracking and analysis in new media, to explain the basic, theoretical and applied information for data, data analysis, data tracking, monitoring, insight and reporting.
2 - Skills
Cognitive - Practical
3 - Competences
Communication and Social Competence
1) To carry out studies for social area by using data mining techniques with a sense of social responsibility. To be able to develop solutions to social problems with insights gained through the work carried out.
Learning Competence
1) To be able to transfer basic knowledge and gains about data mining to other disciplines of communication. To be able to evaluate the literature of new media and communication discipline in the perspective of data mining. To be able to use the applications and tools developed for data mining competently.
Field Specific Competence
1) To be able to use the monitoring and data processing programs developed specifically for new communication technologies and social networks, to report the results obtained and to transform them into results and findings that the society can make sense of.
Competence to Work Independently and Take Responsibility
1) Being able to take data with the right keywords and analyze and apply it independently for new purposes and needs in new media platforms. Ability to plan and manage activities for the development of employees under their responsibility for analyzing data and producing insights.

Lesson Plan

Week Subject Related Preparation
1) Information transfer for the digital communication industry. What is data mining and where is it used? None
2) Focus group review with in-class practice. PDPL rules in data mining. none
3) Group examination on social media and evaluation of results with in-class practice. Examples of data mining research in new media. none
4) Personal and corporate profile review with In-class practice. none
5) Brand language and brand strategy. Analysis and determination of language and strategy with data mining. none
6) Student reviews and presentations on brand language and brand strategy. none
7) Midterm Exam. ..
8) Risk and crisis management in social media. Important examples of crisis in the history of social media and the role of data mining in crisis communication. none
10) The importance of data mining for accurate and effective insight. Insight examples reached by data mining. none
11) Agenda review and insight capture with data mining. Presentation of captured insights. none
12) What is Responding management, how is it done? What are the rules? Why is it important for accounts in the new media? none
13) Coding system in Data Mining. Sample coding with the installed system. none
14) How to use the data coding tool Somera? What are the features? Research examples with data mining in new media. https://www.somera.com.tr/
15) Final Exam ..

Sources

Course Notes / Textbooks: Baloğlu, A. (2015), Sosyal Medya Madenciliği, Beta Yayınları.
References: Baloğlu, A. (2015), Sosyal Medya Madenciliği, Beta Yayınları.

Course-Program Learning Outcome Relationship

Learning Outcomes

1

3

4

5

6

Program Outcomes
1) He/she has in-depth information required by the legal, social and environmental framework in which all transportation operations, especially aviation, are involved.
2) He/she has advanced theoretical and practical knowledge, supported by books, equipment and other sources containing up-to-date information on air transportation / logistics.
3) He/she has sufficient knowledge for the technical aspects of air transportation and logistics.
4) He/she has sufficient legal knowledge on basic issues related to international trade and business.
5) He/she uses theoretical and practical knowledge in aviation business management, logistics, transportation and business management solutions together.
6) He/she uses theoretical and applied knowledge in mathematics, science and transportation together to solve operational problems.
7) He/she identifies, defines, formulates and solves basic problems related to the field of air transportation / logistics. For this purpose, he/she selects and applies appropriate analytical methods and modeling techniques.
8) He/she analyzes a system, system component or process and designs it under realistic constraints to meet desired requirements; applies modern design methods accordingly.
9) He/she selects and uses modern and technical tools required for basic applications in air transportation / logistics.
10) He/she independently conducts a comprehensive advanced level study in air transportation / logistics.
11) He/she accesses information by doing research, uses databases and other information resources.
12) He/she works effectively in multidisciplinary teams and takes responsibility.
13) He/she plans project development studies in the field and manages related activities.
14) He/she organizes, plans and directs teamwork in air transportation / logistics related comprehensive projects.
15) With the awareness of the necessity of life-long learning, he/she follows science and technology developments in aviation management, logistics and transportation and renews himself/herself constantly. He/she also evaluates the knowledge / skills acquired in the field with a critical thinking.
16) He/she works individually and in multi-disciplinary teams in aviation management, national and international transportation and logistics environments both in theoretical and applied fields.
17) He/she selects and uses modern and technical tools necessary for air transport / logistics applications.
18) He/she communicates effectively with relevant people and institutions, being aware of the universal and social effects of applications and solutions in the aviation field.
19) He/she develops solutions to problems and shares his ideas in writing and verbally, supporting them with quantitative and qualitative data.
20) He/she has a comprehensive understanding about management of aviation companies, safety and security issues in aviation, air law, airport operations and technical aspects of aviation specific applications.
21) He/she is aware of the aviation principles and values. He/she has professional and ethical responsibility.

Course - Learning Outcome Relationship

No Effect 1 Lowest 2 Low 3 Average 4 High 5 Highest
           
Program Outcomes Level of Contribution
1) He/she has in-depth information required by the legal, social and environmental framework in which all transportation operations, especially aviation, are involved.
2) He/she has advanced theoretical and practical knowledge, supported by books, equipment and other sources containing up-to-date information on air transportation / logistics.
3) He/she has sufficient knowledge for the technical aspects of air transportation and logistics.
4) He/she has sufficient legal knowledge on basic issues related to international trade and business.
5) He/she uses theoretical and practical knowledge in aviation business management, logistics, transportation and business management solutions together.
6) He/she uses theoretical and applied knowledge in mathematics, science and transportation together to solve operational problems.
7) He/she identifies, defines, formulates and solves basic problems related to the field of air transportation / logistics. For this purpose, he/she selects and applies appropriate analytical methods and modeling techniques.
8) He/she analyzes a system, system component or process and designs it under realistic constraints to meet desired requirements; applies modern design methods accordingly.
9) He/she selects and uses modern and technical tools required for basic applications in air transportation / logistics.
10) He/she independently conducts a comprehensive advanced level study in air transportation / logistics.
11) He/she accesses information by doing research, uses databases and other information resources.
12) He/she works effectively in multidisciplinary teams and takes responsibility.
13) He/she plans project development studies in the field and manages related activities.
14) He/she organizes, plans and directs teamwork in air transportation / logistics related comprehensive projects.
15) With the awareness of the necessity of life-long learning, he/she follows science and technology developments in aviation management, logistics and transportation and renews himself/herself constantly. He/she also evaluates the knowledge / skills acquired in the field with a critical thinking.
16) He/she works individually and in multi-disciplinary teams in aviation management, national and international transportation and logistics environments both in theoretical and applied fields.
17) He/she selects and uses modern and technical tools necessary for air transport / logistics applications.
18) He/she communicates effectively with relevant people and institutions, being aware of the universal and social effects of applications and solutions in the aviation field.
19) He/she develops solutions to problems and shares his ideas in writing and verbally, supporting them with quantitative and qualitative data.
20) He/she has a comprehensive understanding about management of aviation companies, safety and security issues in aviation, air law, airport operations and technical aspects of aviation specific applications.
21) He/she is aware of the aviation principles and values. He/she has professional and ethical responsibility.

Learning Activity and Teaching Methods

Field Study
Expression
Individual study and homework
Lesson
Group study and homework
Reading
Homework
Project preparation
Case Study
Web Based Learning

Assessment & Grading Methods and Criteria

Written Exam (Open-ended questions, multiple choice, true-false, matching, fill in the blanks, sequencing)
Homework
Application
Individual Project
Group project
Presentation
Peer Review
Bilgisayar Destekli Sunum
Case study presentation

Assessment & Grading

Semester Requirements Number of Activities Level of Contribution
Application 1 % 20
Homework Assignments 2 % 30
Final 1 % 50
total % 100
PERCENTAGE OF SEMESTER WORK % 50
PERCENTAGE OF FINAL WORK % 50
total % 100

Workload and ECTS Credit Grading

Activities Number of Activities Workload
Course Hours 16 48
Application 14 28
Study Hours Out of Class 16 80
Homework Assignments 16 32
Midterms 1 3
Final 2 6
Total Workload 197