Arts and Culture 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:

Course Requisites:

Does the Course Require Work Experience?:

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) 1- Has knowledge about art culture and aesthetic issues. 2-Has knowledge about art history which is specific to the field of art concerned. 3-Knowledge of art and design materials. 4-Has knowledge about art and design methods and techniques. 5-Has knowledge about legal regulations and procedures in the field of art concerned. 6-Has knowledge about the interdisciplinary interaction with which the related art field is related. 7-Has knowledge about research methods. 8- Has knowledge about methods of artistic criticism. 9-Knowledge of art and science ethics.
2) 1-Provides theory and application integrity. 2. Uses methods and techniques related to the field of art. 3-Evaluates the interaction of the subdisciplines within the field of art. 4-Based on the analysis has the ability to interpret. 5-Develops multi-dimensional perception, thinking, designing, practicing ability. 6-Concrete sensory perception.
3) 1-Works alone, independently and / or within the group, compatible and productive. 2- It takes place actively in project processes. 3-Share the original works about the field with the society and evaluate the results.
4) To be able to evaluate advanced knowledge and skills in the field with a critical approach, - Being able to identify and learn learning needs. - Being able to develop a positive attitude about learning life.
5) To be able to inform related persons and institutions about issues related to the field; to be able to transfer ideas and suggestions for solutions to problems in writing and verbally. - To share ideas and suggestions for solutions to problems with experts and non-experts by supporting quantitative and qualitative data. -To organize projects and activities for the social environment with social responsibility awareness and apply them. - Can use a foreign language at least in the European Language Portfolio B1 General Level to monitor the information in the field and communicate with colleagues. - To be able to use information and communication technologies with the computer software at least at the level of European Computer Use License Advanced level required by the field.
6) - Be able to carry out an advanced study independently of the field. - Being able to take responsibility as individuals and team members to solve complex and unforeseen problems encountered in field related applications. - Planning and managing activities for the development of employees under their responsibility in a project framework.
7) - To comply with social, scientific, cultural and ethical values in the process of collecting, interpreting, implementing and announcing results related to the field. - The universality of social rights, social justice, quality culture and protection of cultural values and having adequate consciousness about environmental protection, occupational health and safety issues.
8) Has knowledge of artistic criticism methods.

Course - Learning Outcome Relationship

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

	Program Outcomes	Level of Contribution
1)	1- Has knowledge about art culture and aesthetic issues. 2-Has knowledge about art history which is specific to the field of art concerned. 3-Knowledge of art and design materials. 4-Has knowledge about art and design methods and techniques. 5-Has knowledge about legal regulations and procedures in the field of art concerned. 6-Has knowledge about the interdisciplinary interaction with which the related art field is related. 7-Has knowledge about research methods. 8- Has knowledge about methods of artistic criticism. 9-Knowledge of art and science ethics.	2
2)	1-Provides theory and application integrity. 2. Uses methods and techniques related to the field of art. 3-Evaluates the interaction of the subdisciplines within the field of art. 4-Based on the analysis has the ability to interpret. 5-Develops multi-dimensional perception, thinking, designing, practicing ability. 6-Concrete sensory perception.	3
3)	1-Works alone, independently and / or within the group, compatible and productive. 2- It takes place actively in project processes. 3-Share the original works about the field with the society and evaluate the results.	4
4)	To be able to evaluate advanced knowledge and skills in the field with a critical approach, - Being able to identify and learn learning needs. - Being able to develop a positive attitude about learning life.	4
5)	To be able to inform related persons and institutions about issues related to the field; to be able to transfer ideas and suggestions for solutions to problems in writing and verbally. - To share ideas and suggestions for solutions to problems with experts and non-experts by supporting quantitative and qualitative data. -To organize projects and activities for the social environment with social responsibility awareness and apply them. - Can use a foreign language at least in the European Language Portfolio B1 General Level to monitor the information in the field and communicate with colleagues. - To be able to use information and communication technologies with the computer software at least at the level of European Computer Use License Advanced level required by the field.	3
6)	- Be able to carry out an advanced study independently of the field. - Being able to take responsibility as individuals and team members to solve complex and unforeseen problems encountered in field related applications. - Planning and managing activities for the development of employees under their responsibility in a project framework.	3
7)	- To comply with social, scientific, cultural and ethical values in the process of collecting, interpreting, implementing and announcing results related to the field. - The universality of social rights, social justice, quality culture and protection of cultural values and having adequate consciousness about environmental protection, occupational health and safety issues.	4
8)	Has knowledge of artistic criticism methods.	3

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