BUSINESS INTELLIGENCE PROGRAMME COURSE DESCRIPTION

Code	Name of the Course Unit	Semester	In-Class Hours (T+P)	Credit	ECTS Credit
YBS320	BUSINESS INTELLIGENCE	5	3	3	5

GENERAL INFORMATION
Language of Instruction :	Turkish
Level of the Course Unit :	BACHELOR'S DEGREE, TYY: + 6.Level, EQF-LLL: 6.Level, QF-EHEA: First Cycle
Type of the Course :	Elective
Mode of Delivery of the Course Unit	-
Coordinator of the Course Unit	Prof. NEZİHA MUSAOĞLU
Instructor(s) of the Course Unit
Course Prerequisite	No

OBJECTIVES AND CONTENTS
Objectives of the Course Unit:	This course aims to introduce the latest developments in the world about big data concept and business intelligence applications, and to provide students with the necessary analysis skills.
Contents of the Course Unit:	Contents of the course include the subjects such as Business Intelligence, Data Mining, Web Mining, Text Mining, Business Intelligence Applications.

KEY LEARNING OUTCOMES OF THE COURSE UNIT (On successful completion of this course unit, students/learners will or will be able to)
Know the appropriate methods of the business process for developing business intelligence.
Relate between business performance management and business intelligence.
Experiment web and text mining tools.
Apply the rules of association in business intelligence processes.
Design business processes with classification and clustering knowledge and skills.
Choose the appropriate methods for data reduction.

WEEKLY COURSE CONTENTS AND STUDY MATERIALS FOR PRELIMINARY & FURTHER STUDY
Week	Preparatory	Topics(Subjects)	Method
1	-	Introduction to Business Intelligence	Lecture & Discussion & Practice
2	Literature Review	Business intelligence and decision support systems / intelligent systems	Lecture & Discussion & Practice
3	Literature Review	Data warehouse and special database	Lecture & Discussion & Practice
4	Literature Review	Data Visualization and Reporting	Lecture & Discussion & Practice
5	Literature Review	Data Mining 1 (basic concept and process)	Lecture & Discussion & Practice
6	Literature Review	Data Mining 2 (statistics based techniques)	Lecture & Discussion & Practice
7	Literature Review	Data Mining 3 (techniques based on machine)	Lecture & Discussion & Practice
8	-	MID-TERM EXAM	-
9	Literature Review	Data Mining 4 (techniques based on intelligent systems)	Lecture & Discussion & Practice
10	Literature Review	Text Mining	Lecture & Discussion & Practice
11	Literature Review	Web Mining	Lecture & Discussion & Practice
12	Literature Review	Data Mining Practices	Lecture & Discussion & Practice
13	Literature Review	Business Performance Management	Lecture & Discussion & Practice
14	Literature Review	Developing and practicing in Business Intelligence process	Lecture & Discussion & Practice
15	Literature Review	Business Intelligence Practices	Lecture & Discussion & Practice
16	-	FINAL EXAM	-
17	-	FINAL EXAM	-

SOURCE MATERIALS & RECOMMENDED READING
Cagiltay, N. E. (2010). Is zekasi ve veri ambari sistemleri. ODTU Gelistirme Vakfi Publications.
Seker, S. E. (2013). Is zekasi ve veri madenciligi Cinius Publications.

ASSESSMENT
Assessment & Grading of In-Term Activities	Number of Activities	Degree of Contribution (%)	Description

Level of Contribution
0	1	2	3	4	5

KNOWLEDGE
Theoretical
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Define the basic theoretical, political, economic and administrative theories used in the field of Political Science and International Relations.
2	Explain the political history, political ideas, intellectual accumulation of understanding international relations and the way that the history of diplomacy has passed from past to present.
3	List the norms of universal law and human rights, the principles of the modern legal system, the names of modern bureaucratic and administrative structures.

KNOWLEDGE
Factual
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Explain the Turkish state tradition, the influence of Islam, the accumulation of political thought and its historical background, and compare this accumulation with the current approaches.
2	Evaluate the chronological development of relations between political and diplomatic developments and political / diplomatic facts / events / ideas / actors from past to present.
3	Analyze the structure and functioning of actors, organizations and organizations that determine international relations.

SKILLS
Cognitive
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	In the light of current theoretical debates, apply relevant concepts to current political and international developments.
2	Evaluate the Turkish political tradition, developments with the Turkic community.
3	Use information on the field when comparing the administrative structures of different countries and their diplomatic traditions.

SKILLS
Practical
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Formulate the current political developments, developments and arrangements in international relations in the historical and theoretical accumulation.
2	Analyze the functioning of modern political regimes in the light of political and public bureaucratic structures, regulations and developments.
3	Examine and analyze current political developments in the Balkans, the Middle East, Central Asia, North Africa and the Caucasus in terms of both Turkish political history and international relations discipline.

OCCUPATIONAL
Autonomy & Responsibility
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	To conduct a field-specific study individually and to complete it with discipline and responsibility.
2	To assume duties and responsibilities in a team work as leader or team member and to fulfil them flawlessly.

OCCUPATIONAL
Learning to Learn
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Follow the political and administrative developments in the international political system and the bureaucratic organizations operating in this system.
2	Examine the international problems and conflicts, and the problems in the field of administration and politics in detail.

OCCUPATIONAL
Communication & Social
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Follow the current developments in the field of Political Science and International Relations and collaborate with leading names in the field.
2	Examine and analyze academic resources and the written and oral studies on the political developments in the region and the world, especially in the Middle East.
3	Debate in the field of political science and public administration with different target groups in multicultural environments.

OCCUPATIONAL
Occupational and/or Vocational
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	With the current historical and theoretical knowledge of the field, suggest sustainable, organizational and administrative arrangements aimed at meeting specific goals and solving certain problems.
2	Using the theoretical, economic, political and managerial knowledge, and produce reports on current developments, conflicts and agreements in geography related to world politics and especially in the Middle East.
3	Construct arguments on the current developments in Turkish politics in the light of the laws, regulations, and the important changes in the constitution and administrative law that determine Turkish political life and foreign relations.

WORKLOAD & ECTS CREDITS OF THE COURSE UNIT
Workload for Learning & Teaching Activities
Type of the Learning Activites	Learning Activities (# of week)	Duration (hours, h)	Workload (h)
Lecture & In-Class Activities	14	3	42
Preliminary & Further Study	13	2	26
Land Surveying	0	0	0
Group Work	0	0	0
Laboratory	0	0	0
Reading	0	0	0
Assignment (Homework)	0	0	0
Project Work	0	0	0
Seminar	0	0	0
Internship	0	0	0
Technical Visit	0	0	0
Web Based Learning	0	0	0
Implementation/Application/Practice	0	0	0
Practice at a workplace	0	0	0
Occupational Activity	0	0	0
Social Activity	0	0	0
Thesis Work	0	0	0
Field Study	0	0	0
Report Writing	0	0	0
Final Exam	1	1	1
Preparation for the Final Exam	7	5	35
Mid-Term Exam	1	1	1
Preparation for the Mid-Term Exam	5	4	20
Short Exam	0	0	0
Preparation for the Short Exam	0	0	0
TOTAL	41	0	125