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Information
| Code | IEM761 |
| Name | Statistical Analysis |
| Term | 2024-2025 Academic Year |
| Semester | . Semester |
| Duration (T+A) | 3-0 (T-A) (17 Week) |
| ECTS | 6 ECTS |
| National Credit | 3 National Credit |
| Teaching Language | Türkçe |
| Level | Yüksek Lisans Dersi |
| Type | Normal |
| Mode of study | Yüz Yüze Öğretim |
| Catalog Information Coordinator | Prof. Dr. GÜLSEN KIRAL |
Course Goal / Objective
It is necessary to accurately analyze the data and interpret the results and evaluations of the examined case, which is very important in scientific research stage. In addition to this, businesses face many problems and they are waiting to be solved. Mostly, thanks to the results of the analyzed data, problems can be solved. This course aims to provide the students with the skills of gathering data correctly about the examined case, filtering them to be analyzed and analyzing the data and interpreting it by using SPSS, Minitab, SPLUS and choosing the suitable technique which is due to the aim. The students who take this lesson, have competence in solving the examined phenomenon like a researcher or academician.
Course Content
This lesson covers the concept of data and identify the data, choosing statistical analysis according to the research aim and in this context, descriptive statistics, tests of comparing two and more groups non-parametric tests, correlation and regression analysis, factor analysis, cluster analysis which are multivariable statistical analysis.
Course Precondition
There are no prerequisites.
Resources
Johnson, R. A. ve Wichern, D. W. (2002,2006). Applied Multivariate Statistical Analysis, Prentice-Hall.
Notes
Source books, statistical packages
Course Learning Outcomes
| Order | Course Learning Outcomes |
|---|---|
| LO01 | Uses the ability to apply knowledge of statistical analysis techniques. |
| LO02 | Interprets data and evaluates problems. |
| LO03 | Uses the ability to experiment and design. |
| LO04 | Relates the problems in the related branch. |
| LO05 | It uses the ability to apply point estimation and interval estimation. |
| LO06 | Interprets statistical analysis. |
| LO07 | Interprets hypothesis tests. |
| LO08 | Evaluates the applications of dependent and independent hypotheses. |
| LO09 | Evaluates the classifier tables. |
Relation with Program Learning Outcome
| Order | Type | Program Learning Outcomes | Level |
|---|---|---|---|
| PLO01 | Bilgi - Kuramsal, Olgusal | Explains contemporary concepts about Econometrics, Statistics, and Operation Research | 3 |
| PLO02 | Bilgi - Kuramsal, Olgusal | Explains relationships between acquired knowledge about Econometrics, Statistics, and Operation Research | 3 |
| PLO03 | Bilgi - Kuramsal, Olgusal | Explains how to apply acquired knowledge in the field to Economics, Business, and other social sciences | 2 |
| PLO04 | Beceriler - Bilişsel, Uygulamalı | Performs conceptual analysis to develop solutions to problems | |
| PLO05 | Beceriler - Bilişsel, Uygulamalı | Models problems with Mathematics, Statistics, and Econometrics | 3 |
| PLO06 | Beceriler - Bilişsel, Uygulamalı | Interprets the results obtained from the most appropriate method to predict the model | 4 |
| PLO07 | Beceriler - Bilişsel, Uygulamalı | Synthesizes the information obtained by using different sources within the framework of academic rules in a field that does not research | 3 |
| PLO08 | Beceriler - Bilişsel, Uygulamalı | Uses acquired knowledge in the field to determine the vision, aim, and goals for an organization/institution | |
| PLO09 | Beceriler - Bilişsel, Uygulamalı | Searches for new approaches and methods to solve problems being faced | 3 |
| PLO10 | Beceriler - Bilişsel, Uygulamalı | Presents analysis results conveniently | 4 |
| PLO11 | Beceriler - Bilişsel, Uygulamalı | Collects/analyzes data in a purposeful way | 4 |
| PLO12 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | Converts its findings into a master's thesis or a professional report in Turkish or a foreign language | 3 |
| PLO13 | Beceriler - Bilişsel, Uygulamalı | Develops solutions for organizations using Econometrics, Statistics, and Operation Research | 1 |
| PLO14 | Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği | Performs an individual work to solve a problem with Econometrics, Statistics, and Operation Research | 3 |
| PLO15 | Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği | Leads by taking responsibility individually and/or within the team | 2 |
| PLO16 | Yetkinlikler - Öğrenme Yetkinliği | Being aware of the necessity of lifelong learning, it constantly renews itself by following the current developments in the field of study | 3 |
| PLO17 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | Uses a package program of Econometrics, Statistics, and Operation Research or writes a new code | 4 |
| PLO18 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | Interprets the feelings, thoughts and behaviors of the related persons correctly/expresses himself/herself correctly in written and verbal form | 3 |
| PLO19 | Yetkinlikler - Alana Özgü Yetkinlik | Interprets data on economic and social events by following current issues | |
| PLO20 | Yetkinlikler - Alana Özgü Yetkinlik | Applies social, scientific and professional ethical values | 3 |
Week Plan
| Week | Topic | Preparation | Methods |
|---|---|---|---|
| 1 | The concept of data and data collection techniques | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım |
| 2 | Choosing the statistical technique for data analysis | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 3 | Introduction to Minitab, Plus SPSS Package Programmes | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 4 | Data processes on computer | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 5 | computer applications | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 6 | Descriptive Statistics | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 7 | Tests for comparing two groups | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 8 | Mid-Term Exam | Reading the relavant parts in the source books | Ölçme Yöntemleri: Yazılı Sınav |
| 9 | Variance Analysis | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 10 | Non Parametric Tests | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 11 | Homework presentation | Reading the relavant parts in the source books | Öğretim Yöntemleri: Bireysel Çalışma |
| 12 | Linear Regression and Correlation Analyses | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 13 | Factor Analysis | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 14 | Cluster Analysis | Reading the relavant parts in the source books | Öğretim Yöntemleri: Anlatım, Alıştırma ve Uygulama |
| 15 | presenting homework | Reading the relavant parts in the source books | Öğretim Yöntemleri: Bireysel Çalışma |
| 16 | Term Exams | Ölçme Yöntemleri: Yazılı Sınav |
|
| 17 | Term Exams | Ölçme Yöntemleri: Yazılı Sınav |
Student Workload - ECTS
| Works | Number | Time (Hour) | Workload (Hour) |
|---|---|---|---|
| Course Related Works | |||
| Class Time (Exam weeks are excluded) | 14 | 3 | 42 |
| Out of Class Study (Preliminary Work, Practice) | 14 | 5 | 70 |
| Assesment Related Works | |||
| Homeworks, Projects, Others | 0 | 0 | 0 |
| Mid-term Exams (Written, Oral, etc.) | 1 | 15 | 15 |
| Final Exam | 1 | 30 | 30 |
| Total Workload (Hour) | 157 | ||
| Total Workload / 25 (h) | 6,28 | ||
| ECTS | 6 ECTS | ||