OER Learning maps methodology and statistics
Contact
Project leader
Management team (advisory board)
Project coordination
Student assistants
Project evaluation
Academic support for participation
Scientific support development area 2
Digital support programmes
Teaching Lab
Learning Lab
Open Educational Resources (OER)
AskOne portal (sub-project has been completed)
OER Learning maps methodology and statistics
SPSS
Station 1: Variables
General
Tutorial 0 Codeplan
This video shows a general introduction to creating a code plan in preparation for data entry in SPSS (need for a code plan, question types, transfer to variables and variable types).
Author:inside: /
Licence: CC BY 3.0
Download link
Tutorial 1 Structure SPSS
This video shows a general introduction to the structure of SPSS (navigation, most important commands, data import, data view, variable view, task window).
Author:inside: /
Licence: CC BY 3.0
Download link
SPSS basics
The pdf file shows a brief overview of the modules in SPSS (entering and analysing data, results) and the different file types (.sav, .sps, .spv).
Note: only the first page is displayed in the preview, the whole file is available via the download
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
SPSS
The codebook
The video shows the creation of a codebook, i.e. it shows how the questionnaire is coded in order to be able to enter the data into SPSS.
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
SPSS and data entry
The video shows the data input in SPSS (first steps in SPSS, data window and data input, syntax window, output and the programme structure).
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Data preparation and cleansing
The video shows data preparation and cleansing in SPSS.
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Station 2: Enter data
General
Tutorial 2 Data entry
This video shows data entry in SPSS.
Author:inside: /
Licence: CC BY 3.0
Download link
Tutorial 3 Outliers and boxplot
This video shows data cleansing and the identification of outliers in SPSS.
Author:inside: /
Licence: CC BY 3.0
Download link
SPSS basics
The pdf file shows a brief overview of the modules in SPSS (entering and analysing data, results) and the different file types (.sav, .sps, .spv).
Note: only the first page is shown in the preview, the whole file is available via the download
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
SPSS
SPSS and data entry
The video shows the data input in SPSS (first steps in SPSS, data window and data input, syntax window, output and the programme structure).
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Station 3: Recoding data
SPSS
Data manipulation
The video shows data manipulation in SPSS (Recode, Compute and If command).
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Station 4: Calculate variables
SPSS
Data manipulation
The video shows data manipulation in SPSS (Recode, Compute and If command).
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Station 6: Analyse
General
Tutorial 4 Frequency analysis
This video shows the frequency analysis in SPSS.
Author:inside: /
Licence: CC BY 3.0
Download link
SPSS basics
The pdf file shows a brief overview of the modules in SPSS (entering and analysing data, results) and the different file types (.sav, .sps, .spv).
Note: only the first page is displayed in the preview, the whole file is available via the download
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
SPSS
Data description and simple data analysis
The video shows the data description and simple analyses in SPSS.
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Station 7: Graphics
General
Tutorial 6 Filter setting
This video shows the data selection for filtering in SPSS.
Author:inside: /
Licence: CC BY 3.0
Download link
SPSS basics
The pdf file shows a brief overview of the modules in SPSS (entering and analysing data, results) and the different file types (.sav, .sps, .spv).
Note: only the first page is displayed in the preview, the whole file is available via the download
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
SPSS
Data description and simple data analysis
The video shows the data description and simple analyses in SPSS.
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
Station 8: Working with syntax
SPSS
Data description and simple data analysis
The video shows the data description and simple analyses in SPSS.
Author:inside: Paul Borsdorf
Licence: CC BY-NC-SA 3.0
Download link
R
Station 1: Install
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
R
Installing and setting up R and RStudio
This self-study course shows how to install and set up R and RStudio.
Authors:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Station 2: Basic functions
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
Applied exercises in R
This book shows the application of exercises in R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
R
Properties of variables and data records
This part of the self-study course shows the properties of variables and data sets in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Overview of commands in R
This overview sheet shows the most important commands in R.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
Station 3: Vectors
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
R
Properties of variables and data records
This part of the self-study course shows the properties of variables and data sets in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Statistics - raw data and informational complexity
This video shows raw data and informational complexity.
Author:inside: Alexander Silbersdorff
Licence: CC BY 4.0
Download link
Station 4: Matrices
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
Station 5: Data Input
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
R
Properties of variables and data records
This part of the self-study course shows the properties of variables and data sets in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Station 6: Dataframes
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
R
Properties of variables and data records
This part of the self-study course shows the properties of variables and data sets in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Station 7: Graphics
General
Statistics with R and RStudio - A reference book for health professionals
This book provides an introduction to the statistical software R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
Applied exercises in R
This book shows the application of exercises in R.
Author:inside: Jörg große Schlarmann
Licence: CC BY-NC-SA 4.0
Download link
R
Data visualisation
This part of the self-study course shows data visualisation in R.
Author:inside: Sebastian Schnettler & Svenja Heinecke
Licence: CC BY 4.0
Visualisation
This video shows the visualisation of data in R.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Linear regression
This video shows the linear regression.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Methods
Station 1: Basics
General
Emprical research
This video shows an introduction to emprirical research.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Statistics - Overview of various programmes
This presentation provides an overview of various statistics programmes.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
Statistics - visualise and summarise data
This video shows the visualisation and summarisation of data.
Author:inside: Alexander Silbersdorff
Licence: CC BY 4.0
Download link
Station 2: Research question
General
Find a research question
These five videos show the process of formulating and finding a suitable question.
Author:inside: Hamburg Open Online University - HOOU
Licence: CC BY-NC-SA 4.0
Station 3: Hypotheses
General
Emprical research
This video shows an introduction to emprirical research.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 4: Variables
General
Emprical research
This video shows an introduction to emprirical research.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 5: Scale levels
General
Emprical research
This video shows an introduction to emprirical research.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Data types from the perspective of statistics
This video shows the data types from the perspective of statistics.
Author:inside: Malte Persike
Licence: CC BY 4.0
Download link
An introduction to scale levels
This video shows the introduction to scale levels.
Author:inside: Malte Spannagel
Licence: CC BY 4.0
Download link
Station 12: Graphics
General
Data preparation in Excel
The video shows the data preparation in Excel.
Author:inside: /
Licence: CC BY 3.0
Download link
Scatter diagrams
This video shows an introduction to scatter plots.
Author:inside: Antje Schweitzer
Licence: CC BY 4.0
Download link
Statistics (data structure, distribution function & graphical representation)
This video shows the data structure, distribution function and graphical representation in the statistics section.
Author:inside: Thomas Bauer
Licence: CC BY 4.0
Download link
R
Data visualisation
This part of the self-study course shows data visualisation in R.
Author:inside: Sebastian Schnettler & Svenja Heinecke
Licence: CC BY 4.0
Visualisation
This video shows the visualisation of data in R.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Linear regression
This video shows the linear regression.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Here you will find the contents of the learning map for descriptive statistics, multivariate statistics and inferential statistics:
Descriptive statistics
Station 1: Dimensions of the central tendency
General
Emprical research
This video shows an introduction to emprirical research.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Statistics: Overview and most important formulas on one sheet
This handout summarises the most important statistical parameters and formulas from descriptive and inferential statistics on one sheet.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
Mean value and standard deviation
This video shows the mean value and the standard deviation. These values are used to describe data.
Author:inside: Antje Schweitzer
Licence: CC BY 4.0
Download link
R
Module 3 - Univariate descriptive statistics
This part of the self-study course shows univariate descriptive statistics in R.
Authors:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
SPSS
Tutorial 4: Frequency analysis
This video shows the frequency analysis.
Author:inside: /
Licence: CC BY 3.0
Download link
Station 2: Measures of dispersion
General
Emprical research
This video shows an introduction to emprirical research.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Statistics: Overview and most important formulas on one sheet
This handout summarises the most important statistical parameters and formulas from descriptive and inferential statistics on one sheet.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
Mean value and standard deviation
This video shows the mean value and the standard deviation. These values are used to describe data.
Author:inside: Antje Schweitzer
Licence: CC BY 4.0
Download link
R
Module 3 - Univariate descriptive statistics
This part of the self-study course shows univariate descriptive statistics in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
SPSS
Tutorial 4: Frequency analysis
This video shows the frequency analysis.
Author:inside: /
Licence: CC BY 3.0
Download link
Station 3: Measures of correlation
General
Statistics: Overview and most important formulas on one sheet
This handout summarises the most important statistical parameters and formulas from descriptive and inferential statistics on one sheet.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
Correlation vs. causality
This video series shows the distinction between correlation and causality in three parts.
Author:inside: Thomas Bauer
Licence: CC BY 4.0
Download link part 1/3
Download link part 2/3
Download link part 3/3
Regression calculation
This video shows the regression calculation.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Theory: Regression
This video shows the regression from a theoretical point of view.
Author:inside: Katja Theune
Licence: CC BY 4.0
Download link
Practical application examples - Regression
This video shows practical examples of regression applications.
Author:inside: Katja Theune
Licence: CC BY 4.0
Download link
Linear regression
This video shows the linear regression.
Author:inside: Antje Schweitzer
Licence: CC BY 4.0
Download link
R
Covariance & Correlation
This video shows the covariance and correlation (Pearson, Kendall and Spearman coefficients).
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Module 4 - Bivariate descriptive statistics
This part of the self-study course shows bivariate descriptive statistics in R.
Authors:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Station 4: Correlation
R
Covariance & Correlation
This video shows the covariance and correlation (Pearson, Kendall and Spearman coefficients).
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Module 4 - Bivariate descriptive statistics
This part of the self-study course shows bivariate descriptive statistics in R.
Authors:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Station 5: Simple regression
General
Theory: Regression
This video shows the regression from a theoretical point of view.
Author:inside: Katja Theune
Licence: CC BY 4.0
Download link
R
Linear regression
This video shows the linear regression.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Module 7 Linear Regression - Introduction
This part of the self-study course provides an introduction to linear regression.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Inference statistics
Station 1: Characteristic distribution
General
Elementary moments
The video on elementary moments shows and explains the terms experience value and variance.
Author:inside: Peter Kern
Licence: CC BY 4.0
Download link
Discrete random variable, histogram, binomial distribution, Poisson distribution & expected value
This video shows the discrete random variable, the histogram, the binomial distribution, the Poisson distribution and the empirical value.
Author:inside: Jörn Löviscach
Licence: CC BY 4.0
Download link
R
Inference statistics
This part of the self-study course shows the inferential statistics in R.
Author:innen: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Station 2: Probability theory
General
Probability theory
This video shows the theory of probability.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Binomial distribution and probabilities
This video shows the binomial distribution and probabilities.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Random variables and independence
This video shows the random variable and independence.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Expected value
This video shows the expected value.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Expected value and random variable
This video shows the expected value and the random variable.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Station 3: Probability theory
General
Elementary moments
The video on elementary moments shows and explains the terms experience value and variance.
Author:inside: Peter Kern
Licence: CC BY 4.0
Download link
Expected value and variance, consistency of a point estimation method and central limit theorem
This video shows the expected value and the variance.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Binomial distribution and probabilities
This video shows the binomial distribution and probabilities.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Expected value and random variable
This video shows the expected value and the random variable.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
The central limit theorem
This video shows the central limit theorem.
Author:inside: Peter Kern
Licence: CC BY-SA 4.0
Download link
Station 4: Samples
General
Data collection
This video shows the collection of data.
Author:inside: Michael Kohler
Licence: CC BY 4.0
Download link
Station 5: Hypothesis tests
General
Statistical models
This video shows the statistical models.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Statistical test procedure I and Gaussian test
This video shows the statistical test procedures, e.g. the Gaussian test.
Author:inside: Michael Kohler
Licence: CC BY 3.0
Download link
Statistics: Overview and most important formulas on one sheet
This handout summarises the most important statistical parameters and formulas from descriptive and inferential statistics on one sheet.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
R
Inference statistics
This part of the self-study course shows the inferential statistics in R.
Author:innen: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Covariance and correlation
This video shows the covariance and correlation.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 6: z-test
General
Statistical models
This video shows the statistical models.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Statistical test procedure I and Gaussian test
This video shows the statistical test procedures, e.g. the Gaussian test.
Author:inside: Michael Kohler
Licence: CC BY 3.0
Download link
Statistical test procedure II and Gaussian test
This video shows the statistical test procedures, e.g. the Gaussian test.
Author:inside: Michael Kohler
Licence: CC BY 3.0
Download link
Statistics: Overview and most important formulas on one sheet
This handout summarises the most important statistical parameters and formulas from descriptive and inferential statistics on one sheet.
Author:inside: Sonja Hahn
Licence: CC BY 4.0
Download link
Station 7: Effect strength
General
Statistical models
This video shows the statistical models.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
R
Comparison of two mean values
This video shows the comparison of two mean values.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 8: Test for two independent samples
General
Statistical test procedure II and Gaussian test
This video shows the statistical test procedures, e.g. the Gaussian test.
Author:inside: Michael Kohler
Licence: CC BY 3.0
Download link
R
Inference statistics
This part of the self-study course shows the inferential statistics in R.
Author:innen: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Comparison of two mean values
This video shows the comparison of two mean values.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Non-parametric test procedures
This video shows non-parametric test procedures.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
SPSS
Tutorial 7 Crosstabs and mean value differences
This video shows the cross tables and mean differences.
Author:inside: /
Licence: CC BY 3.0
Download link
Tutorial 8 Test for normal distribution and test for independent samples
This video shows the test for normal distribution and the test for independent samples.
Author:inside: /
Licence: CC BY 3.0
Download link
Station 9: Test for two dependent samples
R
Comparison of two mean values
This video shows the comparison of two mean values.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Non-parametric test procedures
This video shows non-parametric test procedures.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 10: Frequency tests
R
Categorical data
This video shows the categorical data.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 11: Test for sample variances
R
Basic assumptions of parametric tests
This video shows the basic assumptions of parametric tests.
Author:inside: Jochen Tiepma
Licence: CC BY 4.0
Download link
Station 12: Correlation tests
R
Covariance and correlation
This video shows the covariance and correlation.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Multivariate statistics
Station 1: Variance analysis
R
Comparison of several mean values
This video shows the comparison of several mean values.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
ANOVA - multi-factorial, dependent, mixed
This video shows the ANOVA analysis.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Non-parametric test procedures
This video shows non-parametric test procedures.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Logistic regression
This video shows the logistic regression.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Multi-level/hierarchical models
This video shows multi-level, hierarchical models.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 2: Covariance analysis
R
Comparison of several mean values
This video shows the comparison of several mean values.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 3: Multiple linear regression
General
Multiple linear regression
This video shows the multiple linear regression.
Author:inside: Antje Schweitzer
Licence: CC BY 4.0
Download link
R
Linear regression - Introduction
This part of the self-study course shows an introduction to linear regression in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Linear regression - polynomials and interaction
This part of the self-study course shows linear regression in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Regression assumptions
This part of the self-study course shows the regression assumptions in R.
Author:inside: Sebastian Schnettler, Svenja Heinecke
Licence: CC BY 4.0
Linear regression
This video shows the linear regression.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Logistic regression
This video shows the logistic regression.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 4: Factor analysis
R
Explorative factor analysis
This video shows the explorative factor analysis.
Author:inside: Jochen Tiepmar
Licence: CC BY 4.0
Download link
Station 5: Cluster analysis
General
Theory - k-means clustering
This video shows clustering.
Author:inside: Katja Theune
Licence: CC BY 4.0
Download link
Theory - k-nearest neighbours procedure
This video shows the classification and the classification method k-nearest neighbours method.
Author:inside: Katja Theune
Licence: CC BY 4.0
Download link