Lecture 8 - Data Analysis Flashcards
In Data Analysis researcher may impact the results. True/False?
True
Traits of Qualitative Data (3)
- Non-numerical information
- Often textual
- Focuses on thematic analysis
Traits of Quantative Data(3)
- Numerical
- Best described in numbers
- Uses statistics as a method
What is a confidence interval? (CI)
Measure of how confident we are in our results
What is a good confidece level?
95%
What typ of statistics are used to describe data with means, modes, standard deviation and such?
Descriptive Statistics
What type of statistics asre used to draw conclutions, correlations, hypothesis testing?
Infernal Statistics
What are the 4 data levels?
- Nominal
- Ordinal
- Interval
- Ratio
What type of data is Nominal Data?
Categorical data. Ex: Which animal is your favourite?
What descriptives does Nominal Data use?
Frequencies and percentages
What type of data is Ordinal Data?
Ordered data with undefined or unequal lengt between steps. Ex: How tasy is vanilla ice cream? - Tasty, - Neutral, - Untasty
What descriptives does Ordinal Data use?
Frequencies, percetages and median calculation
What type of data is Interval and Ratio?
Ordered data with equal distance between data points
What is the difference between Interval and Ratio data?
-Interval: no defined 0
-Ration: defined 0
What is Standard Deviation?
A measure of how dispersed the data is
Inferential Statistics is a good way to use a smaller group to make an assumtion for the population at large? True/False?
True
What significance level(SI) should Inferential Statistics have?
95%
What are the 2 main approaches to Inferential Statistics?
- Hypothesis testing
- Correlation testing
What is a null hypotheses?
Opposite variable of a hypotheses.
What would the null hypothesis be of “Everybody likes ice cream”?
“We cannot prove that everybody likes ice cream”
What is a Type 1 Error in Statistical Errors?
Reject a true null hypothesis (false positive)
What is a Type 2 Error in Statistical Errors?
Accept a false null hypothesis (false negative)
What tests can be used to get the p-value?
- T-test
- Rank-Sum test
- Chi2
What is linear correlation?
Correlation between 2 variables where one variable increses with the other