Statistics Flashcards
Are statistics a method of data gathering or data processing?
Processing
What are the measures of central tendency?
The mean, median and mode
What is the mean?
Average value of a group of statistical data
What is the median?
Middle value of the group
What is the mode?
The value that appears most regularly in the group
What is standard deviation?
The measure of the average amount by which the data differs from the mean
Advantages of standard deviation:
+ shows variety
+ easy to describe, as not square units
+ data is likely to be similar and, therefore, easy to process
Disadvantages of standard deviation:
Easily affected by anomalies
What is the standard error of the mean?
The measure of the accuracy of a sample mean, as an estimate of the total population mean
What is chi squared
Determines the differences between observed and expected data, as well as whether or not this is due to explainable factors.
How do you carry out chi squared?
Use formula: compare expected and observed averages. Compare test statistic to 95% significance level. Prove or disprove null hypothesis
Advantages of chi squared
+ Determines a significance level - easy analysis
+ useful if data can be grouped
What is spearman’s rank correlation coefficient
A test that measures the strength and direction of a relationship between two variables
How do you carry out spearman’s rank
Use formula: compare the squared value of their differences by the number of values
Determine if positive or negative correlation
Determine if significant or not
What are spearman’s ranks significance levels?
\+ 0-0.19 = weakest correlation \+ 0.20-0.39 = weak correlation \+ 0.40-0.59 = moderate correlation \+ 0.60-0.79 = strong correlation \+ 0.80-1 = strongest correlation
Advantages of spearman’s rank:
+useful if the data is ordinal (rank able)
+ identifies comparable relationships
+ identifies nature of correlation
+ quicker to calculate than pearson’s
Disadvantages of spearman’s rank:
+ requires 7 pairs of data
+ ranking of data ignores magnifiques of differences
+ does not give reasons for difference
What is pearsons’ product moment correlation coefficient?
Similar to spearman’s. Measures strengths if a linear relationship between two variables
What are the advantages of Pearson’s coefficient?
+ identifies relationship between two variables
+ identifies nature of correlation
+ Uses actual values, not ranked, so raw data is not lost
+ useful if data is normally distributed
+ increasingly precise
What are the disadvantages of Pearson’s coefficient?
+ time consuming
+ doesn’t explain correlation
+ affected by extreme values
+ assumes all relationships are linear
What is the nearest neighbour index?
A statistic that measures the distribution between data sets, according to whether they are clustered, random or regular.
What is the measuring values of the nearest neighbour index?
0 - 2.15
0 is clustered
1 is random
2.15 is regular
How do you carry out the nearest neighbour index?
Measure distance between the two sites
Compare distance to average distance between sites of entire area
Insert values into formula
Compare to previous values to determine if the distribution is random, regular or clustered.
Advantages of nearest neighbour index:
+ increasingly objective
+ easy to compare areas
+ allows change over time to be identified