Research methods: statistical analysis Flashcards
How can the degree of variability be calculated?
Standard deviation
what is it possible to do with normally distributed results?
estimate the % of all values within a particular range around the mean
what do most scientific investigations produce?
quantitative results that are compared to establish the significance of any differences
what will a good scientific analysis do?
Prove as there is always something remaining to find (more to be investigated)
what is the key issues with when deciding the significance of a conclusion?
the level of confidence
what makes a result statistically significant?
if the result is unlikely to have occurred by random chance
what can be done with the random chance in investigations?
it can be calculated
the lower the value the greater the reliability of the result
what is the p-value? (probability)
the probability of an event being caused by random chance
how is the p-value usually expressed?
the probability that a single event was significant
0.9,0.95,0.99,0.995
as a degree of confidence that the difference being investigated is significant
does showing significance mean importance?
does not mean it is important or that a casual relationship has been found
2 correlated factors may be caused by a variable that hasnt been investigated
what are the comparisons between p-value and significance level?
0.1= 90%
0.05= 95%
0.01=99%
0.005=99.5%
when is spearman’s rank used?
used to see whether there is a consistent change in the value of one variable as another variable increases or decreases
what does spearman rank assess?
how closely 2 variables are correlated
what are some examples of where spearman rank can be used?
crop yield increases as fertiliser application increases
noise levels decrease as distance from road increases
number of moths increase as temperature rises
what is the chi square test used for?
compare the frequencies or numbers of things in different groups are significantly different
when can chi square not be used?
data that can be continuously variable such as ,measured or calculated
what is an example of a hypothesis used for the chi squared test? (Wood mice)
different management practices in a range of woodlands affects the number of dormice
when is the T-test used?
if there is a significant difference between two means where data was measured
what are some examples of data used in the T-test?
mass
length
wind speed
dissolved oxygen level
when would you use Mann Whitney u over t-test?
if the data isn’t normally distributed
what are some examples of hypothesis that can be tested using T-test?
mean mass of lobsters is higher in areas where collection is banned
dissolved oxygen level is lower in a sewage polluted river
wind speed is lower in a woodland than in a clearing
when is the Mann Whitney U used?
used when there is a significant difference between 2 median values where the data was counted
what is an example of where the Mann Whitney U can be used?
fewer cars use a road when road charging is introduced
biodiversity is higher in a hedge that is trimmed less frequently
fewer seeds germinate at pH5 then pH7