6.2 Research Methods (Correlations + Data) Flashcards
What is a correlation?
When a researcher investigates an association between two variables
What are co-variables?
The variables investigated within a correlation
What are the 3 types of correlation?
- Positive correlation: as one co-variable increases, so does the other
- Negative correlation: as one co-variable increases, the other decreases
- Zero correlation: when there is no relationship between the co-variables
What is the difference between correlations and experiments?
In an experiment, the researcher manipulates the IV to measure the DV, whereas in a correlation there is no manipulation therefore it is difficult to establish cause-effect
Strengths and limitations of correlations
- Can lead to further research (if variables strongly related, typically a starting point before committing to experimental study)
- Less time-consuming (can use secondary data)
- Does not demonstrate cause/effect
- Third variable problem (influence of another untested variable)
What are the 4 types of data?
- Quantitative data: expressed numerically
- Qualitative data: expressed in words rather than numbers/statistics
- Primary data: original data collected by the researcher specifically for the purpose of the investigation
- Secondary data: collected by someone other than the researcher
AO3 for qualitative and quantitative data
- Qualitative has more richness of details
- Qualitative has more external validity (meaningful insight)
- Qualitative more difficult to analyse
- Qualitative more subject to bias/preconceptions
AO3 for primary and secondary data
- Primary can specifically target the information required
- Collecting primary data is time-consuming
- Secondary data leads to invalid conclusions (may be outdated/incomplete)
What are the 3 measures of central tendency?
- Mean (adding up all the values and dividing by the number of values)
- Median (the central value when arranged from lowest to highest)
- Mode (the most frequently occurring value)
What are the 2 measures of dispersion?
- Range (when the lowest score is subtracted from the highest score)
- Standard deviation (how far scores deviate from the mean)
What is a measure of dispersion?
A measure of the spread or variation in a set of scores
What is a measure of central tendency?
A measure of the average value in a set of data
What is a disadvantage of the mean compared to the median in relation to representation?
The mean is easily distorted by extreme values, meaning that it is unrepresentative of the overall data
What is a disadvantage of using median?
Lower and higher numbers are ignored, but extreme values may be important
What does a low and high standard deviation suggest?
- Low = data clustered around the mean, all participants responded in a similar way
- High = greater spread/dispersion of data, not all participants were affected by the IV in the same way
What is an advantage and disadvantage of the range?
- Easy to calculate
- Only accounts for two most extreme values (unrepresentative of data set)
Why may standard deviation be better than range?
More precise as it includes all values in final calculation (however can be distorted by single value)
What are the 3 types of tables/graphs?
- Scattergram
- Bar chart
- Histogram
What is a normal distribution?
A symmetrical spread of frequency data that forms a bell-shaped pattern (the mean, median, mode located at the highest peak)
What is a skewed distribution?
A spread of frequency data that is not symmetrical, data clusters to one end
What is a positive skew and what does it suggest?
- A frequency distribution where the long tail is on the positive (right) side of the peak, and most distribution is concentrated on the left
- Mean is dragged towards the tail as it is affected by extreme scores (e.g scores on a difficult test)
What is a negative skew and what does it suggest?
- A frequency distribution where the long tail is on the negative (left) side of the peak, and most distribution is concentrated on the right
- Mean is dragged towards the left due to lower scorers e.g on an easy test
What is statistical testing?
A way of determining whether hypotheses should be accepted or rejected
What is the sign test?
A statistical test used to analyse the difference in scores between related items
What are the 3 conditions needed for the sign test?
- Looking for a difference rather than an association
- A repeated measures design
- Nominal data (organised into categories)
How is the calculated value used to determine whether results are significant or not?
The calculated value is compared with the critical value
What is a correlation coefficient?
A number between -1 and +1 which represents the direction and strength of a relationship between co-variables
What does the value of the correlation coefficient mean?
- The closer the coefficient to -1 or +1, the stronger the relationship between the co-variables
- The closer to 0 the weaker the relationship