LB, Research methods, WEEK 2 Flashcards
What is science?
- Popper says that science is a collection of theories which can predict the future and be falsified
- E.G. Popper argued Psychoanalysis was not scientific because it could not be falsified > Freud uses concepts which cannot be measured and are within the unconscious so cannot be accessed nor falsified
- Scientific things cannot make predictions which have been proved to be wrong (otherwise it is an assumption)
- Key scientific method is experimentation + observation
Philosophy of science in Psychology
- Have been many debates overtime arguing over whether psych is scientific or not > Kant (1786) argues psychology is not scientific because we cannot actually measure how people think/feel + it cannot be quantified thus not a science. Wundt (1864) argues back that we can measure these things (make people reflect on own perception) using experiments + controlled settings
- Behaviourist perspectives in psych also support that psych can be scientific by looking at things like stimulus-response > behaviourist perspective emerged leading to a move away from Freudian views > this view is much more scientific
- There is a debate between, “we cannot have internal states + analyse them” while behaviourists argue we can change situations + study the different effects of this on behaviour
History of Personality & Social Psychology
- First personality theorist: Sir Francis Galton who discusses the lexical hypothesis > this means you can take most important personality traits existing + reduce them down in to specific + stable personality traits (reduce words describing them down more into factors of their personality) > the most important personality traits in language, reduce down, get stable personality traits through factor analysis
- Lexical hypothesis is based on the assumption that the most important personality traits eventually become a part of their language
- First social theorist: Kurt Lewin who argued peoples behaviour was a function of personality + their environment > neither personality or EV predict all of behaviour, it is the interaction between the two > important because it doesn’t focus on the past but understanding the situation (dominant view of Freud) > this view is abbreviated as F(P.E)
Present day of personality & social psych
-We have explicit + implicit assumptions when we do scientific studies
- Explicit assumptions: in differential psych, assumes that intrapersonal factors (within the individual) can be understood > understanding individual factors can help predict behaviour + describe future behaviour, factors of peoples personalities can be separated + verify introspection (self-reflection) through people’s behaviour
- Social psych indicates that intrapersonal effects are measurable, significant + have similar effects across people > social factors have similar impacts broadly. If they don’t, factors can be broken down + build a framework (e.g. take a breakdown of two people meeting for a data + find the commonalities between them + change one thing to see what happens such as wearing a fur suit vs not)
Implicit assumptions: The tools we use (e.g obs) can analyse information + we can construct an overarching theory of behaviour using these methods + tools
Methods of data collection
- How we collect meaning what kinds of data we are gathering (e.g. objective measures as in watching what people do if we poke them with a stick or run experiments) > direct obs, interviews, self-report, experiments
- By time meaning how long the experiment goes on when collecting data > cross-sectional, longitudinal, experimental
- By sample meaning by case studies or meta analysis
- These all overlap
How we collect data
- Direct obs: experimenter observing people’s behaviour/interactions (e.g. Gottman observed married couples conversing + predicted if they would divorce
- Interviews: e.g. asking someone w/ PTSD, how did you perceive a situation
- Self-report: e.g. 1-10 how do you feel about this
- Exp: manipulate something in one group
- Objective measures: assess brainwaves
Subjective measures: How did you feel about this? Overlaps with interviews + self-report
Macrolevel issues of studies
- If we do any test or any type of analysis, we have questions of sensitivity vs specificity
- Sensitivity: will you find what you are looking for if it is there (true + rate) while Specificity is: will you find what you are looking for or show something else (true - rate)
- E.G. If you scan someone’s chest to see if they have COVID-19, it has good sensitivity (can detect covid if it is there 93% of the time) but low specificity, won’t show something else(32% of the time someone has COVID, it may not be found + may be a positive test due to something else)
- Effect size: Is there a big enough impact/change? E.g. if we are measuring video games vs violence, the effect may be so tiny thus doesn’t do much
- Effect size changes our ability to detect things + distinguish between things
- Sample size: this is related to the above issues > if we have a big sample, we will often get some kind of information regardless of whether it is true (e.g. if we look at video games + aggression on a very large sample, it is likely to find a link by chance). But is this a real link? The effect size may be very small
- Depending on what we are studying, we will require a certain sample size > e.g. if we are looking at perception of dots moving, we don’t need a large sample as if ppts are normal sighted, the results should be similar (50-100 is fine). MRI scans only use 12-20 people as we assume our brains look the same
- But 50-100 ppt is not enough for social psych as people are too different + too much variance so a larger sample size is needed so we know if what we see is real + impacts the above
Validity
-How do we know what we found is correct > more types of validity exist
- Basic types of validity includes internal vs external > internal: does it measure what it claims to + external: can it be applied externally to a situation
-Specific types of validity too like criterion, content, construct, discriminant
• Criterion validity: do the measures link to an observable outcome (current + future) essentially, criterion validity is predictive + concurrent validity combined (predictive = does the test predict later performance on a related criterion, concurrent = does the test relate to an existing measure) > basically compares the current test to existing valid measures (criteria) > links to sensitivity
• Construct validity: = to internal validity for things which are not operationally defined > does it measure what it says it will? Construct validity must be investigated whenever no criterion or universe of content is accepted as entirely adequate to define the quality to be measured.
• Content validity: measure all parts of the domain being measured (e.g. depression test must assess all sub-types of depression or else lacks content validity)
- Discriminant validity: Does it measure things which are different from the theoretically related things? Links to specificity (do we find things we didn’t intend to)
Reliability
- AKA consistency > will you get the same result if someone else conducted the test for example
- Do you get the same result if you do test-retest, different person gives the test, you do different versions of the same test (e.g. reverse items on test) + check individual items relate to the overall thing
- Is needed for true validity, but does not mean it is valid alone if there is reliability
- Can have good reliability but poor validity, poor reliability + validity or good reliability + validity > reliability is needed for validity essentially
- Reliability is often expressed as Cronbach Alpha which refers to how closely related the items are (e.g. I like sweet things, I like sugary things > cronbach alpha shows degree of similarity within people)
Reliability: Factor Analysis
- Reliability wants to be able to achieve the same result consistently to show it is reliable. But if there are questions which are not reliable (not matching up), factor analysis can be used
- Factor analysis looks at patterns of intercorrelations between the question responses, if they have the same/similar correlation, that means you are assessing the same thing > this enables us to come out with patterns between groups + variables
- These patterns will give a “loading” against a theoretical “factor” (something hidden being assessed + looks at dimensions across this point) > this theoretical factor is theoretically important (would expect it to be important)
- FA is used to extract latent variables (unobservable) which may explain correlations between different variables which you are able to measure > when FA finds certain patterns, this can be used to extract latent variables (because they are latent + not directly measured, they are more like theoretical constructs) which can support these theoretical variables
Factor analysis of previous scale
- One type of factor analysis is principle components analysis > takes the biggest factor + takes out maximum variance against second factor + so on > if there is a latent variable within a set looked at then another variable should be considered to look at too
- E.G. if there are 30 questions on a socio-path scale + use PCA, we use it by looking at the Eigenvalues, if this is above 1, then we consider it to be a true factor
- When we run PCA, we find everything loads into one factor or we get two or more factors involved too
- Limitation: doesn’t encompass all variation which may exist
Would this sociopath scale be valid?
- First need to ask is it reliable? Yes, if we test people over and over, we get the same result > people’s food taste is stable
- Is it valid? No, it fails criterion, construct and content validity > aren’t measuring what we intend to measure + doesn’t measure all domains of being a sociopath
- Many measures/scales existing already have this problem: e.g. Rorschach test has poor internal validity + Hamilton depression scale has poor content validity
- Validity is why theory matters > theories on depression for example inform content validity > we know to include certain things to cover all components
Debate between social & individual differences
- Differential psych tends to have very reliable scales but sometimes have poor validity > personality tests which we currently use have poor validity because it doesn’t encompass all types of personality + the factors we use to distinguish between personality traits may overlap
- Social psych tends to have scales which are not reliable, people tend to change their response on different kinds of scales quickly but there is strong validity of concepts in some theories (what is measured is true)
Understanding the split in Social Psych
- Exp + critical psych diverge at certain points due to core assumptions about the types of approaches which can be used to understand the person
- Experimental/traditional approaches prioritise scientific methods as the valid way of understanding the social world as it is the assumption that we can understand parts of human behaviour through identifying underpinning factors which help us conceptualise + measure human behaviour
- Critical approaches alternatively prioritise qualitative methods as understanding the social world > looks at level of talk + what this can tell us about the person + the society they are in
This divergence come from historical differences in Psychology
Roots of Qualitative Methods in Social Psychology
- Questions which we now see as psychological were initially discussed by philosophers > philosophies, especially on nature of knowledge + reality, underpin our current understanding of social psychology
- Essentially, philosophy helps us understand the person + helps us understand how we can come to measure the persons behaviour
- William James (1890) has been seen as the father of Psychology + wrote on the Principles of Social psychology > wrote in 2 volumes where one focused qual methods like talk + interaction while other volume discussed more traditional + empirical methods
- This work came from a critical view of introspection, saying it did not address the “connectedness” of human thought > essentially documents there are different ways of understanding human experience + shouldn’t necessarily be done apart (likes mixed methods)
- Völkerpsychologie (1900s) was an early movement in social psych in Germany + translates to “folk psychology” but better thought of as “psychology of the people” > seeks to understand how everyday people make sense of their social + personal worlds
- Volkerpsychologie focuses on the link between culture + language > this underpins current critical social psych > e.g. one of the founders, Lazarus + Steinthal looked at how language could be used to examine social knowledge (lan + culture are intertwined + important in coming to understand our social world)
- Wundt (father of exp psych) wrote on volkerpsychologie (looking at the intersection between language + social knowledge) then shifted to focus on exp psychology