Class 8: Research methods in cognition, levels of analysis, generalisability, control, and open science Flashcards
What was the finding in Dasgupta and Greenwald’s study that Brian Nosek spoke of?
The study was investigating whether exposing people to positive black individuals would reduce their implicit race bias – measured by IAT. Joy-Gaba and Nosek believed that it was likely associative between ‘good’ and ‘black’ exemplars and acted to reduce implicit race bias. They did not get the original result with replication due to failure of replicating an important moderator.
The________ is the process of conducting a study again, with the goal of verifying the original findings.
Replication
Is there is persuasive evidence that individuals know what things are more likely to replicate than others?
Yes. Nosek highlighted in his talk ‘What is Replication’ that there were prediction market priced bets placed based on probability of replication with the results indicating that individuals have some insight in likelihood of replication. Some prediction of probability of replication is said to help sharpen our theoretical expectations.
Mook (1983) says that the representativeness of a sample is a) always the most important factor in designing an experiment, b) especially important if the research is not in survey form, or c) depends on the purpose of the research
c) He says the representativeness of the sample is more or less important depending on the purpose of the research. For instance if it is a survey, it is very important, if it is a case study then it may be less so.
Fill in the blank: “External invalidity can occur when the specific conditions of the __________ do not match those of the real world.”
Study
A common definition for replication is “repeating a study’s procedure and observing whether the prior results recur.” Nosek defines replication as “an attempt to reproduce a previously observed finding with no a priori reason to expect a different outcome”. What is the key difference in these definitions?
In Nosek’s definition, nothing about procedural similarity is included. His definition is centred around theoretical expectations as he suggests that claiming that something is a replication is itself a theoretical commitment.
Why should we not discard all research due to external validity?
Misplaced preoccupation with external validity can result in dismissing good research for which generalisation to real life was not intended or meaningful.
True/False Argyle dismissed Milgram’s work on obedience as absurd and unethical
FALSE
According to Brian Nosek, replication is not necessary for scientific progress because it simply confirms what we already know.
False. According to Brian Nosek, replication is critical for scientific progress because it helps to establish the reliability and validity of research findings.
Define the term “External Validity”.
External Validity - The extent to which the findings of a study can be generalized to other populations, settings, and times beyond the specific context of the study.
True or False: Parents react to the form of a child’s speech, not its content.
Answer: False Explanation: Direct observation of parent-child interactions reveals that parents react to the content of a child’s speech, not to its form.
What does Mook (1983) suggest as a more appropriate criterion for evaluating psychological research?
Instead of focusing on external validity, Mook (1983) proposes that researchers should emphasize internal validity and the contribution of their work to the understanding of psychological processes and theories. He believes that well-designed studies with strong internal validity can provide valuable insights into human behavior, even if they do not directly generalize to all populations or situations. By building a robust body of evidence through numerous studies, researchers can gradually enhance the external validity of their findings.
How is ‘replication’ defined in Brian Nosek’s talk?
Repeating a study’s procedure and observing whether the prior finding recurs.
What does Brian Nosek propose the revised definition of replication is?
Attempting to reproduce a previously observed finding with no a priori reason to expect a different outcome.
The purpose of replication is to increase the reliability of research findings.
TRUE
True or False: The concept of external validity was developed with a specific type of research in mind, namely experiments designed to evaluate the effectiveness of new teaching procedures or enrichment programs on culturally deprived populations.
TRUE
Instead of predicting the real world from lab experiments and results, psychologists are instead predicting …?
Psychologists are testing what occurs in labs, then refining their theory to test if it will occur in lab settings
What is the revised definition of Replication? (As mentioned in the video)
It is the process of attempting to reproduce a previously observed finding with no a priori reason to expect a different outcome.
How can we try to reduce the impact of false negatives (or the likelihood)?
We can minimise false negatives by obtaining original materials.
What are the reasons provided by Nosek for why procedural similarity is a pragmatic solution currently in replication research?
’- We lack theoretical specificity - There is a lack of understanding of the methods of studies and what modifications will produce differing results
How can a study’s external validity be enhanced?
A study’s external validity can be enhanced by conducting the study in multiple settings, recruiting a diverse sample of participants, and varying the temporal characteristics of the study.
What are some of the benefits of open science practices, as advocated by Nosek?
Some benefits include increased transparency in research, improved collaboration, and greater reproducibility of findings.
When building evidence about theoretical expectations, generalisability is where we have low/high commitment. When committing to something as a replication, we have low/high commitment.
When building evidence about theoretical expectations, generalisability is where we have LOW commitment. When committing to something as a replication, we have HIGH commitment.
What is external validity according to Mook’s article “In defense of external invalidity”?
Answer: External validity refers to the extent to which research findings can be generalized to real-world settings and populations beyond the sample used in the study.
Mook (1983) suggests that external validity is not important in experimental research, as long as the findings are internally valid.
Mook (1983) argues that external validity is important in experimental research, and that researchers should aim to balance both internal and external validity in their studies. Mook states that sacrificing external validity for internal validity can limit the usefulness of findings in real-world settings, and suggests that researchers use a variety of research methods to increase the generalizability of their findings.
What is external invalidity?
External invalidity refers to the inability to generalise the results of a study to other populations, settings, or time periods.
True or False: Experiments that were conducted in real-life settings will still have some limits in their generalizability.
TRUE
True or False? Justifications for limited external validity may include experimental control, repeatability, and the need for specific research contexts.
TRUE
According to Brian Nosek, should replication be framed in conceptual or procedural terms?
Conceptual terms
What does Mook state claim is the biggest source of confusion regarding the debate around External Validity?
The purpose of collecting data in the laboratory is to pred t real-life behaviour in the real world–this is not always the case.
What did the original discussion of EV by Campbell and Stanley(1967) reveals?
They reveal that the experimental investigation they had in mind was a rather complex mixed design with pretests, a treatment and a posttest
Which of the following statements best summarizes the main argument of Mook’s article “In defense of external invalidity”? A) External validity is a minor concern in research and can be overlooked in favor of internal validity. B) The concept of external validity is flawed and should be abandoned altogether. C) External validity is crucial for the practical application of research findings and should be given more attention. D) Researchers should prioritize the use of laboratory experiments over field studies to maximize external validity.
Answer: C) External validity is crucial for the practical application of research findings and should be given more attention.
In what kind of research is representativeness important, according to Mook?
Survey research
What must be considered in the checklist of decisions, and what does Mook mean when he talks about the specifics of the sample and setting?
(A) We Must consider what conclusion wants to be drawn and (B) whether the specifics of our sample or setting will prevent us from drawing it. Sample > Are you trying to (A) estimate sample characteristics to those of a particular population, or (B) trying draw conclusions not about a population but rather a theory that specifies what these subjects ought to do, or ( C ) if any subject does or can be made to do this or that Setting > is the intention to predict (A) what would happen in a real-life setting or (B) “target” class of such settings
What are some strategies proposed by Mook (1983) to enhance external validity in research studies?
Mook suggests several strategies to enhance external validity, including the use of more realistic and diverse samples, the replication of studies across different settings and populations, and the examination of the generalizability of findings through meta-analyses and other methods. He also emphasizes the importance of reporting effect sizes and statistical power to evaluate the practical significance of study findings.
What are some of the challenges associated with replicating studies in psychology?
Some of the challenges include differences in sample characteristics, variations in experimental procedures, and variations in measurement instruments.
True or False: According to the study by Brown and Hanlon (1970), parents react to the content of a child’s speech rather than its form?
True.
Ecological Validity
The realism with which a design of evaluation setup matches the user’s real work context; how accurately the design or experiment reflects the relevant characteristics of the ecology of interaction
True or False: According to Mook (1983), context-specific research is less valuable than research that can be generalized to multiple settings and populations.
Answer: False Explanation: Mook argues that context-specific research can provide valuable insights into specific situations or populations. Rather than aiming for generalizability, these studies seek to gain a deeper understanding of a particular context. In some cases, Mook suggests that external invalidity can even be a strength, as it allows researchers to uncover unique insights that may not emerge from more generalizable studies.
Mook argues that one origin of the misconceptions about EV, its goals and why we should absolutely reach it lies in the “feeling” that comes with words such as “validity” and “invalidity” a priori. True or False?
True. Cf “Warm Fuzzies and Cold Creepies” paragraph
Why are some areas of psychology further ahead at addressing the issues surrounding replication compared to others?
Areas such as social psychology are further ahead as experiments are easier to replicate. Areas such as infant or clinical psychology are further behind because it is harder to replicate studies.
What are the two reasons highlighted in the youtube video that experiments are conducted through procedural similarity rather than altering the procedure but ensuring the expected result is the same.
Lack of specificity Lack of understanding the methods
True/False The assumption that laboratory settings should resemble real-life ones as much as possible is true.
FALSE
Three questions to consider when interpreting a failure to replicate
is the original study a false positive, is the replication a false negative, are both true effects.
Fill in the blank: Mook argues in his article, In Defense of External Invalidity, that a misplaced preoccupation with external ________ can lead us to dismiss good research for which generalization to real life is not intended or meaningful.
Validity
Why are conclusions that cannot be generalized important?
They can contribute to the understanding of the process. It can reveal what can occur, not necessarily what happens in real-life conditions.
Brian Nosek believes that all scientific studies should be replicated. True or False?
False : Brian Nosek believes that not all studies need to be replicated, and that replication efforts should be focused on studies that are particularly important, influential, or controversial.
What are some potential limitations of using college students as research participants and how might these limitations affect the external validity of research findings?
College students may not be representative of the broader population and may limit the external validity of research findings. They are often more educated, younger, and more diverse than the general population, and they may have different life experiences and attitudes that affect their behaviour. This can limit the generalizability of research findings beyond the college student population.
What is grandiose narcissism?
A subtype of narcissism characterized by an inflated sense of self-importance, a need for admiration, and a lack of empathy for others.
In discussing external validity, Mook (1983) says that in experiments we are not ‘making generalisations’, but rather we are a) examining them b) testing them c) appraising them d) evaluating them
b) testing them
How can experiments which lack EV (and also provide seemingly silly results) still provide value?
Findings, no matter its apparent value, can contribute towards an underlying theory of the world
According to Mook 1983, external validity “asks a question and invites us to think of prior questions”, what is external validity NOT?
an automatic desideratum
Fill in the blank: Every replication, because they’re never identical, is a test of _.
Generalizability
What were cambell and Stanley (1967) aims
To evaluate the effect of an enrichment program for the culturally deprived
Why is external invalidity sometimes considered to be less important than internal validity?
External invalidity is often considered less important than internal validity because it does not threaten the causal conclusions drawn from the study.
To what kind of experiment does Mook (1983) acknowledge the importance of the external validity problem?
Applied experiments.
Brian Nosek argues that procedural changes are necessary in replication studies so the definition of replication should focus on conceptual terms. How is this justified?
By conceptualising replication in the realm of theoretical expectations, changing what procedural differences are necessary with no prior expectation that such changes will produce a different result. Relies on researchers theoretical understanding of the concept being tested.
What are three ways to minimise false negatives in studies?
Obtain original materials. Use high-powered designs. Peer review in advance.
What is external invalidity, as defined by D.G. Mook in his article “In Defense of External Invalidity”?
External invalidity refers to the extent to which research findings can be generalized to real-world settings and situations outside of the laboratory.
Why does Mook suggest that researchers should prioritise external validity?
To make research more relevant and applicable to real-world situations
True or False: The goal of replication is to copy the methodology and procedure of a previous study and observe if we get the same results.
False. The goal is actually to attempt to reproduce the finding of a previous study with no a priori reason to expect a different result. I.e., with this new sample/context/setting, these are the adjustments I need to make to the procedure, in order to have no reason to think that it will produce a different result.
Why is replication important in science?
Replication is important in science because it helps to confirm the results of studies and to build confidence in scientific findings.
What is external validity?
External validity is the extent to which our findings can be generalised in other populations, settings, variables, etc.
According the Brian Nosek, every replication, because they are not identical, is a test of ___?
Generalisability
Why does the experiment by Harlow raised a threat of external validity?
One of the reasons is because the sample used was not deemed as representative of the population. In this case, Harlow’s baby monkeys were not representative of the population of monkeys in general as they were born in captivity and orphaned.
Why is there a focus on Procedural Similarity?
There is a lack of Theoretical Specificity There is a lack of understanding the Methodology. Having the same procedure is a substitute for Theoretical & Methodological Understanding
How does Brian Nosek view Replication?
Brain Nosek views Replication as a conceptual understanding. Replication provides us with an opportunity to confront current theoretical understandings of how we obtain research findings.
Why is there a current focus on procedural similarity in psychological research?
A lack of theoretical specificity and of understanding of methods. Using procedural replication (rather than conceptual) is a substitute for theoretical and methodological understanding.
Multiple Choice: According to the study by Brown and Hanlon (1970), what do parents react to in a child’s speech? a) Its form b) Its content c) Its grammar d) Its tone
Answer: b) Its content Explanation: Direct observation of parent-child interactions reveals that parents react to the content of a child’s speech, not to its form.
According to Mook (1983), what is the importance of external validity in research?
External validity ensures that research findings have practical implications and can be applied to real-world situations.
When considering internal and external validity, what does Mook suggest should be the sacrificed one if required?
Sacrifice internal validity
What are the three ways Brian Nosek described to interpret a failure to replicate?
The three ways are (1) the original finding was a false positive, (2) the replication is a false negative, or (3) neither, that there are important substantive differences that explain the different results
What is usually lacking when someone believes replication can only occur if it has the exact procedure of what it is replicating?
This often demonstrated a lack of theoretical understanding, and shortcomings in understanding the methods of the original study.
Criticisms of external validity may include issues such as sample characteristics, ecological validity, and ________ of results.
generalization
true/false Theoretical specificity doesn’t enable effective replication
false
What are the two things that Mook suggests can lead to the compromise of a study when focusing on external validity?
Rigor and control
What is the “agricultural” concept of the aims of research?
The assumption that the experiment is intended to be generalised to similar subjects, manipulations, and settings.
Fill in the Blank: According to the article, the fact that eyeglasses can influence our judgments of intelligence says something about us as __________.
Answer: judges Explanation: The fact that eyeglasses can influence our judgments of intelligence, though it may be quite devoid of real-world application, surely says something about us as judges.
True or False: Harlow concluded that wild monkeys in the jungle would choose terry-cloth over wire mothers.
False: Harlow did not generalise his findings of an artificial experiment involving monkeys born in captivity to monkeys in the wild. Harlow actually concluded that the hunger-reduction interpretation of mother love would not work
What is the difference between statistical generalization and analytical generalization, and how do they relate to external validity?
Statistical generalization refers to the use of probability and sampling techniques to make inferences about a population, while analytical generalization involves the transfer of theoretical concepts and propositions to different contexts, and both are important for achieving external validity.
True or False: According to Mook (1983), experiments that lack external validity are worthless.
FALSE
How is generalisability explained in Mook’s (1983) research article?
To what populations, settings, treatment variables, and measurement variables can this effect be generalized.