The Replication Crisis (Social Psych) Flashcards
What should Science be?
- Should provide reliable results.
- Should be transparent
- Should be reproducible
- Should be self-correcting
- Should be trusted
- Should be replicable
Define what is meant by replication.
- a fundamental principle of the scientific method.
- Replicability: obtaining consistent results across studies aimed at answering the same question, each of which has obtained its own data.
Define what is meant by reproducibility.
- obtaining consistent results when the same data is analysed using the same techniques.
Identify the two types of replication.
Exact/Direct Replication.
Conceptual Replication.
What is Conceptual Replication?
- where scientists try to confirm a finding using a different set of methods and measures that test the same hypotheses.
What is Exact/Direct Replication?
- where a study uses the exact same measures, conditions as an original study to reproduce the results.
Describe the Replication Crisis.
- Recently, psychology has been criticised because many classic research findings do not replicate.
- an ongoingmethodologicalcrisis insciencewhereby researchers find that the results of many scientific studies are difficult or impossible toreplicate or reproduceon subsequent investigation.
Describe a case relating to the replication crisis (Bem, D.J. (2011)
- Title: Feeling the future: experimental evidence for anomalous retroactive influences on cognition and affect.Journal of personality and social psychology,100(3), 407.
- Used established protocols such as affective priming and recall facilitation – methodological rigour.
- 9 experiments with significant results – seemingly robust phenomenon but surprising (Wagenmakers et al., 2011)
- Underwent peer review and published in the prestigious JPSP(which rejects 90% of submissions).
Describe problems with (Bem, D.J. (2011).
- “It was both methodologically sound and logically insane” (Engber, 2017)
- ESP is are outside current scientific explanations of human behaviour because they contradict fundamental principles of our current understanding of reality.
- Ritchie, S. J., Wiseman, R., & French, C. C. (2012). study indicated that the study by Bem, D.J., was not replicable as there were 3 unsuccessful attempts to replicate it.
- “If one had to choose a single moment that set off the “replication crisis” in psychology – an event that nudged the discipline into its present andanarchicstate, where eventextbook findingshave beencast in doubt – this might be it: The publication, in early 2011, of Daryl Bem’s experiments…”
Engber (2017)
Describe the Open Science Collaboration Project (2015) and Many Labs.
- A team of international researchers called “Many Labs” aimed to replicate 100 studies in 3 top Psychology journals.
- Many Labs 1: Examples of studies included:
Does people’s belief that human behaviour is predetermined encourage cheating?
Do children blindly follow eye gaze to find hidden objects?
Is there a motion ‘after-effect’ from still photographs depicting motion.
A large percentage of studies couldn’t be replicated.
What Questions did people have about the replication failures?
- What if the replication study wasn’t identical to the original?
- Would the findings replicate in the same culture?
- What if the experimenters aren’t competent enough and lack the know-how to pull off the original experiment?
- What if the replication sample sizes were too small?
- Are there certain conditions in which the study would replicate? (these are known as ‘moderators’)
Describe the Many Labs 2 project (Klein et al. (2018)).
- Many Labs 2 project was specifically designed to address these criticisms.
- 15,305 participants = 60x more than the original
- Researchers worked with the scientists behind the original studies to check every detail
- Repeated experiments many times, with volunteers from 36 different countries, to see if the studies would replicate in some cultures and contexts but not others.
- Only a 54% success rate.
What is the failure rate for replicating studies relating to preclinical cancer research?
- 90% failure rate of replicating studies relating to preclinical cancer research.
Identify what influences a Replication Crisis?
- The incentive structure of academia, which influences.
- Questionable Research Practices (QRPs), like P-hacking, HARKing.
Describe the Incentive Structure of Academia.
- papers were required to get JOB > GRANTS > PDRs PRESTIGE > PROMOTION.
- The slow pace of science helps ensure that research is done correctly.
- But it can come into conflict with the incentive structure of academic progress, as publications—the key marker of productivity in many disciplines—depend on research findings.
- This led to small sample sizes, lots of papers, unreliable estimate and type 1 errors
- “More speed, more haste, more stress, more waste” (Frith (2019)).
- There was a drive for novel ‘sexy’ findings.
- Selected papers should present novel and broadly important data.
- The journal publishes cutting-edge research articles.
- novel research” methodologies
Describe problems associated with the incentive structure of academia.
- leads to PUBLICATION BIAS
- this is the phenomenon that significant results have a better chance of being published, are published earlier, and are published in journals with greater prestige.
Explain what are QRPS (Questionable Research Practices).
- in psychology, p-values are typically used to show that a finding is significant (p<.05)
- an incentive structure that can also lead to psychologists chasing positive findings (p<.05).
-These ‘significant/positive’ findings were traditionally sought after by journals (remember “sexy findings”).
- Influences researchers to engage in QRPs to find positive findings to enhance chances of publication/rewards.
- QRPs are not fraud but exploit a ‘grey area’.
Describe what is meant by Academic Misconduct/Fraud.
- the explicit effort of a researcher to falsify or misinterpret data.
- e.g.,
Research star: 130 papers, 24 book chapters.
Developed studies and pretended he had conducted them.
Was dismissed, returned his PhD.
Criminal prosecution.
54 papers retracted so far.
Describe what P-hacking is (QRP)
- it occurs when someone excessively influences the data collection process or statistical analyses performed in order to produce a statistically significant result.
What is HARKing?
- Hypothesising Afters Results are Known
- e.g., ., running multiple analyses…
- Silberzahn et al. (2018): Twenty-nine teams involving 61 analysts used the same data set to address the same research question: whether soccer referees are more likely to give red cards to dark-skin-toned players than to light-skin-toned players.
- Analytic approaches varied widely across the teams. Twenty teams (69%) found a statistically significant positive effect, and 9 teams (31%) did not observe a significant relationship.
Explain the process of HARKing.
- Hypothesising AFTER the Results are Known (Kerr, 1988).
- process of looking at the data the developing ‘hypotheses’.
- Write the paper as a ‘story’
- Increases chances of false positives (Type 1 error)
- May mask ‘no effect’ leading to wasteful resources when people try to repeat the experiment.
What is the Open Science Movement?
- movement developed in response to a culture secrecy and skepticism that has been pervasive throughout scientific research”.
- We need to know about conceptual, methodological and analytical choices […] so that we can make more informed assessments of credibility.
(Kathawalla et al. 2020; Vazire, 2017)
Identify the features of Open Science.
- Open Data
- Open Materials
- Registered Reports
- Equality, diversity & inclusion
- Open Access
- Collaboration
- Open Source
- Open Peer Review
- Preregistration
- Educational Resources
- Open science can be seen as open “access”.
What is Study Preregistration?
- Researchers commit to their research predictions and methodsbefore starting their experiments.
- Decisions about a scientific experiment that are supposed to be made before data analysis areactually made before data analysis.
How does Open Data and Materials lead to Psychological Science?
- Open Data leads to Open Materials which leads to Preregistered which leads to Psychological Science.
Describe the benefits of Open Science.
- (Protzko et al. 2023)
- Assessed the replicability of 16 novel experimental findings with optimal practices:
Optimal sample sizes
Study preregistration
Methodological and analytic transparency
- In contrast to past replication efforts (e.g., Many Labs), 86% of studies replicated, 97% had similar effect sizes.
Describe Protzko et al. (2023) (paper)
- Reports an investigation by 4 coordinated laboratories of the prospective replicability of 16 novel experimental findings.
- was done using current optimal practices like high statistical power, preregistration, and complete methodological transparency.
- In contrast to past systematic replication efforts that reported replication rates averaging 50%, replication attempts here produced the expected effects with significance testing.
Describe the tradition publishing process of a report.
- researcher plans a study > collects data > writes report > submits to journal and then peer-reviewers evaluate the paper and either accept or reject it.
- They know the design, they know the results, and the researcher can’t change anything about how they’ve run the study.
Describe the process of publishing a registered report.
- The researcher writes up the introduction and methods section of a paper and includes detail of the hypotheses, sample and methods.
- Then undergoes peer-review where the reviewer can suggest changes to the study to make it stronger.
- The paper then gets either a ‘in principle acceptance’ or a rejection in the journal.
- If the paper is accepted, the data collection THEN takes place (after the first review process) and the researcher re-submits the full article with the results and discussion section now in place.
- If the researcher has STUCK to their plans, then the paper is published.
- This means that the reviewing process is ‘results blind’ – the paper is accepted regardless of a positive or null result! How much better is that!