1- Reproducibility, Replicability and Robustness Flashcards
Why are these three notions important?
In assessing credibility of study findings
What is replicability?
We replicate a study and expect to get the same findings
What is Nosek et al’s definition of replicability?
Testing reliability of previous findings with different data
What do the credibility of scientific findings depend partly on?
Replicability of supporting evidence
Why is replication not always straightforward?
Difficult to determine what counts as same study/same outcome
What is Nosek et al’s definition of reproducibility?
Testing reliability of previous findings using same data and same analysis strategy
Why should the same results theoretically occur when findings are reproduced?
Someone is applying same analysis to same data
What 2 reasons why reproducibility tests may fail?
- Original analysis may not be repeated
- Data/necessary software tools may not be available
What is the most common problem of reproducibility?
Data availibility
What is Nosek et al’s definition of robustness?
Testing reliability of previous findings using same data and different analysis strategy
Why is fragility a risk factor for robustness?
For replicability and generalisability
What are the three types of replication?
Direct replication, systematic replication, conceptual replication
What is direct replication?
New study using same procedure, measures, study population as original features
What is systematic replication?
Secondary features have been changed (eg. different stimuli order)
What is conceptual replication?
Intentionally different from direct replication, examines validity and generalisability of original findings, similar but not the same