L11 Reproducibility and Open Science Flashcards
Reproducibility crisis
The replication crisis (or replicability crisis or reproducibility crisis) is an ongoing (2018) methodological crisis in science in which scholars have found that the results of many scientific studies are difficult or impossible to replicate or reproduce on subsequent investigation, either by independent researchers or by the original researchers themselves
What counts as successful replication?
- Statistically significant results were a match, p=0.05
- Asked experts whether they think the results -indicate the same thing
Publication bias
Lots of papers reporting positive results, finding what they were looking for, especially in psychology
Type 2 error
- false negatives
- uncommon to be reported
- Usually only type 1 error rate reported - false positive
P-hacking
- Checking statistical significance of results before deciding whether to collect more data
- Rounding off p-value to meet statistical significance threshold, presenting 0.053 as p<0.05
Cherry-picking
- Failure to report dependent variables/relationships that did not reach statistical significance or otherwise “work”
- Failure to report conditions/treatments that did not reach statistical significance or otherwise “work”
HARKing
- hypothesising after the results are known
- Presenting a post hoc finding as though it had been hypothesized all along
Open science
- Allowing public access to science
- Visibility, transparency
- Make public hypothesis and research plan before the actual experiment, this way you’re committed to it
- Preregister your research