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Reproducibility Project: Psychology A Discussion

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1 Reproducibility Project: Psychology A Discussion
Nina Strohminger Duke University

2 Why we are here As scientists, we want to know what is true.
Systematic replications are a tool of scientific progress: How reliable is the data published in journals? What practices would lead to a higher level of replicability?

3 Basic Findings Approximately 2/3rds of studies did not replicate using a p-value cutoff (Cancer Biology: 75–89%) When combined in meta- analysis with original studies, 1/3rd no longer have sufficient evidence for existing

4 Basic Findings No original study with a p > replicated

5 Basic Findings Almost all replications had a smaller effect size than originals

6 Explanations for replication failures
Original studies: Emphasis on innovation Emphasis on positive results Low power Flexibility in data analysis/collection Focus on clean and tidy results Replication studies: False negatives Sampling error Low fidelity

7 Moderators Moderators will give us a handle on this mystery
Preliminary evidence from replicability by journal Design practice Statistical practices Journal protocol

8 Caveat A replication attempt is no more gospel than the original. The necessity of repeated replications and meta-analyses

9 Implications As consumers of psychological science:
Published results are not gospel Skepticism, particularly for large effect sizes from small samples, marginal p-values As producers of psychological science: Adopt incentive structures that reduce research bias, such as pre-registration Publish null results online Be skeptical of your own results ABR (Always Be Replicating)

10 Using science to fix science
Reproducibility is not just about psychology, but about repairing a weakness in the current scientific system Current results point to an undesirable rate of replication, but the existence of the project is itself a source of hope


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