administration research and what should we change to be more open? - - PowerPoint PPT Presentation

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administration research and what should we change to be more open? - - PowerPoint PPT Presentation

Dominik Vogel How open is public administration research and what should we change to be more open? @DrDominikVogel 03.02.2020 | Dominik Vogel Disclaimer 2 https://pixabay.com/photos/school-teacher-education-asia-1782427/ Stop sign:


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How open is public administration research and what should we change to be more open?

Dominik Vogel

@DrDominikVogel

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Disclaimer

https://pixabay.com/photos/school-teacher-education-asia-1782427/ Stop sign: Freepik.com

03.02.2020 | Dominik Vogel 2

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What is open science?

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Open peer review image [modified]: Joe The Goat Farmer - How to Grow Your Email List with A Great Newsletter, CC-BY 2.0 Logo OER: Markus Büsges (leomaria design) für Wikimedia Deutschland e. V., CC-BY-SA 4.0 via Wikimedia Commons. Open Source Software: Logo Open Source Initiative [modified] by Simon Phipps under CC-BY 2.5

Open Peer Review

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Open science is “the process of making the content and process of producing evidence and claims transparent and accessible to others” (Munafò et al. 2017, p. 5).

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  • OK. But why?

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https://pixabay.com/photos/question-mark-why-problem-solution-2123967/

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Normative mative answe wer Practi ctical cal answe wer

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Tools photo by Haupes Co. on Unsplash

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The replication / credibility crisis in psychology

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6 4 2

2005 2011 2014 2017 2012 2015 2019

Bem: “Feeling the Future” Simonsohn et al: “p-Curve: The key to the file drawer” Chambers: “The Seven Deadly Sins

  • f Psychology”

Ioannidis: “Why most research findings are false” Simmons et al.: “False- positive Psychology” Open Science Collaboration: “Estimating the Reproducibility

  • f Psych

Kvarven et al.: “Comparing meta-analyses and prereg. multi-lab repl. projects

based on Spellman et al. 2017

Designed by PresentationGO.com

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  • Why do we have such low

replicability?

  • What results can we trust?

Psychologists (and other social scientists) wonder

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Image by Robin Higgins from Pixabay

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  • At the center: Publication

bias and the file drawer problem

The many ingredients of the replication crisis

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https://pixabay.com/photos/files-paper-office-paperwork-stack-1614223/

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  • Preference for novel, surprising, and significant results

sets incentives for Questionable Research Practices (QRP)

  • HARK

RKing ng: Hypothesizing after results are known

  • p-hacki

acking ng: additional analyses / data to pass p < .05

  • Conducting underpo

derpowered wered studies

  • Fraud

The many ingredients of the replication crisis

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Photo by Calum Lewis on Unsplash

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  • Transparency:
  • Everybody should be able to assess how results were obtained
  • Reducing researcher degrees of freedom
  • Define as much as possible in advance

The solution(?)

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  • Open Data
  • Open Materials (esp. Code)
  • Reporting standards
  • Open peer review
  • Open Source Software
  • [Open Access]

The solution: Transparency

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Open peer review image [modified]: Joe The Goat Farmer - How to Grow Your Email List with A Great Newsletter, CC-BY 2.0 Open Source Software: Logo Open Source Initiative [modified] by Simon Phipps under CC-BY 2.5
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  • Separate exploratory from confirmatory research
  • Confirmatory: Define as much as possible in advance
  •  Less ways to (unconsciously) tweak the results in the

desired direction

  • Preregistration
  • Registered reports

The solution: Reducing researcher degrees of freedom

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  • Culture needs to change
  • Incentives need to change

Tools do not magically lead to better science

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Image by Alexas_Fotos from Pixabay

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  • Open science badges
  • Registered reports
  • Journals value replications
  • Many Lab projects / large-scale replications
  • Error (and fraud?) detection

Changes to incentive structure

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Enough psychology, I want to learn about PA

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Stop sign: Freepik.com

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Yes es

  • No careful assessment, yet
  • Incentives are the same as

in psychology

  • Survey research offers even

more ways for HARKing and p-hacking (control variables) No No

  • No evidence
  • Less small-n experiments

(yet?)

  • Less ways to repeat studies

to get intended results

  • More PSM of PA

researchers(?)

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Is there a replication crisis in PA?

Icons made by Freepik from www.flaticon.com

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Does the literature on the PSM– performance relationship contain evidential value?

(Vogel & Homberg under review)

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  • Distribution of p values (p-curve) follows a predictable

pattern

  • Holds for subset of significant p values
  • Reporting of significant p values should be unbiased

p-curve method: analyze significant p values of published research

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Distribution of p values without a true effect

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not p-hacked p-hacked

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Result of the p-curve analysis

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So, no reason to worry?

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Photo by Lidya Nada on Unsplash

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  • We know little about the credibility of PA research
  • Even if there is no replication crisis, open science

practices help to prevent a crisis in the future

  • They help to do better science  find the truth

Why should PA adopt open science practices?

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  • Reviewers are more aware of adverse effects of

underpowered studies, HARKing, and p-hacking

  • Preregistration more and more common and valued
  • New open access journals
  • Funders are pushing for open

science practices

What did already change?

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  • No pre-print culture
  • No registered reports
  • Journals still closed access

What did not change?

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  • “You’re doing it because you want to do

high quality work. You want to have the best possible chance of learning something True about the world and the people in it.” (Corker 2018)

  • “The first principle is that you must not

fool yourself – and you are the easiest person to fool.” – Richard Feynman

Why should I adopt open science practices?

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Photo of Richard Feynman by Tamiko Thiel available under a CC BY-SA 3.0 license

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  • Preregister your studies when possible (and indicate

exploratory work)

  • Publish your data, analysis code, and materials
  • When reviewing: ask for proper reporting and

transparency; be skeptical

  • Publish the accepted manuscripts of your publications
  • Publish pre-prints?

OK, you convinced me. What can I do?

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  • Require proper statistical reporting
  • Enable registered reports
  • Push for open data, open materials
  • Encourage pre-prints
  • Encourage replications
  • Adopt TOP guidlines

What can journals do?

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  • Value open science practices
  • Switch from traditional publishing

system to open access

What can societies do?

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  • Prof. Dr. Dominik Vogel

University of Hamburg Assistant Professor of Public Management Von-Melle-Park 9 20146 Hamburg, Germany dominik.vogel-2@uni-hamburg.de Twitter: www.twitter.com/DrDominikVogel Website: https://vogel-online.info/en

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Bem, D. J. (2011). Feeling the future: Experimental evidence for anomalous retroactive influences on cognition and affect. Journal

  • f Personality and Social Psychology, 100(3), 407–425.

https://doi.org/10.1037/a0021524 Chambers, C. (2017). The seven deadly sins of psychology: A manifesto for reforming the culture of scientific practice. Princeton, Oxford: Princeton University Press. Corker K. (2018). Open Science is a Behavior. https://cos.io/blog/open-science-is-a-behavior/ Ioannidis, J. P. A. (2005). Why most published research findings are false. PLoS Medicine, 2(8), e124. https://doi.org/10.1371/journal.pmed.0020124 Kvarven, A., Strømland, E., & Johannesson, M. (2019). Comparing meta-analyses and preregistered multiple-laboratory replication

  • projects. Nature Human Behaviour. Advance online publication.

https://doi.org/10.1038/s41562-019-0787-z Munafò, M. R., Nosek, B. A., Bishop, D. V. M., Button, K. S., Chambers, C. D., Du Percie Sert, N., . . . Ioannidis, J. P. A. (2017). A manifesto for reproducible science. Nature Human Behaviour, 1(1),

  • 21. https://doi.org/10.1038/s41562-016-0021

Open Science Collaboration (2015). Estimating the reproducibility

  • f psychological science. Science, 349(6251), aac4716.

https://doi.org/10.1126/science.aac4716 Simmons, J. P., Nelson, L. D., & Simonsohn, U. (2011). False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant. Psychological Science, 22(11), 1359–1366. https://doi.org/10.1177/0956797611417632 Simonsohn, U., Nelson, L. D., & Simmons, J. P. (2014). P-curve: A key to the file-drawer. Journal of Experimental Psychology. General, 143(2), 534–547. https://doi.org/10.1037/a0033242 Spellman, B., Gilbert, E. A., & Corker, K. S. (2017). Open Science: What, Why, and How. https://doi.org/10.31234/osf.io/ak6jr

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Literature