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Open Science Framework
Enabling open practices and
increasing organization
Scientific Ideals
- Innovative ideas
- Reproducible results
- Accumulation of knowledge
What’s the problem?
- Low power
- Questionable research practices
- Overabundance of positive results
- Ignoring null results
- Lack of replication
- Limitations of NHST
Sterling, 1959; Cohen, 1962; Lykken, 1968; Tukey, 1969; Greenwald, 1975;
Meehl, 1978; Rosenthal, 1979
What’s the problem?
Incentive structure
- null results and replications are hard to publish
Personal barriers
- motivated reasoning, getting it right isn’t as concrete
as getting it published

(Nosek, Spies, Motyl, 2012; Kunda, 1990; Trope & Liberman, 2010)
What’s the solution?
- Transparency
- Distinguishing confirmatory v. exploratory
- Replication
- Aggregation of evidence
- Narrow use of NHST

Sterling, 1959; Cohen, 1962; Lykken, 1968; Tukey, 1969; Greenwald, 1975;
Meehl, 1978; Rosenthal, 1979
How can we solve this?

INFRASTRUCTURE
COMMUNITY
METASCIENCE
Metascience
- Conduct research to better understand the problem
- Reproducibility Project, Archival Project
Community
- Unite technological initiatives
- Unite researchers
- Enable common standards and rewards
Community

Endorsements and adoptions:
Bio, Tech & Beyond, Databrary, DataOne, Dataverse Network Project, Duraspace, EAPP, Fetzer
Franklin Fund, Figshare, LJAF, Mozilla Science Lab, Network for Open Scientific Innovation, Open
Science Federation, OpenfMRI, Prometheus Research, Psi Chi, PsychoPy, Reproducibility Initiative,
Science Exchange, Cortex, European Journal of Personality, Journal of Research in Personality, Psi
Chi Journal, Psychological Science, Journal of Social Psychology, Human Computation, Journal of
Vision
Infrastructure

Support the way researchers work right now
Enable: open materials, data; registration of hypotheses; pre/post data collection
reports; tools to connect projects and initiatives and to increase their audiences; easy,
online publishing of any results and simple distribution of those ideas
Infrastructure
Infrastructure
Open Science Framework
osf.io
Example Projects
Use case: Research project
Use case: Journal
Use case: Idea distribution
What’s coming next?
- Ability to annotate everything in OSF
- Connections to many parts of the workflow
- Lots of collaboration
Near term additions...
Groups functionality

Form integration for registries
(like AEA, clinical trials)

Comments

Desktop drop (like DropBox)

GUID shortlinks (no bigger than
DOIs)

Notifications

API for community backup

Visualizations

User profiles for credit viewing

Backups, mirrors
Q&A
Contact information:
Andrew Sallans (andrew@cos.io)

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Open Science Framework (OSF)

  • 1. Open Science Framework Enabling open practices and increasing organization
  • 2.
  • 3.
  • 4.
  • 5.
  • 6. Scientific Ideals - Innovative ideas - Reproducible results - Accumulation of knowledge
  • 7. What’s the problem? - Low power - Questionable research practices - Overabundance of positive results - Ignoring null results - Lack of replication - Limitations of NHST Sterling, 1959; Cohen, 1962; Lykken, 1968; Tukey, 1969; Greenwald, 1975; Meehl, 1978; Rosenthal, 1979
  • 8. What’s the problem? Incentive structure - null results and replications are hard to publish Personal barriers - motivated reasoning, getting it right isn’t as concrete as getting it published (Nosek, Spies, Motyl, 2012; Kunda, 1990; Trope & Liberman, 2010)
  • 9. What’s the solution? - Transparency - Distinguishing confirmatory v. exploratory - Replication - Aggregation of evidence - Narrow use of NHST Sterling, 1959; Cohen, 1962; Lykken, 1968; Tukey, 1969; Greenwald, 1975; Meehl, 1978; Rosenthal, 1979
  • 10.
  • 11. How can we solve this? INFRASTRUCTURE COMMUNITY METASCIENCE
  • 12. Metascience - Conduct research to better understand the problem - Reproducibility Project, Archival Project
  • 13. Community - Unite technological initiatives - Unite researchers - Enable common standards and rewards
  • 14. Community Endorsements and adoptions: Bio, Tech & Beyond, Databrary, DataOne, Dataverse Network Project, Duraspace, EAPP, Fetzer Franklin Fund, Figshare, LJAF, Mozilla Science Lab, Network for Open Scientific Innovation, Open Science Federation, OpenfMRI, Prometheus Research, Psi Chi, PsychoPy, Reproducibility Initiative, Science Exchange, Cortex, European Journal of Personality, Journal of Research in Personality, Psi Chi Journal, Psychological Science, Journal of Social Psychology, Human Computation, Journal of Vision
  • 15. Infrastructure Support the way researchers work right now Enable: open materials, data; registration of hypotheses; pre/post data collection reports; tools to connect projects and initiatives and to increase their audiences; easy, online publishing of any results and simple distribution of those ideas
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40.
  • 41.
  • 42.
  • 43.
  • 44.
  • 45.
  • 46.
  • 47.
  • 48.
  • 49.
  • 50.
  • 54. Use case: Idea distribution
  • 55. What’s coming next? - Ability to annotate everything in OSF - Connections to many parts of the workflow - Lots of collaboration
  • 56.
  • 57. Near term additions... Groups functionality Form integration for registries (like AEA, clinical trials) Comments Desktop drop (like DropBox) GUID shortlinks (no bigger than DOIs) Notifications API for community backup Visualizations User profiles for credit viewing Backups, mirrors
  • 58. Q&A