Lecture 2: Open Science Flashcards
What are characteristics from Open Science?
- Support a culture of transparency, openness, and honesty towards other researchers and the public
- Maximize public benefit and avoid resource waste
Open Science build a part from good research practices
Name the six pillars from Open Science
- Open Data
- Open Material
- Open Access
- Open Source (Software)
- Open Peer Review
- Open Educational Resources
Name some methods to integrate Open Science in the Confirmatory Research Process
- Preregistration / Registered Report 1 (for hypothesis and analysis plan)
- Use open analysis code, data and materials
- Registered Report 2 for “Publish & distribute research output”
- Replication study
What means p-hacking?
Give an example of a tool to practice p-hacking.
Tune your data analysis in a way that you achieve a significant p-value in situations where it would have been non-significant
Tool:
HARKing: Hypothesizing after the results are known
Describe the Open Science Research Process
The process has the following stages:
- Study Design:
- Preregistration of hypothesis, research design and analysis plan.
- Apply for Registered Report (so that methods and proposed analyses are pre-registered and peer-reviewed) - Data Collection:
Researchers use a open Lab Notebook for documentation - Publication and Distribution:
Make it open (Open Data, Open Material, Open Access, Open Analysis Code) - Enable others to reproduce your analyses - Replication:
Replication is a scientific method to verify research findings - Enhance credibility of your research
What does “RDM” stands for and what are the key activities?
RDM = Research Data Management
Key activities: Data
* Cleaning
* Documentation
* Sharing
(continuous)