Check out this tutorial to start making your research data more understandable and shareable! 💡

This tutorial has a CC BY license, so you can freely reuse and adapt it for your own courses or workshops by giving attribution.

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Data documentation provides contextual data to understand & reuse data. Data validation verifies collected data before use.
✔️Create data dictionaries
✔️Spot data quality issues with summary statistics
✔️Validate data to find errors before analysis
✔️Make reports that combine documentation & analysis

Create privacy-safe and shareable data today! 📊

This tutorial has a CC BY license, so you can freely reuse and adapt it for your own courses or workshops by giving attribution.

#OpenScience #OpenResearch #Tutorial #OSCTutorials

Synthetic data are artificially generated datasets to mimic structure & patterns of real data.
✔️Test new ideas when real data are restricted
✔️Reproduce results with code from real data analyses
✔️Provide more info & visibility on your work
✔️Generate realistic datasets for educational purposes

Start organizing your research data the FAIR way today! 🔍

This tutorial has a CC BY license, so you can freely reuse and adapt it for your own courses or workshops by giving attribution.

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FAIR data management makes data Findable, Accessible, Interoperable, & Reusable
✔️Make sure data never gets lost
✔️Structure files and folders for easy collaboration
✔️Make data reusable by documenting it
✔️Metadata on hand to publish in a dedicated repository & get works found & cited

Take your power analyses to the next level and start learning today! 🚀

This tutorial has a CC BY license, so you can freely reuse and adapt it for your own courses or workshops by giving attribution.

#OpenScience #OpenResearch #Tutorial #OSCTutorials

With simulations for complex study designs , you can:
✔️Gain confidence in your study’s robustness
✔️Investigate how multiple predictors interact in models
✔️Visualize how design changes affect statistical power
✔️Calculate your needed sample size

Open Access redistributes ownership of scientific knowledge back to the academic community and the public who fund research. 📖

#OpenAccess #OpenAccessWeek #WhoOwnsOurKnowledge #OpenResearch #OpenScience

🔍Green Open Access- freely depositing your article in an institutional or discipline-specific repository, freely-accessible by readers.
💎Diamond Open Access- publishing model that is free for both readers and authors, supported by community-driven and non-commercial initiatives.

Key points:
📗From Green OA (self-archiving preprints/postprints) to Gold OA (publications are made openly available immediately by the publishers)
Open Policy Finder openpolicyfinder.jisc.ac.uk -check which version of your article, where & when publishers allow deposit of a freely accessible version

The conversations highlighted a key message: true openness in science isn’t only about access — it’s about autonomy, equity, and ensuring that knowledge serves the common good. 📚

#OpenAccess #OAWeek #WhoOwnsOurKnowledge #OpenResearch #OpenScience

💎Diamond Open Access: community-driven model, free publishing for authors & readers, supported by institutions rather than profit-based publishers
🌐Peer Community In: non-commercial platform for open peer review & publication recommendation, transparent & collaborative research sharing & evaluation

Thanks for sharing!

By embracing initiatives like CoARA and OpenAlex, we move closer to a research culture where openness, equity, and integrity define how knowledge is created and shared. 💡

#OpenAccess #OAWeek #WhoOwnsOurKnowledge #OpenResearch #OpenScience

Based on OpenAlex, the LMU Open Science Center creates a bibliography of open science work from our members and maps the network of connections across our Open Science community: www.resources.osc.lmu.de/bibliography/.

the RESQUE framework (www.resque.info) emphasizes the use of indicators for rigorous & reproducible science & offers user-friendly tools that enhance hiring & tenure decision-making processes. One of the coordinators is our managing director, Felix Schönbrodt (@nicebread.bsky.social)

🧭CoARA: promotes fairer research evaluation by recognizing diverse contributions & focusing on qualitative assessment.
🔎OpenAlex: An open index of the world’s research- works by providing a database of research outputs which includes information like authors, and citations- without paywalls.