Ethical principles and practices for using naturally occurring data

1. Paxton, A. & Griffiths, T. L. Finding the traces of behavioral and cognitive processes in big data and naturally occurring datasets. Behav. Res. Methods 49, 1630–1638 (2017).

   Article  PubMed  PubMed Central  Google Scholar 

2. Taylor, J. & Pagliari, C. Mining social media data: How are research sponsors and researchers addressing the ethical challenges? Res. Ethics Rev. 14, 1–39 (2018).

   Article  Google Scholar 

3. Dove, E. S. The EU General Data Protection Regulation: implications for international scientific research in the digital era. J. Law Med. Ethics 46, 1013–1030 (2018).

   Article  Google Scholar 

4. Paxton, A. in Big Data Methods for Psychological Research: New Horizons and Challenges (eds. Woo, S. E., Tay, L. & Proctor, R.) 347–372 (APA, 2020).

5. Sellers, C., Samuel, G. & Derrick, G. Reasoning “uncharted territory”: notions of expertise within ethics review panels assessing research use of social media. J. Empir. Res. Hum. Res. Ethics 15, 28–39 (2020).

   Article  PubMed  Google Scholar 

6. Hemphill, L., Schöpke-Gonzalez, A. & Panda, A. Comparative sensitivity of social media data and their acceptable use in research. Sci. Data 9, 643 (2022).

   Article  PubMed  PubMed Central  Google Scholar 

7. Dittrich, D. & Kenneally, E. The Menlo Report https://www.dhs.gov/publication/st-menlo-report (US DHS, 2012).

8. Samuel, G., Derrick, G. E. & van Leeuwen, T. The ethics ecosystem: personal ethics, network governance and regulating actors governing the use of social media research data. Minerva 57, 317–343 (2019).

   Article  PubMed  PubMed Central  Google Scholar 

9. Fiesler, C. & Proferes, N. “Participant” perceptions of Twitter research ethics. Soc. Media Soc. https://doi.org/10.1177/2056305118763366 (2018).

   Article  Google Scholar 

10. Mellon, J. & Prosser, C. Twitter and Facebook are not representative of the general population: political attitudes and demographics of British social media users. Res Polit. https://doi.org/10.1177/2053168017720008 (2017).

    Article  Google Scholar 

11. Stockmann, D. & Tromble, R. in Internet Research Ethics for the Social Age (eds. Zimmer, M. & Kinder-Kurlanda, K.) 75–90 (Peter Lang, 2017).

12. Khan, S., Hirsch, J. S. & Zeltzer-Zubida, O. A dataset without a code book: ethnography and open science. Front. Sociol. 9, 1308029 (2024).

    Article  PubMed  PubMed Central  Google Scholar 

13. Metcalf, J. & Crawford, K. Where are human subjects in Big Data research? The emerging ethics divide. Big Data Soc. https://doi.org/10.1177/2053951716650211 (2016).

    Article  Google Scholar 

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