Appendix

Technical Notes

The simulations were made in the R language (R Core Team 2021) using the Tidyverse packages (Wickham et al. 2019) of dplyr, tidyr and purrr (Wickham, François, et al. 2021; Wickham 2021; Henry and Wickham 2020) for data processing and kableExtra for the tables (Zhu 2021).

For visualisation, ggplot2 and scales was used (Wickham, Chang, et al. 2021; Wickham and Seidel 2020) . The document was compiled with rmarkdown, bookdown and knitr (Xie, Allaire, and Grolemund 2018; Xie 2021a, 2021b).

Acknowledgements

AEPO-ARTIS. 2016. “Give Performers Their Fair Share!” AEPO-ARTIS. http://www.aepo-artis.org/usr/files/SHEETS/fichiers/135/Give-Performers-Their-Fair-Share!_2017611525.pdf.

———. 2017. “Comments on the Proposed Directive on Copyright in the Digital Single Market.” AEPO-ARTIS. http://www.aepo-artis.org/usr/files/di/fi/7/FAIR-INTERNET-extended-comments-to-proposed-Directive-on-Copyright-April-20_20174121230.pdf.

Antal, Daniel. 2020a. “Central And Eastern European Music Industry Report 2020.” CEEMID, Consolidated Independent. https://doi.org/10.13140/RG.2.2.21450.31686.

———. 2020b. “Feasibility Study on Promoting Slovak Music in Slovakia & Abroad.” https://dataandlyrics.com/media/publications/Listen_Local_Feasibility_Study_2020_SK.pdf.

———. 2021. “Launching Our Demo Music Observatory.” Data & Lyrics. Reprex. https://dataandlyrics.com/post/2020-09-15-music-observatory-launch/.

Antal, Daniel, Amelia Fletcher, and Peter Ormosi. 2021. “Music Streaming: Is It a Level Playing Field?” CPI Antitrust Chronicle, February. https://www.competitionpolicyinternational.com/music-streaming-is-it-a-level-playing-field/.

Artisjus, HDS, SOZA, and Candole Partners. 2014. “Measuring and Reporting Regional Economic Value Added, National Income and Employment by the Music Industry in a Creative Industries Perspective. Memorandum of Understanding to Create a Regional Music Database to Support Professional National Reporting, Economic Valuation and a Regional Music Study.”

Chee, Foo Yun. 2021. “Apple Faces EU Charges over Spotify Complaint - Sources.” Reuters.com. Thomson Reuters. http://www.cisac.org/What-We-Do/Legal-Policy/CISAC-position-paper-on-the-transfer-of-value.

CISAC. 2017. “CISAC Position Paper on the Transfer of Value.” CISAC International Confederation of Societies of Authors; Composers. http://www.cisac.org/What-We-Do/Legal-Policy/CISAC-position-paper-on-the-transfer-of-value.

Covington, Paul, Jay Adams, and Emre Sargin. 2016. “Deep Neural Networks for YouTube Recommendations.” In Proceedings of the 10th ACM Conference on Recommender Systems, 191–98. RecSys ’16. New York, NY, USA: Association for Computing Machinery. https://doi.org/10.1145/2959100.2959190.

Deloitte. 2021. “Étude relative à l’impact du passage à l’UCPS par les services de musique en ligne.” Centre National de la Musique. https://cnm.fr/wp-content/uploads/2021/01/CNM_UCPS_Rapport-final-d%C3%A9taill%C3%A9.pdf.

EUR-Lex. 2019. “Directive (EU) 2019/790 of the European Parliament and of the Council of 17 April 2019 on copyright and related rights in the Digital Single Market and amending Directives 96/9/EC and 2001/29/EC. Text with EEA relevance.” Official Journal of the European Union. https://eur-lex.europa.eu/legal-content/EN/TXT/HTML/?uri=CELEX:32019L0790&from=EN.

Europe Economics & IVIR. 2015. “Remuneration of Authors and Performers for the Use of Their Works and the Fixations of Their Performances.” European Commission, Directorate-General of Communications Networks, Content & Technology. https://www.ivir.nl/publicaties/download/1593.pdf.

Flignor, Paul, and David Orozco. 2006. “Intangible Asset & Intellectual Property Valuation: A Multidisciplinary Perspective.” https://www.wipo.int/export/sites/www/sme/en/documents/pdf/ip_valuation.pdf.

GESAC. 2015a. “Regulatory Environment for Platforms, Online Intermediaries, Data and Cloud Computing and the Collaborative Economy. English Version.” GESAC European Grouping of Societies of Authors; Composers. http://ec.europa.eu/information_society/newsroom/image/document/2016-7/gesac_answer_platforms_consultation_04_01_16-submission_to_ec_13965.pdf.

———. 2015b. “The Copyright Directive. Addressing the Transfer of Value Online That Harms Authors.” GESAC European Grouping of Societies of Authors; Composers. http://www.authorsocieties.eu/uploads/copyright%20directive%20-%20GESAC.pdf.

Henry, Lionel, and Hadley Wickham. 2020. Purrr: Functional Programming Tools. https://CRAN.R-project.org/package=purrr.

Holbrook M.B, and Schindler R.M. 2013. “Commentary on "Is There a Peak in Popular Music Preference at a Certain Song-Specific Age? A Replication of Holbrook & Schindler’s 1989 Study".” Musicae Scientiae Musicae Scientiae 17 (3): 305–8.

Holbrook, Morris B, and Robert M Schindler. 1989. “Some Exploratory Findings on the Development of Musical Tastes.” Jconsrese Journal of Consumer Research 16 (1): 119–24. http://www.jstor.org/stable/2489308.

IFRS. 2011. “IFRS 13 Fair Value Measurement.” International Financial Reporting Standards Foundation. https://www.ifrs.org/issued-standards/list-of-standards/ifrs-13-fair-value-measurement/.

ILO. 1951. “C100 - Equal Remuneration Convention, 1951 (No. 100).” International Labour Organization. https://www.ilo.org/dyn/normlex/en/f?p=NORMLEXPUB:12100:0::NO::P12100_ILO_CODE:C100/.

Jacobson, Kurt, Vidhya Murali, Edward Newett, Brian Whitman, and Romain Yon. 2016. “Music Personalization at Spotify.” In Proceedings of the 10th ACM Conference on Recommender Systems, 373. RecSys ’16. New York, NY, USA: Association for Computing Machinery. https://doi.org/10.1145/2959100.2959120.

Kraemer, David, and Steve Holden. 2020. “Spotify, Apple Music, Deezer and YouTube Found Recently Hosting Racist Music.” BBC News. https://www.bbc.com/news/newsbeat-54613907.

Moore, Frances. 2016. “The Value Gap - the Missing Beat at the Heart of Our Industry.” IFPI. http://www.ifpi.org/news/The-value-gap-the-missing-beat-at-the-heart-of-our-industry.

Ong, Thuy. 2018. “Our Musical Tastes Peak as Teens, Says Study.” The Verge, February. https://www.theverge.com/2018/2/12/17003076/spotify-data-shows-songs-teens-adult-taste-music.

Pedersen, Rasmus Rex. 2020. “A Meta Study of User-Centric Distribution for Music Streaming.” Koda. https://forskning.ruc.dk/en/publications/a-meta-study-of-user-centric-distribution-for-music-streaming.

Puca, Antonella, and Mark L. Zyla. 2019. “The Intangible Valuation Renaissance: Five Methods. Enterprising Investor.” January 11, 2019. https://blogs.cfainstitute.org/investor/2019/01/11/a-renaissance-in-intangible-valuation-five-methods/.

PwC. 2008. “Valuing the Use of Recorded Music.” IFPI PricewaterhouseCoopers. http://www.ifpi.org/content/library/valuing_the_use_of_recorded_music.pdf.

R Core Team. 2021. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. https://www.R-project.org/.

Senftleben, Martin, Thomas Margoni, Daniel Antal, Balázs Bodó, Stef van Gompel, Christian Handke, Martin Kretschmer, Joost Poort, João Quintais, and Sebastian Felix Schwemer. 2021. “Ensuring the Visibility and Accessibility of European Creative Content on the World Market: The Need for Copyright Data Improvement in the Light of New Technologies.” SSRN, February. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3785272.

state51 Music Group. 2020. “Written Evidence Submitted by The state51 Music Group. Economics of Music Streaming Review. Response to Call for Evidence.” UK Parliament website. https://committees.parliament.uk/writtenevidence/15422/html/.

Stein, Shelley, Sacks Brock, and Chaloux Group Inc. 2012. “On Quotas as They Are Found in Broadcasting Music.” Canadian Radio-television; Telecommunications Commission. http://www.crtc.gc.ca/eng/publications/reports/rp120309c.htm.

Stephens-Davidowitz, Seth. 2018. “The Songs That Bind.” The New York Times Sunday Review. https://www.nytimes.com/2018/02/10/opinion/sunday/favorite-songs.html.

Werner, Ann. 2020. “Organizing Music, Organizing Gender: Algorithmic Culture and Spotify Recommendations.” Popular Communication 18 (1): 78–90. https://doi.org/10.1080/15405702.2020.1715980.

Wickham, Hadley. 2021. Tidyr: Tidy Messy Data. https://CRAN.R-project.org/package=tidyr.

Wickham, Hadley, Mara Averick, Jennifer Bryan, Winston Chang, Lucy D’Agostino McGowan, Romain François, Garrett Grolemund, et al. 2019. “Welcome to the tidyverse.” Journal of Open Source Software 4 (43): 1686. https://doi.org/10.21105/joss.01686.

Wickham, Hadley, Winston Chang, Lionel Henry, Thomas Lin Pedersen, Kohske Takahashi, Claus Wilke, Kara Woo, Hiroaki Yutani, and Dewey Dunnington. 2021. Ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics. https://CRAN.R-project.org/package=ggplot2.

Wickham, Hadley, Romain François, Lionel Henry, and Kirill Müller. 2021. Dplyr: A Grammar of Data Manipulation. https://CRAN.R-project.org/package=dplyr.

Wickham, Hadley, and Dana Seidel. 2020. Scales: Scale Functions for Visualization. https://CRAN.R-project.org/package=scales.

WIPO. 1996a. “WIPO Copyright Treaty.” World Intellectual Property Organization. https://www.wipo.int/treaties/en/ip/wct/.

———. 1996b. “WIPO Performances and Phonograms Treaty.” World Intellectual Property Organization. https://www.wipo.int/treaties/en/ip/wppt/.

Xie, Yihui. 2021a. Bookdown: Authoring Books and Technical Documents with r Markdown. https://CRAN.R-project.org/package=bookdown.

———. 2021b. Knitr: A General-Purpose Package for Dynamic Report Generation in r. https://yihui.org/knitr/.

Xie, Yihui, J. J. Allaire, and Garrett Grolemund. 2018. R Markdown: The Definitive Guide. Boca Raton, Florida: Chapman; Hall/CRC. https://bookdown.org/yihui/rmarkdown.

Zhu, Hao. 2021. kableExtra: Construct Complex Table with Kable and Pipe Syntax. https://CRAN.R-project.org/package=kableExtra.

References