Abstract
In recent years, the development of digital music operations has gained worldwide attention and contributed to the progress of related research. However, no review article provides a systematic literature review of the extant literature related to digital music operation research. In this study, we conducted a scientometric analysis of global research trends and structure in the field of digital music from 2005 to 2022 using CiteSpace software. A scientific knowledge map of this research was generated by analyzing 417 literature records in the Web of Science core database. The results of the study reveal the evolutionary trends in the development of this research field until October 2022. The study found that existing research on digital music has focused on piracy issues, digital music product pricing strategies, and sales models, music recommendation systems, etc.; new trends in digital music research are about new approaches to copyright management, how to promote technological progress and product optimization, and the exploration of profit models. The study provides the reader with a broad understanding of salient research themes, trends, and patterns in global digital music research.
This is a preview of subscription content, log in via an institution to check access.
Similar content being viewed by others
References
Ben Sassi I, Ben Yahia S, Liiv I (2021) MORec: at the crossroads of context-aware and multi-criteria decision making for online music recommendation. Expert Syst Appl 183(6):115375
Bender M, Gal-Or E, Geylani T (2021) Attracting artists to music streaming platforms. Eur J Oper Res 290(3):1083–1097
Bhattacharjee S, Gopal RD, Lertwachara K, Marsden JR (2006) Consumer search and retailer strategies in the presence of online music sharing. J Manag Inf Syst 23(1):129–159
Cai ZN (2020) Usage of deep learning and Blockchain in compilation and copyright protection of digital music. Ieee Access 8:164144–164154
Chang J, Chiou C, Liao J, Hung Y, Huang C, Lin K, Pu Y (2021) Music recommender using deep embedding-based features and behavior-based reinforcement learning. Multimed Tools Appl 80(26–27):34037–34064
Chen C (2006) CiteSpace II: detecting and visualizing emerging trends and transient patterns in scientific literature. J Am Soc Inf Sci Technol 57(3):359–377
Chen L (2019) Retailers' differentiation strategy and pricing in the rental market of digital content: acase of e-textbooks. J Theor Appl El Comm 14(3):61–75
Chu M, Zhou C, Yu J (2023) The impact of online referral services on cooperation modes between brander and platform. J Ind Manag Optim1 9(7):5306–5330
Chung J, Lee J, Yoon J (2022) Understanding music streaming services via text mining of online customer reviews. Electron Commer Res Appl 53(3):101145
Cui X, Zhou C, Yu J, Khan AN (2023) Interaction between manufacturer’s recycling strategy and e-commerce platform’s extended warranty service. J Clean Prod 399:136659
Danaher B, Huang Y, Smith MD, Telang R (2014) An empirical analysis of digital music bundling strategies. Manag Sci 60(6):1413–1433
Fu L, Mao S, Chen F, Chen F, Zhao S, Su W, Lai G, Yu A, Lin C (2022) Graphene-based electrochemical sensors for antibiotic detection in water, food and soil: a scientometric analysis in CiteSpace (2011–2021). Chemosphere 297(2):134127
Ge D, Pan Y, Shen ZM, Wu D, Yuan R, Zhang C (2019) Retail supply chain management: a review of theories and practices. J Data Inf Manag 1:45–64
Hampton-Sosa W (2019) The access model for music and the effect of modification, trial, and sharing usage rights on streaming adoption and piracy. J Theor Appl El Comm 14(3):126–155
Hou J, Yang X, Chen C (2018) Emerging trends and new developments in information science: a document co-citation analysis (2009–2016). Scientometrics 115(2):869–892
Jeong B, Khouja M, Zhao K (2012) The impacts of piracy and supply chain contracts on digital musicchannel performance. Decis Support Syst 52(3):590–603
Khouja M, Rajagopalan HK (2009) Can piracy lead to higher prices in the music and motion picture industries? J Oper Res Soc 60(3):372–383
Khouja M, Wang Y (2010) The impact of digital channel distribution on the experience goods industry. Eur J Oper Res 207(1):481–491
Lee M, Choi HS, Cho D, Lee H (2020) Can digital consumption boost physical consumption? The effect of online music streaming on record sales. Decis Support Syst 135(6):113337
Li T, Ogihara M (2006) Toward intelligent music information retrieval. Ieee T Multimedia 8:564–574
Li C, Chu M, Zhou C, Zhao L (2020a) Two-period discount pricing strategies for an e-commerce platform with strategic consumers. Comput Ind Eng 147:106640
Li S, Luo Q, Qiu L, Bandyopadhyay S (2020b) Optimal pricing model of digital music: subscription, ownership or mixed? Prod Oper Manag 29(3):688–704
Nan R, Zhu W, Xiao Y (2022) Knowledge graph analysis of digital emergency management research based on CiteSpace visualisation: comparative analysis of WOS and CNKI databases. Discrete Dyn Nat Soc 2022(9):1–20
Olawumi TO, Chan DWM (2018) A scientometric review of global research on sustainability and sustainable development. J Clean Prod 183:231–250
Pan X, Yan E, Cui M, Hua W (2018) Examining the usage, citation, and diffusion patterns of bibliometric mapping software: a comparative study of three tools. J Inf Secur 12(2):481–493
Xu Z, Shao T, Dong Z, Li S (2022) Research progress of heavy metals in desert—visual analysis based on CiteSpace. Environ Sci Pollut Res 29(29):43648–43661
Yang X et al (2020) Exploring emerging IoT technologies in smart health research: a knowledge graph analysis. Bmc Med Inform Decis 20(1)
Yu J, Zhao J, Zhou C, Ren Y (2022) Strategic business mode choices for e-commerce platforms under brand competition. J Theor Appl El Comm 17:1769–1790
Zhang L (2018) Intellectual property strategy and the long tail: evidence from the recorded music industry. Manag Sci 64(1):24–42
Zhao Y, Liu Y (2020) A bibliometrics data analysis of management science. J Data Inf Manag 2:131–147
Zhao J, Ji M, Feng B (2020) Smarter supply chain: a literature review and practices. J Data Inf Manag 2:95–110
Zhou C, Leng M, Liu Z, Cui X, Yu J (2022) The impact of recommender systems and pricing strategies on brand competition and consumer search. Electron Commer Res Appl 53:1–15
Zhou C, Li X, Ren Y, Yu J (2023) How do fairness concern and power structure affect competition between e-platforms and third-party sellers? Ieee T Eng Manag 2023(4):1–17
Zhuang QD, Hussein MK, Ariffin NFM, Yunos MYM (2022) Landscape character: a knowledge mapping analysis using CiteSpace. Int J Environ Sci Technol 19(10):10477–10492
Acknowledgements
This work is supported by the Tianjin Philosophy and Social Science Planning Project (No. TJGL22-013), the Innovation Centre for Digital Business and Capital Development of Beijing Technology and Business University (No. SZSK202209).
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Zhou, C., Liu, Y., Khan, A.N. et al. Systematic study of knowledge graph analysis for digital music operation: research landscape and future directions. J. of Data, Inf. and Manag. 5, 91–99 (2023). https://doi.org/10.1007/s42488-023-00091-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s42488-023-00091-z