A NLP analysis of digital demand for healthcare jobs in China

Stoumpos, A. I., Kitsios, F., & Talias, M. A. Digital Transformation in Healthcare: Technology Acceptance and Its Applications. Int J Environ Res Public Health., 20(4), 3407. (2023).
Google Scholar
Hu, B., Liu, Y., Zhang, X., & Dong, X. Understanding regional talent attraction and its influencing factors in China: From the perspective of spatiotemporal pattern evolution. PloS one, 15(6), e0234856 (2020).
Shu, C., Chen, Y., Yang, H., Tao, R., Chen, X., & Yu, J. Investigation and Countermeasures Research of Hospital Information Construction of Tertiary Class-A Public Hospitals in China: Questionnaire Study. JMIR formative research, 7, e41820. (2023).
Sun, J., & Zhang, X. Design and implementation of training standards for outstanding talents under the background of “educational informatization”. E3S Web of Conferences, 253, Article 03082 (2021).
Wen, M., Liao, L., Wang, Y., & Zhou, X. Effects of Healthcare Policies and Reforms at the Primary Level in China: From the Evidence of Shenzhen Primary Care Reforms from 2018 to 2019. Int. J. Environ. Res. Public Health, 19(4), 1945. (2022).
Zhang, D., Zhang, G., Jiao, Y., Wang, Y., & Wang, P. “Digital Dividend” or “Digital Divide”: What Role Does the Internet Play in the Health Inequalities among Chinese Residents?. Int. J. Environ. Res. Public Health 19(22), 15162. (2022).
Xiaolong Gan, Lanchi Liu, Tao Wen; EVALUATION OF POLICIES ON THE DEVELOPMENT OF PREFABRICATED CONSTRUCTION IN CHINA: AN IMPORTANCE-PERFORMANCE ANALYSIS. Journal of Green Building 1 January 2022; 17(1), 149–168 https://doi.org/10.3992/jgb.17.1.147
George, Varelas Dimitris, Lagios Spyros, Ntouroukis Panagiotis, Zervas Kenia, Parsons Giannis, Tzimas Ilias, Maglogiannis Lazaros, Iliadis John, Macintyre Paulo, Cortez. Artificial Intelligence Applications and Innovations. AIAI 2022 IFIP WG 12.5 International Workshops MHDW 2022 5G-PINE 2022 AIBMG 2022 ML@HC 2022 and AIBEI 2022 Hersonissos Crete Greece June 17–20 2022 Proceedings. Employing Natural Language Processing Techniques for Online Job Vacancies Classification Springer International Publishing Cham 333-344 (2022).
Huaping, G., Binhua, G. Digital economy and demand structure of skilled talents — analysis based on the perspective of vertical technological innovation, Telematics and Informatics Reports 7, 100010, (2022).
Google Scholar
Dan J., Putka Frederick L., Oswald Richard N., Landers Adam S., Beatty Rodney A., McCloy Martin C., Yu. Evaluating a Natural Language Processing Approach to Estimating KSA and Interest Job Analysis Ratings. J. Bus. Psychol 38(2) 385–410 (2023).
Singh, K., Prabhu, A., & Kaur, N. The Impact and Role of Artificial Intelligence (AI) in Healthcare: Systematic Review. Current topics in medicinal chemistry, (2025).
Mitosis KD, Lamnisos D, Talias MA. Talent Management in Healthcare: A Systematic Qualitative Review. Sustainability 13(8), 4469 (2021).
P. Singla, J. Kaur, Anju, A. Soni, A. Tuteja and S. Sharma, “Streamlining Talent Acquisition: A Machine Learning Approach to Automated Resume Screening,” 2024 Second International Conference on Advanced Computing & Communication Technologies (ICACCTech), Sonipat, India, 2024, pp. 69–75, https://doi.org/10.1109/ICACCTech65084.2024.00022.
da Silva R. G. L. The advancement of artificial intelligence in biomedical research and health innovation: challenges and opportunities in emerging economies. Globalization and health, 20(1), 44 (2024).
Bajwa, J., Munir, U., Nori, A., & Williams, B. Artificial intelligence in healthcare: transforming the practice of medicine. Future healthcare journal, 8(2), e188–e194 (2021).
Reuter-Oppermann, M., Kühl, N. Artificial Intelligence for Healthcare Logistics: An Overview and Research Agenda. In: Masmoudi, M., Jarboui, B., Siarry, P. (eds) Artificial Intelligence and Data Mining in Healthcare. Springer, Cham. (2021).
Daria Shevtsova, Anam Ahmed, Iris W A Boot, Carmen Sanges, Michael Hudecek, John J L Jacobs, Simon Hort, Hubertus J M Vrijhoef, Trust in and Acceptance of Artificial Intelligence Applications in Medicine: Mixed Methods Study, JMIR Human Factors, Volume 11, 2024, , ISSN 2292-9495, https://doi.org/10.2196/47031.
Gazquez-Garcia, J., Sánchez-Bocanegra, C. L., & Sevillano, J. L. AI in the Health Sector: Systematic Review of Key Skills for Future Health Professionals. JMIR medical education, 11, e58161. (2025).
iResearch Institute. China Online Recruitment Market Development Study Report [Report]. iResearch. Retrieved from (2023).
Abbas Akkasi, Job description parsing with explainable transformer based ensemble models to extract the technical and non-technical skills, Natural Language Processing Journal, Volume 9, 100102, ISSN 2949-7191, (2024).
OpenAI. GPT-4 technical report . Retrieved from (2023).
Gozzi, M., & Di Maio, F. Comparative Analysis of Prompt Strategies for Large Language Models: Single-Task vs. Multitask Prompts. Electronics, 13(23), 4712 (2024).
Prottasha, N.J., Mahmud, A., Sobuj, M.S.I. et al. Parameter-efficient fine-tuning of large language models using semantic knowledge tuning. Sci Rep 14, 30667 (2024).
*Journal Article Author Author Author Title Journal Volume Issue Pages Year DOI URL Goldfarb, Avi Taska, Bledi Teodoridis, Florenta Artificial Intelligence in Health Care? Evidence from Online Job Postings AEA Papers and Proceedings 110 400–404 2020 10.1257/pandp.20201006 https://www.aeaweb.org/articles?id=10.1257/pandp.20201006
Ibrahim Rahhal, Ismail Kassou, Mounir Ghogho, Data science for job market analysis: A survey on applications and techniques, Expert Systems with Applications, 251, 2024, 124101, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2024.124101.
André Queirós, Daniel Faria, & Fernando Almeida. STRENGTHS AND LIMITATIONS OF QUALITATIVE AND QUANTITATIVE RESEARCH METHODS. Eur. J. Educ. Stud. 3(9) (2017).
Tee, P. K., Wong, L. C., Dada, M., Song, B. L., & Ng, C. P. Demand for digital skills, skill gaps and graduate employability: Evidence from employers in Malaysia. F1000Research, 13, 389 (2024).
Liudmila Alekseeva, José Azar, Mireia Giné, Sampsa Samila, Bledi Taska, The demand for AI skills in the labor market, Labour Economics, Volume 71, 2021, 102002, ISSN 0927-5371, https://doi.org/10.1016/j.labeco.2021.102002.
Usharani Hareesh Govindarajan, Gagan Narang, Dhiraj Kumar Singh, Vinay Surendra Yadav, Blockchain technologies adoption in healthcare: Overcoming barriers amid the hype cycle to enhance patient care, Technological Forecasting and Social Change, Volume 213, 2025, 124031, ISSN 0040-1625, https://doi.org/10.1016/j.techfore.2025.124031.
Alderwick, H., Hutchings, A., Briggs, A. et al. The impacts of collaboration between local health care and non-health care organizations and factors shaping how they work: a systematic review of reviews. BMC Public Health 21, 753 https://doi.org/10.1186/s12889-021-10630-1(2021).
Zhang, M., Wu, S., Ibrahim, M. I., Noor, S. S. M., & Mohammad, W. M. Z. W. Significance of Ongoing Training and Professional Development in Optimizing Healthcare-associated Infection Prevention and Control. J. Med. Signals Sens. 14, 13 (2024).
José António Porfírio, Tiago Carrilho, José Augusto Felício, Jacinto Jardim, Leadership characteristics and digital transformation, J. Bus. Res. 124, 610–619 (2021).
Alqahtani, N., Wafula, Z. Artificial Intelligence Integration: Pedagogical Strategies and Policies at Leading Universities. Innov High Educ 50, 665–684. (2025).
Sinha, R. The role and impact of new technologies on healthcare systems. Discov Health Systems 3, 96 (2024).
Milella, F., Minelli, E. A., Strozzi, F., & Croce, D. Change and Innovation in Healthcare: Findings from Literature. ClinicoEconomics and outcomes research : CEOR, 13, 395–408 (2021).
LaFrance, D. L., Weiss, M. J., Kazemi, E., Gerenser, J., & Dobres, J. Multidisciplinary Teaming: Enhancing Collaboration through Increased Understanding. Behavior analysis in practice, 12(3), 709–726 (2019).
Jette Ammentorp, Sarah Bigi, Jonathan Silverman, Marlene Sator, Peter Gillen, Winifred Ryan, Marcy Rosenbaum, Meg Chiswell, Eva Doherty, Peter Martin, Upscaling communication skills training – lessons learned from international initiatives, Patient Education and Counseling 104(2), 352–359, (2021).
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