{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T07:46:30Z","timestamp":1767339990632,"version":"3.40.3"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031784644"},{"type":"electronic","value":"9783031784651"}],"license":[{"start":{"date-parts":[[2024,12,21]],"date-time":"2024-12-21T00:00:00Z","timestamp":1734739200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,12,21]],"date-time":"2024-12-21T00:00:00Z","timestamp":1734739200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-78465-1_14","type":"book-chapter","created":{"date-parts":[[2024,12,20]],"date-time":"2024-12-20T02:22:54Z","timestamp":1734661374000},"page":"161-172","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Analyzing Data Science Labor Market Trends in Poland Using NLP Techniques"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2690-8271","authenticated-orcid":false,"given":"Ryszard","family":"Zyga\u0142a","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1208-4099","authenticated-orcid":false,"given":"Wies\u0142awa","family":"Gryncewicz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4595-1999","authenticated-orcid":false,"given":"Agnieszka","family":"Rosa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,12,21]]},"reference":[{"key":"14_CR1","unstructured":"Arindam-talentintellect: How ChatGPT is changing the Job Market? In: Asia-Pacific\u2019s Leading HR Management Company Based in Thailand |Talent Intellect (2023). https:\/\/www.talentintellect.com\/how-chatgpt-is-changing-the-job-market\/. Accessed 3 Apr 2024"},{"key":"14_CR2","unstructured":"Bureau of Labor Statistics: U.S. Department of Labor, Occupational Outlook Handbook, Operations Research Analysts (2023). https:\/\/www.bls.gov\/ooh\/math\/operations-research-analysts.htm#tab-6. Accessed 3 Apr 2024"},{"key":"14_CR3","unstructured":"Frankowska, A., Pawlik, B., Feldy, M., Sobestja\u0144ska, A.: Sztuczna inteligencja: osi\u0105gni\u0119cia publikacyjne z zakresu nauk \u015bcis\u0142ych i technicznych w latach 2010\u20132021"},{"key":"14_CR4","doi-asserted-by":"publisher","first-page":"2351","DOI":"10.1016\/j.procs.2023.10.226","volume":"225","author":"W Gryncewicz","year":"2023","unstructured":"Gryncewicz, W., Zyga\u0142a, R., Pilch, A.: AI in HRM: case study analysis. Prelim. Res. Procedia Comput. Sci. 225, 2351\u20132360 (2023)","journal-title":"Prelim. Res. Procedia Comput. Sci."},{"key":"14_CR5","unstructured":"IABAC\u00ae: The growing demand for data analytics jobs. In: IABAC\u00ae (2024). https:\/\/iabac.org\/blog\/the-growing-demand-for-data-analytics-jobs. Accessed 3 Apr 2024"},{"key":"14_CR6","first-page":"165","volume":"2","author":"D Iskamto","year":"2023","unstructured":"Iskamto, D.: Data science: trends and its role in various fields. Adpebi Int. J. Multidiscip. Sci. 2, 165\u2013172 (2023)","journal-title":"Adpebi Int. J. Multidiscip. Sci."},{"key":"14_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.is.2016.10.009","volume":"65","author":"I Karakatsanis","year":"2017","unstructured":"Karakatsanis, I., et al.: Data mining approach to monitoring the requirements of the job market: a case study. Inf. Syst. 65, 1\u20136 (2017). https:\/\/doi.org\/10.1016\/j.is.2016.10.009","journal-title":"Inf. Syst."},{"key":"14_CR8","unstructured":"Lerman, R.I.: Emerging trends in the Information Technology Job Market: how should the public and private sectors respond? (2015)"},{"key":"14_CR9","doi-asserted-by":"publisher","first-page":"835","DOI":"10.1017\/S1049096503003263","volume":"36","author":"L Lopez","year":"2003","unstructured":"Lopez, L.: Placement report: political science Ph.D.s and ABDs on the job market in 2001\u20132002. APSC 36, 835\u2013841 (2003). https:\/\/doi.org\/10.1017\/S1049096503003263","journal-title":"APSC"},{"key":"14_CR10","unstructured":"Lund, S., Madgavkar, A., Manyika, J., Smit, S., Ellingrud, K., Meaney, M., Robinson, O., et al.: The future of work after COVID-19. McKinsey global institute 18 (2021)"},{"key":"14_CR11","doi-asserted-by":"crossref","unstructured":"Manresa Matas, A., Berbegal-Mirabent, J., Gil-Domenech, D.: Challenging students to develop work-based skills: A PBL experience. In: 6th International Conference on Higher Education Advances (HEAd\u201920). Editorial Universitat Polit\u00e8cnica de Val\u00e8ncia, pp. 561\u2013568 (2020)","DOI":"10.4995\/HEAd20.2020.11108"},{"key":"14_CR12","doi-asserted-by":"crossref","unstructured":"Miranda, M., Le\u00f3n, J.: An Analysis of the Job Offer for Professionals in Information Technology. In: 2023 IEEE Seventh Ecuador Technical Chapters Meeting (ECTM), pp. 1\u20134 (2023)","DOI":"10.1109\/ETCM58927.2023.10309045"},{"key":"14_CR13","doi-asserted-by":"crossref","unstructured":"Musazade, N.: Tools and technologies utilized in data-related positions: an empirical study of job advertisements. 36th Bled eConference Digital Economy and Society: The Balancing Act for Digital Innovation in Times of Instability 155 (2023)","DOI":"10.18690\/um.fov.6.2023.10"},{"key":"14_CR14","doi-asserted-by":"crossref","unstructured":"Ong, X.Q., Lim, K.H.: SkillRec: a data-driven approach to job skill recommendation for career insights (2023)","DOI":"10.1109\/ICCAE56788.2023.10111438"},{"key":"14_CR15","unstructured":"Oostendorp, N.: Radical change is coming to data science jobs. In: Forbes (2019). https:\/\/www.forbes.com\/sites\/forbestechcouncil\/2019\/03\/01\/radical-change-is-coming-to-data-science-jobs\/. Accessed 3 Apr 2024"},{"key":"14_CR16","unstructured":"Pas\u0142awski, K.: (2022) Zagraniczne firmy id\u0105 po polskich fachowc\u00f3w IT. In: CRN. https:\/\/crn.pl\/aktualnosci\/zagraniczne-firmy-ida-po-polskich-fachowcow-it\/. Accessed 18 Apr 2024"},{"key":"14_CR17","doi-asserted-by":"publisher","unstructured":"Ravin, M., Tailor, R., Kamble, A.: A review paper on the impact of artificial intelligence on the job market. Int. J. Adv. Res. Sci., Commun. Technol. 68\u201373, (2023). https:\/\/doi.org\/10.48175\/ijarsct-10724","DOI":"10.48175\/ijarsct-10724"},{"key":"14_CR18","unstructured":"Skotnicka, E., Andrzejewska, A., Nied\u017awiedzki, B.: Poland is another Silicon Valley! https:\/\/www.ey.com\/en_pl\/workforce\/poland-is-another-silicon-valley. Accessed 18 Apr 2024"},{"key":"14_CR19","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1016\/j.emj.2022.05.005","volume":"40","author":"F Smaldone","year":"2022","unstructured":"Smaldone, F., Ippolito, A., Lagger, J., Pellicano, M.: Employability skills: profiling data scientists in the digital labour market. Eur. Manag. J. 40, 671\u2013684 (2022). https:\/\/doi.org\/10.1016\/j.emj.2022.05.005","journal-title":"Eur. Manag. J."},{"key":"14_CR20","unstructured":"About us\u2014Grupa Pracuj: https:\/\/grupapracuj.pl\/about-us. Accessed 18 Apr 2024"},{"key":"14_CR21","unstructured":"Data Scientist Job Market in 2024: Analysis, Trends, and Opportunities. In: 365 Data Science. https:\/\/365datascience.com\/career-advice\/data-scientist-job-market\/. Accessed 3 Apr 2024"}],"container-title":["Lecture Notes in Networks and Systems","Emerging Challenges in Intelligent Management Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-78465-1_14","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,20]],"date-time":"2024-12-20T03:12:27Z","timestamp":1734664347000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-78465-1_14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,21]]},"ISBN":["9783031784644","9783031784651"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-78465-1_14","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"type":"print","value":"2367-3370"},{"type":"electronic","value":"2367-3389"}],"subject":[],"published":{"date-parts":[[2024,12,21]]},"assertion":[{"value":"21 December 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Artificial Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Santiago de Compostela","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 October 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 October 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ecai2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}