{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T11:17:55Z","timestamp":1767611875084,"version":"3.37.3"},"reference-count":46,"publisher":"IEEE","license":[{"start":{"date-parts":[[2020,12,10]],"date-time":"2020-12-10T00:00:00Z","timestamp":1607558400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,12,10]],"date-time":"2020-12-10T00:00:00Z","timestamp":1607558400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,12,10]],"date-time":"2020-12-10T00:00:00Z","timestamp":1607558400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100008716","name":"Science and Industry Endowment Fund","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100008716","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000923","name":"Australian Research Council","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000923","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,12,10]]},"DOI":"10.1109\/bigdata50022.2020.9377773","type":"proceedings-article","created":{"date-parts":[[2021,3,19]],"date-time":"2021-03-19T21:10:21Z","timestamp":1616188221000},"page":"3052-3061","source":"Crossref","is-referenced-by-count":16,"title":["Predicting Skill Shortages in Labor Markets: A Machine Learning Approach"],"prefix":"10.1109","author":[{"given":"Nikolas","family":"Dawson","sequence":"first","affiliation":[]},{"given":"Marian-Andrei","family":"Rizoiu","sequence":"additional","affiliation":[]},{"given":"Benjamin","family":"Johnston","sequence":"additional","affiliation":[]},{"given":"Mary-Anne","family":"Williams","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/DSMP.2016.7583582"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3205455.3205539"},{"journal-title":"National Center for O*NET Development O*NET OnLine","year":"0","key":"ref33"},{"journal-title":"How Useful Is the Concept of Skills Mismatch?","year":"2017","author":"mcguinness","key":"ref32"},{"key":"ref31","article-title":"The quant crunch: How the demand for data science skills is disrupting the job market","author":"markow","year":"2017","journal-title":"Technical Report"},{"key":"ref30","first-page":"84","article-title":"Analysis of skill requirements for systems analysts in fortune 500 organizations","volume":"45","author":"kwon lee","year":"2005","journal-title":"Journal of Computer Information Systems"},{"journal-title":"Getting Skills Right Future-Ready Adult Learning Systems","year":"2019","key":"ref37"},{"journal-title":"Getting skills right Skills for jobs indicators","year":"2017","key":"ref36"},{"journal-title":"World indicators of skills for employment (WISE) database","year":"2015","key":"ref35"},{"key":"ref34","article-title":"Human capital, investment and innovation: what are the connections?","author":"nickell","year":"1997","journal-title":"Technical Report"},{"journal-title":"Skill shortages and skill mismatch in Europe A review of the literature","year":"2019","author":"brunello","key":"ref10"},{"journal-title":"Telstra seeks to boost tech skills pipeline","year":"2019","author":"pearce","key":"ref40"},{"key":"ref11","article-title":"Understanding online job ads data","author":"carnevale","year":"2014","journal-title":"Technical Report"},{"journal-title":"We need to build skills not walls Telstra CEO","year":"2019","key":"ref12"},{"journal-title":"Cedefop Reference Series","article-title":"Shortages and gaps in European enterprises: striking a balance between vocational education and training and the labour market","year":"2015","key":"ref13"},{"journal-title":"Insights into skill shortages and skill mismatch Learning from CEDEFOPs European skills and jobs survey","year":"2018","key":"ref14"},{"key":"ref15","article-title":"9,500 jobs to save one: How Telstra is slashing its workforce to meet NBN challenge","author":"chalmers","year":"2019","journal-title":"ABC News"},{"key":"ref16","first-page":"115","article-title":"Introduction to boosted trees","volume":"22","author":"chen","year":"2014","journal-title":"University of Washington Computer Science & Engineering"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/BigData47090.2019.9005967"},{"journal-title":"Technical Report","article-title":"ACS Australia’s Digital Pulse 2018: Driving Australia’s international ICT competitiveness and digital growth","year":"2018","key":"ref19"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.procs.2019.01.179","article-title":"XG-SF: An XGBoost classifier based on shapelet features for time series classification","volume":"147","author":"ji","year":"2019","journal-title":"Procedia Comput Sci"},{"journal-title":"6291 0 55 003 - Labour Force Australia Detailed Quarterly","year":"2019","key":"ref4"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1126\/science.1144581"},{"journal-title":"1220 0 - ANZSCO – Australian and New Zealand Standard Classification of Occupations","year":"2013","key":"ref3"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1515\/9783110511161-007"},{"journal-title":"Was there a skills shortage in Australia?","year":"2009","author":"junankar","key":"ref29"},{"journal-title":"Skill Shortage Research Methodology","year":"2018","key":"ref5"},{"key":"ref8","first-page":"281","article-title":"Random search for hyper-parameter optimization","volume":"13","author":"bergstra","year":"2012","journal-title":"Journal of Machine Learning Research"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1080\/00036840601007450"},{"year":"2020","key":"ref2","article-title":"Appendix: Predicting Skill Shortages in Labor Markets: A Machine Learning Approach"},{"journal-title":"Dynamics of data science skills Technical report","year":"2019","author":"blake","key":"ref9"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.aao6030"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1155\/2019\/4392785"},{"journal-title":"Historical list of skill shortages in Australia","year":"2019","key":"ref20"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/BF02707986"},{"key":"ref22","first-page":"17","article-title":"Skills shortages: An examination of the supply and demand for skills, and the links between skills shortages and the labour market and earnings","volume":"110","author":"lind frogner","year":"2002","journal-title":"Labour Market Trends"},{"key":"ref21","article-title":"Do ICT skill shortages hamper firms performance? Evidence from UK benchmarking surveys","volume":"281","author":"forth","year":"2006","journal-title":"National Institute of Economic and Social Research Discussion Paper No"},{"journal-title":"What is a skill shortage? Technical report National Centre for Vocational Education Research","year":"2007","author":"richardson","key":"ref42"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.2307\/2234777"},{"journal-title":"Right for the Job Technical report","year":"2011","author":"quintini","key":"ref41"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1080\/08874417.2017.1289354"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s11123-005-2213-y"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1080\/00036846.2015.1008764"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1177\/0042098015616892"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511582332.009"}],"event":{"name":"2020 IEEE International Conference on Big Data (Big Data)","start":{"date-parts":[[2020,12,10]]},"location":"Atlanta, GA, USA","end":{"date-parts":[[2020,12,13]]}},"container-title":["2020 IEEE International Conference on Big Data (Big Data)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9377717\/9377728\/09377773.pdf?arnumber=9377773","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T15:46:49Z","timestamp":1656344809000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9377773\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,12,10]]},"references-count":46,"URL":"https:\/\/doi.org\/10.1109\/bigdata50022.2020.9377773","relation":{},"subject":[],"published":{"date-parts":[[2020,12,10]]}}}