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Big data management skills: accurate measurement
Some say that big data is transforming business and society. This can mean wide-reaching disruption for commerce, health and world governance. Few authors agree on what constitutes big data, depending on the philosophical stance taken. Our propensity for keeping data archived is posing major issues...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Singapore
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6294210/ https://www.ncbi.nlm.nih.gov/pubmed/30595736 http://dx.doi.org/10.1186/s41039-018-0071-2 |
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author | McKay, Elspeth Mohamad, Marlina Binti |
author_facet | McKay, Elspeth Mohamad, Marlina Binti |
author_sort | McKay, Elspeth |
collection | PubMed |
description | Some say that big data is transforming business and society. This can mean wide-reaching disruption for commerce, health and world governance. Few authors agree on what constitutes big data, depending on the philosophical stance taken. Our propensity for keeping data archived is posing major issues globally, with retrieval and application of such data crossing ethical boundaries. However, one of the more pressing issues is the growing need for confirming whether those working with such big data have the required digital skills to cope. This paper presents one effective and efficient way to identify such digital skill acquisition. We show the progression from the earlier approach used for measuring proficiency between novice and experienced programmers using traditional statistical measures, to adopting a more comprehensive unidimensional scale that empowers comprehension of human performance and test item performance relative to each other. This methodology offers an effective tool for understanding individual of differences in digital skill development. |
format | Online Article Text |
id | pubmed-6294210 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-62942102018-12-28 Big data management skills: accurate measurement McKay, Elspeth Mohamad, Marlina Binti Res Pract Technol Enhanc Learn Review Some say that big data is transforming business and society. This can mean wide-reaching disruption for commerce, health and world governance. Few authors agree on what constitutes big data, depending on the philosophical stance taken. Our propensity for keeping data archived is posing major issues globally, with retrieval and application of such data crossing ethical boundaries. However, one of the more pressing issues is the growing need for confirming whether those working with such big data have the required digital skills to cope. This paper presents one effective and efficient way to identify such digital skill acquisition. We show the progression from the earlier approach used for measuring proficiency between novice and experienced programmers using traditional statistical measures, to adopting a more comprehensive unidimensional scale that empowers comprehension of human performance and test item performance relative to each other. This methodology offers an effective tool for understanding individual of differences in digital skill development. Springer Singapore 2018-05-18 2018 /pmc/articles/PMC6294210/ /pubmed/30595736 http://dx.doi.org/10.1186/s41039-018-0071-2 Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Review McKay, Elspeth Mohamad, Marlina Binti Big data management skills: accurate measurement |
title | Big data management skills: accurate measurement |
title_full | Big data management skills: accurate measurement |
title_fullStr | Big data management skills: accurate measurement |
title_full_unstemmed | Big data management skills: accurate measurement |
title_short | Big data management skills: accurate measurement |
title_sort | big data management skills: accurate measurement |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6294210/ https://www.ncbi.nlm.nih.gov/pubmed/30595736 http://dx.doi.org/10.1186/s41039-018-0071-2 |
work_keys_str_mv | AT mckayelspeth bigdatamanagementskillsaccuratemeasurement AT mohamadmarlinabinti bigdatamanagementskillsaccuratemeasurement |