A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction
[Display omitted] •Elaboration of requirements for the subjective assessment of cognitive workload.•Evaluation of eleven existing subjective instruments against the requirements.•Development of a subjective one-item measure based on the NASA-TLX mental dimension.•Three experiments with a total of N ...
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Veröffentlicht in: | Transportation research. Part F, Traffic psychology and behaviour Traffic psychology and behaviour, 2022-04, Vol.86, p.210-225 |
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container_title | Transportation research. Part F, Traffic psychology and behaviour |
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creator | von Janczewski, Nikolai Kraus, Johannes Engeln, Arnd Baumann, Martin |
description | [Display omitted]
•Elaboration of requirements for the subjective assessment of cognitive workload.•Evaluation of eleven existing subjective instruments against the requirements.•Development of a subjective one-item measure based on the NASA-TLX mental dimension.•Three experiments with a total of N = 107 participants support scale validity, statistical objectivity and reliability.
This research introduces requirements for subjective instruments that assess the cognitive workload of in-vehicle information systems (IVIS) while driving. The suitability of 11 existing subjective instruments is evaluated, but none of the instruments matches all of the proposed requirements for this specific scenario. Therefore, a new subjective one-item measure is presented. The one-item measure is based on the mental dimension of the NASA Task Load Index (NASA-TLX) questionnaire. It combines the discussed requirements for IVIS research, e.g., time-efficiency and descriptiveness for non-expert participants. A series of three studies with 107 participants overall was conducted to verify the suitability of the measure. The results show that the instrument discriminates effectively and is valid between different levels of cognitive workload. The results are stable across different experimental setups and samples, and the instrument shows high sensitivity even in non-critical cognitive load levels. |
doi_str_mv | 10.1016/j.trf.2022.02.012 |
format | Article |
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•Elaboration of requirements for the subjective assessment of cognitive workload.•Evaluation of eleven existing subjective instruments against the requirements.•Development of a subjective one-item measure based on the NASA-TLX mental dimension.•Three experiments with a total of N = 107 participants support scale validity, statistical objectivity and reliability.
This research introduces requirements for subjective instruments that assess the cognitive workload of in-vehicle information systems (IVIS) while driving. The suitability of 11 existing subjective instruments is evaluated, but none of the instruments matches all of the proposed requirements for this specific scenario. Therefore, a new subjective one-item measure is presented. The one-item measure is based on the mental dimension of the NASA Task Load Index (NASA-TLX) questionnaire. It combines the discussed requirements for IVIS research, e.g., time-efficiency and descriptiveness for non-expert participants. A series of three studies with 107 participants overall was conducted to verify the suitability of the measure. The results show that the instrument discriminates effectively and is valid between different levels of cognitive workload. The results are stable across different experimental setups and samples, and the instrument shows high sensitivity even in non-critical cognitive load levels.</description><identifier>ISSN: 1369-8478</identifier><identifier>EISSN: 1873-5517</identifier><identifier>DOI: 10.1016/j.trf.2022.02.012</identifier><language>eng</language><publisher>Oxford: Elsevier Ltd</publisher><subject>Cognition & reasoning ; Cognitive ability ; Cognitive workload ; Correlation analysis ; Driver behavior ; Driving task ; Information systems ; Musical instruments ; NASA-TLX ; One-item ; Subjective measurement ; Taskload ; Workload ; Workloads</subject><ispartof>Transportation research. Part F, Traffic psychology and behaviour, 2022-04, Vol.86, p.210-225</ispartof><rights>2022</rights><rights>Copyright Elsevier Science Ltd. Apr 2022</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c379t-227e03ad306f94d53830778d4d2b5fca9dc338c1a59baf225a77e6c7f67d24fb3</citedby><cites>FETCH-LOGICAL-c379t-227e03ad306f94d53830778d4d2b5fca9dc338c1a59baf225a77e6c7f67d24fb3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S1369847822000365$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>von Janczewski, Nikolai</creatorcontrib><creatorcontrib>Kraus, Johannes</creatorcontrib><creatorcontrib>Engeln, Arnd</creatorcontrib><creatorcontrib>Baumann, Martin</creatorcontrib><title>A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction</title><title>Transportation research. Part F, Traffic psychology and behaviour</title><description>[Display omitted]
•Elaboration of requirements for the subjective assessment of cognitive workload.•Evaluation of eleven existing subjective instruments against the requirements.•Development of a subjective one-item measure based on the NASA-TLX mental dimension.•Three experiments with a total of N = 107 participants support scale validity, statistical objectivity and reliability.
This research introduces requirements for subjective instruments that assess the cognitive workload of in-vehicle information systems (IVIS) while driving. The suitability of 11 existing subjective instruments is evaluated, but none of the instruments matches all of the proposed requirements for this specific scenario. Therefore, a new subjective one-item measure is presented. The one-item measure is based on the mental dimension of the NASA Task Load Index (NASA-TLX) questionnaire. It combines the discussed requirements for IVIS research, e.g., time-efficiency and descriptiveness for non-expert participants. A series of three studies with 107 participants overall was conducted to verify the suitability of the measure. The results show that the instrument discriminates effectively and is valid between different levels of cognitive workload. The results are stable across different experimental setups and samples, and the instrument shows high sensitivity even in non-critical cognitive load levels.</description><subject>Cognition & reasoning</subject><subject>Cognitive ability</subject><subject>Cognitive workload</subject><subject>Correlation analysis</subject><subject>Driver behavior</subject><subject>Driving task</subject><subject>Information systems</subject><subject>Musical instruments</subject><subject>NASA-TLX</subject><subject>One-item</subject><subject>Subjective measurement</subject><subject>Taskload</subject><subject>Workload</subject><subject>Workloads</subject><issn>1369-8478</issn><issn>1873-5517</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9UE1LxDAULKLguvoDvAU8t-ajTVo8FfELFj24greQJi-autusSbvivzfrehYG3mOYmfeYLDsnuCCY8Mu-GIMtKKa0wAmEHmQzUguWVxURh2lnvMnrUtTH2UmMPca4pETMsr5Fcep60KPbAvID5G6ENVqDilMA1KkIJtHosX1u8-XiFY0eqRghRqT92-B-bV8-fKy8MsgNyITEhHwL706vIDEjBJXS_XCaHVm1inD2N-fZy-3N8vo-XzzdPVy3i1wz0Yw5pQIwU4ZhbpvSVKxmWIjalIZ2ldWqMZqxWhNVNZ2ylFZKCOBaWC4MLW3H5tnFPncT_OcEcZS9n8KQTkrKeUV4zSqaVGSv0sHHGMDKTXBrFb4lwXJXqexlqlTuKpU4gew8V3sPpPe3DoKM2sGgwbiQGpTGu3_cPw7Gf08</recordid><startdate>20220401</startdate><enddate>20220401</enddate><creator>von Janczewski, Nikolai</creator><creator>Kraus, Johannes</creator><creator>Engeln, Arnd</creator><creator>Baumann, Martin</creator><general>Elsevier Ltd</general><general>Elsevier Science Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope></search><sort><creationdate>20220401</creationdate><title>A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction</title><author>von Janczewski, Nikolai ; Kraus, Johannes ; Engeln, Arnd ; Baumann, Martin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c379t-227e03ad306f94d53830778d4d2b5fca9dc338c1a59baf225a77e6c7f67d24fb3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Cognition & reasoning</topic><topic>Cognitive ability</topic><topic>Cognitive workload</topic><topic>Correlation analysis</topic><topic>Driver behavior</topic><topic>Driving task</topic><topic>Information systems</topic><topic>Musical instruments</topic><topic>NASA-TLX</topic><topic>One-item</topic><topic>Subjective measurement</topic><topic>Taskload</topic><topic>Workload</topic><topic>Workloads</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>von Janczewski, Nikolai</creatorcontrib><creatorcontrib>Kraus, Johannes</creatorcontrib><creatorcontrib>Engeln, Arnd</creatorcontrib><creatorcontrib>Baumann, Martin</creatorcontrib><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><jtitle>Transportation research. Part F, Traffic psychology and behaviour</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>von Janczewski, Nikolai</au><au>Kraus, Johannes</au><au>Engeln, Arnd</au><au>Baumann, Martin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction</atitle><jtitle>Transportation research. Part F, Traffic psychology and behaviour</jtitle><date>2022-04-01</date><risdate>2022</risdate><volume>86</volume><spage>210</spage><epage>225</epage><pages>210-225</pages><issn>1369-8478</issn><eissn>1873-5517</eissn><abstract>[Display omitted]
•Elaboration of requirements for the subjective assessment of cognitive workload.•Evaluation of eleven existing subjective instruments against the requirements.•Development of a subjective one-item measure based on the NASA-TLX mental dimension.•Three experiments with a total of N = 107 participants support scale validity, statistical objectivity and reliability.
This research introduces requirements for subjective instruments that assess the cognitive workload of in-vehicle information systems (IVIS) while driving. The suitability of 11 existing subjective instruments is evaluated, but none of the instruments matches all of the proposed requirements for this specific scenario. Therefore, a new subjective one-item measure is presented. The one-item measure is based on the mental dimension of the NASA Task Load Index (NASA-TLX) questionnaire. It combines the discussed requirements for IVIS research, e.g., time-efficiency and descriptiveness for non-expert participants. A series of three studies with 107 participants overall was conducted to verify the suitability of the measure. The results show that the instrument discriminates effectively and is valid between different levels of cognitive workload. The results are stable across different experimental setups and samples, and the instrument shows high sensitivity even in non-critical cognitive load levels.</abstract><cop>Oxford</cop><pub>Elsevier Ltd</pub><doi>10.1016/j.trf.2022.02.012</doi><tpages>16</tpages></addata></record> |
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source | Elsevier ScienceDirect Journals |
subjects | Cognition & reasoning Cognitive ability Cognitive workload Correlation analysis Driver behavior Driving task Information systems Musical instruments NASA-TLX One-item Subjective measurement Taskload Workload Workloads |
title | A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction |
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