The role of motivation in regulating the extent to which data visualisation literacy influences business intelligence and analytics use in organisations

dc.contributor.advisorHattingh, Maria J. (Marie)
dc.contributor.coadvisorMasenge, Andries
dc.contributor.emailu19149982@tuks.co.zaen_US
dc.contributor.postgraduateMalibeng, Boithatelo Josephine
dc.date.accessioned2023-02-23T11:55:15Z
dc.date.available2023-02-23T11:55:15Z
dc.date.created2023-04
dc.date.issued2022
dc.descriptionDissertation (MCom (Informatics))--University of Pretoria 2022.en_US
dc.description.abstractThe ability to read and interpret visualised data is a critical skill to have in this information age where business intelligence and analytics (BI&A) systems are increasingly used to support decision-making. Data visualisation literacy is seen as the foundation of analytics. Moreover, there is great hype about data-driven analytical culture and data democratisation, where users are encouraged to have wide access to data and fully use BI&A to reap the benefits. Motivation is a stimulant to the richer use of any information system (IS), yet literature provides a limited understanding of the evaluation of data visualisation literacy and the effect of motivation in the BI&A context. Thus, this study aims to explain the role of motivation in regulating the extent to which data visualisation literacy influences BI&A’s exploitative and explorative use in organisations. Data visualisation literacy is measured using six data visualisations that focus on the five cognitive basic intelligent analytical tasks that assess the user's ability to read and interpret visualised data. Two types of motivations are assessed using perceived enjoyment as an intrinsic motivator and perceived usefulness as an extrinsic motivator. The model is tested using quantitative data collected from 111 users, applying Structural Equation Modelling (SEM). The results indicate that intrinsic motivation exerts a positive effect on BI&A exploitative and explorative use while extrinsic motivation has a positive effect on BI&A exploitative use but weakens innovation with a negative effect on explorative use. The results further show an indirect relationship between data visualisation literacy with BI&A use through motivation. In addition, exploitation leads to creativity with exploitation positively being associated with exploration.en_US
dc.description.availabilityUnrestricteden_US
dc.description.degreeMCom (Informatics)en_US
dc.description.departmentInformaticsen_US
dc.identifier.citation*en_US
dc.identifier.doihttps://doi.org/10.25403/UPresearchdata.21976172.v1en_US
dc.identifier.otherA2023
dc.identifier.urihttps://repository.up.ac.za/handle/2263/89796
dc.publisherUniversity of Pretoria
dc.rights© 2022 University of Pretoria. All rights reserved. The copyright in this work vests in the University of Pretoria. No part of this work may be reproduced or transmitted in any form or by any means, without the prior written permission of the University of Pretoria.
dc.subjectBusiness intelligence and analyticsen_US
dc.subjectData visualisation literacyen_US
dc.subjectintrinsic motivationen_US
dc.subjectPerceived enjoymenten_US
dc.subjectExtrinsic motivationen_US
dc.subjectPerceived usefulnessen_US
dc.subjectExploitative useen_US
dc.subjectExplorative useen_US
dc.subjectUCTD
dc.titleThe role of motivation in regulating the extent to which data visualisation literacy influences business intelligence and analytics use in organisationsen_US
dc.typeDissertationen_US

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