How business intelligence capability impacts decision-making speed, comprehensiveness, and firm performance
Abstract
Scholars and practitioners have trumpeted business intelligence (BI) capability as a game-changer due to its significant impact on firm performance. Despite these claims, the amplifying and underlying mechanisms governing the relationship between BI capability and organizational performance are still in their infancy. This research examines the nexus between BI capability, decision-making speed, comprehensiveness, and organizational performance. This study, drawing on knowledge-based theory, proposes a conceptual model to explain how BI capability influences organizational performance through decision-making speed and comprehensiveness and the moderating role of firm size. The proposed moderated-mediated model was tested using survey data from 236 respondents occupying leadership positions in various Jordanian industries. Partial least squares structural equation modeling (PLS-SEM) was used to diagnose the proposed model. BI capability indirectly affects firm performance through decision-making speed and comprehensiveness. These mediating effects do not vary by company size. This paper contributed theoretically and practically to the BI framework considering decision-making, firm performance, and firm size. Implications for theory-building and practice are described.
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In business, untimely data undermines marketing campaigns and agility, while current data enhances responsiveness and competitiveness.
“In business, untimely data undermines marketing campaigns and agility, while current data enhances responsiveness and competitiveness [50].”
From Data Quality in the Age of AI: A Review of Governance, Ethics, and the FAIR Principles (2025) · cites this paper as [50]
Cites
Evaluating structural equation models with unobservable variables and measurement error
Fornell, C., & Larcker, D. F. (1981) · Journal of Marketing Research · doi:10.1177/002224378101800104 · Cited by 109,190 · see citing works
A new criterion for assessing discriminant validity in variance-based structural equation modeling
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-014-0403-8 · Cited by 38,459 · see citing works
When to Use and How to Report the Results of PLS-SEM
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019) · European Business Review · doi:10.1108/ebr-11-2018-0203 · Cited by 27,541 · see citing works
Statistical Power Analysis for the Behavioral Sciences
Cohen, J. (2013) · doi:10.4324/9780203771587 · Cited by 25,373 · see citing works
Pls-Sem: indeed a silver bullet
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011) · Journal of Marketing Theory and Practice · doi:10.2753/mtp1069-6679190202 · Cited by 21,631 · see citing works
A primer on partial least squares structural equation modeling (PLS-SEM)
Leguina, A. (2015) · International Journal of Research & Method in Education · doi:10.1080/1743727x.2015.1005806 · Cited by 18,921 · see citing works
Toward a knowledge-based theory of the firm
Grant, R. M. (1996) · Strategic Management Journal · doi:10.1002/smj.4250171110 · Cited by 16,157 · see citing works
Sources of method bias in social science research and recommendations on how to control it
Podsakoff, P. M., MacKenzie, S. B., & Podsakoff, N. P. (2012) · Annual Review of Psychology · doi:10.1146/annurev-psych-120710-100452 · Cited by 15,744 · see citing works
Reconsidering Baron and Kenny: myths and truths about mediation analysis
Zhao, X., Lynch, J. G., & Chen, Q. (2010) · Journal of Consumer Research · doi:10.1086/651257 · Cited by 12,583 · see citing works
\nThe use of partial least squares path modeling in international marketing
Henseler, J., Ringle, C. M., & Sinkovics, R. R. (2009) · Radboud Repository (Radboud University) · doi:10.1108/s1474-7979(2009)0000020014 · Cited by 11,790 · see citing works
Absorptive Capacity: A Review, Reconceptualization, and Extension
Zahra, S. A., & George, G. (2002) · The Academy of Management Review · doi:10.5465/amr.2002.6587995 · Cited by 10,758 · see citing works
Alavi, M., & Leidner, D. E. (2001) · MIS Quarterly · doi:10.2307/3250961 · Cited by 10,176 · see citing works
Business intelligence and analytics: from big data to big impact
Chen, H., Chiang, R. H. L., & Storey, V. C. (2012) · MIS Quarterly · doi:10.2307/41703503 · Cited by 6,250 · see citing works
CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting
Dash, G., & Paul, J. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.121092 · Cited by 2,836 · see citing works
Big data analytics and firm performance: Effects of dynamic capabilities
Wamba, S. F., Gunasekaran, A., Akter, S., Ren, S. J.-F., Dubey, R., & Childe, S. J. (2017) · Journal of Business Research · doi:10.1016/j.jbusres.2016.08.009 · Cited by 2,474 · see citing works
How ‘big data’ can make big impact: findings from a systematic review and a longitudinal case study
Fosso Wamba, S., Akter, S., Edwards, A., Chopin, G., & Gnanzou, D. (2015) · International Journal of Production Economics · doi:10.1016/j.ijpe.2014.12.031 · Cited by 1,905 · see citing works
Mikalef, P., & Gupta, M. (2021) · Information & Management · doi:10.1016/j.im.2021.103434 · Cited by 1,700 · see citing works
Sarstedt, M., Henseler, J., & Ringle, C. M. (2011) · Advances in International Marketing · doi:10.1108/s1474-7979(2011)0000022012 · Cited by 1,326 · see citing works
A literature review and a case study of sustainable supply chains with a focus on metrics
Hassini, E., Surti, C., & Searcy, C. (2012) · International Journal of Production Economics · doi:10.1016/j.ijpe.2012.01.042 · Cited by 1,068 · see citing works
Rethinking Partial Least Squares Path Modeling: In Praise of Simple Methods
Rigdon, E. E. (2012) · Long Range Planning · doi:10.1016/j.lrp.2012.09.010 · Cited by 915 · see citing works
Sustainable supply management: An empirical study
Ageron, B., Gunasekaran, A., & Spalanzani, A. (2011) · International Journal of Production Economics · doi:10.1016/j.ijpe.2011.04.007 · Cited by 901 · see citing works
Knowledge management, decision-making style and organizational performance
Abubakar, A. M., Elrehail, H., Alatailat, M., & Elçi, A. (2017) · Journal of Innovation & Knowledge · doi:10.1016/j.jik.2017.07.003 · Cited by 863 · see citing works
Big data analytics and firm performance: Findings from a mixed-method approach
Mikalef, P., Boura, M., Lekakos, G. D., & Krogstie, J. (2019) · Journal of Business Research · doi:10.1016/j.jbusres.2019.01.044 · Cited by 819 · see citing works
Big data analytics capabilities and knowledge management: Impact on firm performance
Ferraris, A., Mazzoleni, A., Devalle, A., & Couturier, J. (2019) · Management Decision · doi:10.1108/md-07-2018-0825 · Cited by 673 · see citing works
PERSONAL AND STRUCTURAL DETERMINANTS OF THE PACE OF STRATEGIC DECISION MAKING.
Wally, S., & Baum, J. R. (1994) · Academy of Management Journal · doi:10.2307/256605 · Cited by 579 · see citing works
Awan, U., Shamim, S., Khan, Z., Zia, N. U., Shariq, S. M., & Khan, M. N. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.120766 · Cited by 571 · cited 2× · see citing works
“Similarly, BI capability has been proven a critical antecedent for decision-making quality (Awan et al., 2021).”
BackgroundChen, Y., Wang, Y., Nevo, S., Jin, J., Wang, L., & Chow, W. S. (2013) · European Journal of Information Systems · doi:10.1057/ejis.2013.4 · Cited by 566 · see citing works
Müller, J. M., Buliga, O., & Voigt, K. (2020) · European Management Journal · doi:10.1016/j.emj.2020.01.002 · Cited by 560 · see citing works
The impact of knowledge transfer and complexity on supply chain flexibility: A knowledge-based view
Blome, C., Schoenherr, T., & Eckstein, D. (2013) · International Journal of Production Economics · doi:10.1016/j.ijpe.2013.02.028 · Cited by 386 · see citing works
Getting value from Business Intelligence systems: A review and research agenda
Trieu, V.-H. (2016) · Decision Support Systems · doi:10.1016/j.dss.2016.09.019 · Cited by 324 · see citing works
Torres, R., Sidorova, A., & Jones, M. C. (2018) · Information & Management · doi:10.1016/j.im.2018.03.010 · Cited by 290 · see citing works
Elbashir, M. Z., Collier, P. A., & Sutton, S. G. (2010) · The Accounting Review · doi:10.2308/accr.00000010 · Cited by 286 · see citing works
The knowledge-based view of the firm and its theoretical precursor
Curado, C., & Bontis, N. (2006) · International Journal of Learning and Intellectual Capital · doi:10.1504/ijlic.2006.011747 · Cited by 250 · see citing works
Wiley Encyclopedia of Management
(2015) · Choice Reviews Online · doi:10.5860/choice.190903 · Cited by 239 · see citing works
Božič, K., & Dimovski, V. (2019) · The Journal of Strategic Information Systems · doi:10.1016/j.jsis.2019.101578 · Cited by 232 · see citing works
Cheng, C., Zhong, H., & Cao, L. (2020) · Journal of Business Research · doi:10.1016/j.jbusres.2020.01.003 · Cited by 213 · see citing works
Caseiro, N., & Coelho, A. (2018) · Journal of Innovation & Knowledge · doi:10.1016/j.jik.2018.03.009 · Cited by 210 · see citing works
Business Intelligence Capabilities and Firm Performance: A Study in China
Chen, Y., & Lin, Z. (2020) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2020.102232 · Cited by 205 · see citing works
Wang, Y., & Byrd, T. A. (2017) · Journal of Knowledge Management · doi:10.1108/jkm-08-2015-0301 · Cited by 198 · see citing works
Business value of big data analytics: A systems-theoretic approach and empirical test
Dong, J. Q., & Yang, C.-H. (2018) · Information & Management · doi:10.1016/j.im.2018.11.001 · Cited by 197 · see citing works
Business intelligence and analytics for value creation: The role of absorptive capacity
Božič, K., & Dimovski, V. (2018) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2018.11.020 · Cited by 193 · see citing works
Born Global or Born to Run? The Long-Term Growth of Born Global Firms
Hagen, B., & Zucchella, A. (2014) · Management International Review · doi:10.1007/s11575-014-0214-7 · Cited by 176 · see citing works
Talaulicar, T., Grundei, J., & Werder, A. V. (2004) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2004.02.001 · Cited by 172 · see citing works
Decisional comprehensiveness and firm performance: towards a more complete understanding
Miller, C. C. (2008) · Journal of Behavioral Decision Making · doi:10.1002/bdm.607 · Cited by 143 · see citing works
Creating Value with Big Data Analytics
Verhoef, P. C., Kooge, E., & Walk, N. (2016) · Routledge eBooks · doi:10.4324/9781315734750 · Cited by 135 · see citing works
What is Business Intelligence?
Foley, É., & Guillemette, M. G. (2010) · International Journal of Business Intelligence Research · doi:10.4018/jbir.2010100101 · Cited by 94 · see citing works
Yakubu, M. N., Dasuki, S. I., Abubakar, A. M., & Kah, M. M. O. (2020) · Education and Information Technologies · doi:10.1007/s10639-020-10110-w · Cited by 93 · see citing works
Profiting from big data analytics: The moderating roles of industry concentration and firm size
Raguseo, E., Vitari, C., & Pigni, F. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2020.107758 · Cited by 79 · see citing works
Business intelligence and organizational performance
Vugec, D. S., Vukšić, V. B., Bach, M. P., Jaklič, J., & Štemberger, M. I. (2020) · Business Process Management Journal · doi:10.1108/bpmj-08-2019-0342 · Cited by 76 · see citing works
Mert, İ. S., Şen, C., & Alzghoul, A. (2021) · Kybernetes · doi:10.1108/k-02-2021-0116 · Cited by 76 · see citing works
Self-citationPetrou, A. P., Hadjielias, Ε., Thanos, I. C., & Dimitratos, P. (2020) · International Business Review · doi:10.1016/j.ibusrev.2020.101735 · Cited by 68 · see citing works
Zheng, Z., Fader, P. S., & Padmanabhan, B. (2011) · Information Systems Research · doi:10.1287/isre.1110.0385 · Cited by 67 · see citing works
Organizational speed as a dynamic capability: Toward a holistic perspective
Dykes, B. J., Hughes‐Morgan, M., Kolev, K. D., & Ferrier, W. J. (2018) · Strategic Organization · doi:10.1177/1476127018804249 · Cited by 63 · see citing works
Hayajneh, J. A., Elayan, M. B., Abdellatif, M. A. M., & Abubakar, A. M. (2022) · Technology in Society · doi:10.1016/j.techsoc.2022.101914 · Cited by 60 · see citing works
Shepherd, N. G., Mooi, E., Elbanna, S., & Rudd, J. M. (2020) · European Management Review · doi:10.1111/emre.12430 · Cited by 58 · see citing works
Knowledge content quality, perceived usefulness, KMS use for sharing and retrieval
Jahmani, K., Fadiya, S. O., Abubakar, A. M., & Elrehail, H. (2018) · VINE Journal of Information and Knowledge Management Systems · doi:10.1108/vjikms-08-2017-0054 · Cited by 56 · see citing works
Treffers, T., Klarner, P., & Huy, Q. N. (2019) · Long Range Planning · doi:10.1016/j.lrp.2019.101954 · Cited by 56 · see citing works
Ownership Traits and Downsizing Behaviour: Evidence for the Largest Spanish Firms, 1990—1998
Vicente‐Lorente, J. D., & González, I. S. (2007) · Organization Studies · doi:10.1177/0170840607076591 · Cited by 55 · see citing works
Knowledge-based HR Practices and Innovation in SMEs
Al-Tal, M. J. Y., & Emeagwali, O. L. (2019) · Organizacija · doi:10.2478/orga-2019-0002 · Cited by 53 · see citing works
Rahimnia, F., & Molavi, H. (2020) · European Journal of Innovation Management · doi:10.1108/ejim-10-2019-0293 · Cited by 53 · see citing works
Supply chain data analytics and supply chain agility: a fuzzy sets (fsQCA) approach
Shamout, M. D. (2020) · International journal of organizational analysis · doi:10.1108/ijoa-05-2019-1759 · Cited by 49 · see citing works
Business intelligence systems and operational capability: an empirical analysis of high-tech sectors
Yiu, L. M. D., Yeung, A. C. L., & Jong, A. P. L. (2020) · Industrial Management & Data Systems · doi:10.1108/imds-12-2019-0659 · Cited by 49 · see citing works
Chen, L., & Nath, R. (2017) · Information Systems Management · doi:10.1080/10580530.2017.1416948 · Cited by 46 · see citing works
Method in the madness? A meta-analysis on the strategic implications of decision comprehensiveness
Samba, C., Tabesh, P., Thanos, I. C., & Papadakis, V. M. (2020) · Strategic Organization · doi:10.1177/1476127020904973 · Cited by 46 · see citing works
Business intelligence and firm performance: a moderated-mediated model
Khaddam, A. A., Alzghoul, A., Abusweilem, M. A., & Abousweilem, F. (2021) · Service Industries Journal · doi:10.1080/02642069.2021.1969367 · Cited by 43 · see citing works
Self-citationPresthus, W., & Stian, S. (2015) · Procedia Computer Science · doi:10.1016/j.procs.2015.08.486 · Cited by 38 · see citing works
Business need, data and business intelligence
Jordan, J. M., & Ellen, C. (2009) · Journal of Digital Asset Management · doi:10.1057/dam.2008.53 · Cited by 35 · see citing works
Kanadlı, S. B., Bankewitz, M., & Zhang, P. (2017) · Journal of Management & Governance · doi:10.1007/s10997-017-9394-4 · Cited by 31 · see citing works
Business Intelligence Competency Center: Improving Data and Decisions
Foster, K., Smith, G. E., Ariyachandra, T. R., & Frolick, M. N. (2015) · Information Systems Management · doi:10.1080/10580530.2015.1044343 · Cited by 28 · see citing works
The nexus between supply chain analytic, innovation and robustness capability
Shamout, M. D. (2020) · VINE Journal of Information and Knowledge Management Systems · doi:10.1108/vjikms-03-2019-0045 · Cited by 27 · see citing works
Licensing speed: Its determinants and payoffs
McCarthy, I. P., & Ruckman, K. (2017) · Journal of Engineering and Technology Management · doi:10.1016/j.jengtecman.2017.11.002 · Cited by 26 · see citing works
Strategic change: the impact of senior foreign managers, firm size and uncertainty avoidance
Kalasin, K. (2020) · Review of International Business and Strategy · doi:10.1108/ribs-03-2020-0023 · Cited by 19 · see citing works
Ocampo, L. A. (2017) · International Journal of Management Science and Engineering Management · doi:10.1080/17509653.2017.1345334 · Cited by 19 · see citing works
The mediating role of speed in the global sourcing decision process
Francioni, B., & Clark, K. D. (2020) · Journal of Purchasing and Supply Management · doi:10.1016/j.pursup.2020.100609 · Cited by 8 · see citing works
Dimitratos, P., Thanos, I. C., Petrou, A. P., & Papadakis, V. M. (2011) · Progress in international business research · doi:10.1108/s1745-8862(2011)0000006006 · Cited by 5 · see citing works
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Mohammad, A. A. S., Al-Hawary, S. I. S., Hindieh, A., Vasudevan, A., Al-Shorman, H. M., Al‐Adwan, A. S., Alshurideh, M. T., & Ali, I. (2024) · Data & Metadata · doi:10.56294/dm2025521 · Cited by 201 · see citing works
Neiroukh, S., Emeagwali, O. L., & Aljuhmani, H. Y. (2024) · Management Decision · doi:10.1108/md-10-2023-1946 · Cited by 198 · see citing works
Iftikhar, A., Mohammad, S. I., Alqudah, M. A., Al‐Adwan, A. S., Vasudevan, A., Ali, I., & Farhan, M. (2024) · Data & Metadata · doi:10.56294/dm2025487 · Cited by 125 · see citing works
Alassuli, A., Thuneibat, N. S. M., Eltweri, A. A., Al‐Hajaya, K., & Alghraibeh, K. (2025) · Journal of risk and financial management · doi:10.3390/jrfm18050272 · Cited by 72 · see citing works
The Role of Business Intelligence Tools in the Decision Making Process and Performance
Al-maaitah, T. A. (2023) · Journal of Intelligence Studies in Business · doi:10.37380/jisib.v13i1.990 · Cited by 57 · see citing works
Alzghoul, A., Algraibeh, K. M., Khawaldeh, K., Khaddam, A. A., & Al-Kasasbeh, O. (2023) · International Journal of Professional Business Review · doi:10.26668/businessreview/2023.v8i4.1107 · Cited by 46 · see citing works
Self-citationMbima, D., & Tetteh, F. K. (2023) · Modern Supply Chain Research and Applications · doi:10.1108/mscra-08-2022-0020 · Cited by 45 · see citing works
Alsaad, A. K., Selem, K. M., Alam, M. M., & Melhim, L. K. B. (2022) · Journal of Innovation & Knowledge · doi:10.1016/j.jik.2022.100262 · Cited by 43 · see citing works
Data Quality in the Age of AI: A Review of Governance, Ethics, and the FAIR Principles
Guillen-Aguinaga, M., Aguinaga-Ontoso, E., Guillen-Aguinaga, L., Guillen-Grima, F., & Aguinaga-Ontoso, I. (2025) · Data · doi:10.3390/data10120201 · Cited by 37 · see citing works
Qatawneh, N. A. (2024) · Journal of Open Innovation Technology Market and Complexity · doi:10.1016/j.joitmc.2024.100401 · Cited by 35 · see citing works
Strategic Intelligence: The Power of AI in Planning Efficiency
Abdeljaber, O., Al-masaeed, S., Al-Mu’ani, L., Yaseen, H., & Alhnaity, B. (2025) · Human Behavior and Emerging Technologies · doi:10.1155/hbe2/5383054 · Cited by 28 · see citing works
Alassuli, A. (2025) · Banks and Bank Systems · doi:10.21511/bbs.20(1).2025.11 · Cited by 23 · see citing works
Unveiling the nexus of organizational intelligence, resilience capacity and financial performance
Keski̇n, H., Tatoğlu, E., Akgün, A. E., & Balak, D. (2025) · Management Decision · doi:10.1108/md-12-2023-2284 · Cited by 23 · see citing works
Al-Abbadi, L. H., Alshawabkeh, R. O. K., Alkhazali, Z., Al-Aqrabawi, R., & Rumman, A. R. A. (2024) · Economics · doi:10.2478/eoik-2025-0013 · Cited by 22 · see citing works
Al-maaitah, T. A., Khalid, A. S., Al-Junaidi, A. M. F., Daabseh, T. K. I. A., Alnawafleh, A., Qatawneh, N. A., & Al-Maaitah, D. A. (2024) · International Journal of ADVANCED AND APPLIED SCIENCES · doi:10.21833/ijaas.2024.05.006 · Cited by 22 · see citing works
Abdellatif, M. A. M., Abubakar, A. M., Elayan, M. B., & Hayajneh, J. A. (2023) · Information Systems Management · doi:10.1080/10580530.2023.2179704 · Cited by 20 · see citing works
Alhmoud, B., & Al-Kasasbeh, O. (2024) · HISTORICAL Journal of History and Social Sciences · doi:10.58355/historical.v3i2.112 · Cited by 19 · see citing works
Abousweilem, F., Alzghoul, A., Khaddam, A. A., & Khaddam, L. A. (2023) · Information Development · doi:10.1177/02666669231207592 · Cited by 17 · see citing works
Self-citationTajeddini, O., Tajeddini, K., Gamage, T., & Hameed, W. (2025) · International Journal of Hospitality Management · doi:10.1016/j.ijhm.2025.104410 · Cited by 14 · see citing works
xinlin, J., Wenting, L., Shah, K. A. M., Na, M., & Alam, S. S. (2025) · Journal of Quality Assurance in Hospitality & Tourism · doi:10.1080/1528008x.2025.2528044 · Cited by 13 · see citing works
Khawaldeh, K., & Alzghoul, A. (2024) · Problems and Perspectives in Management · doi:10.21511/ppm.22(1).2024.11 · Cited by 13 · see citing works
Self-citationData Security Analyst, U. C., Jim, M. M. I., Rauf, M. A., & Data Management Researcher, F. (2025) · doi:10.63125/8n54qm32 · Cited by 13 · see citing works
Alsmadi, A. A. (2024) · Kybernetes · doi:10.1108/k-07-2023-1341 · Cited by 12 · see citing works
Alzghoul, A., & Al-Kasasbeh, O. (2024) · Investment Management and Financial Innovations · doi:10.21511/imfi.21(2).2024.12 · Cited by 12 · see citing works
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Shaker, A. S., Al-Shiblawi, G. A. K., Union, A. H., & Hameed, S. (2023) · International Journal of Professional Business Review · doi:10.26668/businessreview/2023.v8i6.1605 · Cited by 11 · see citing works
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Salah, A. H., & Alzghoul, A. (2024) · International Review of Management and Marketing · doi:10.32479/irmm.16044 · Cited by 11 · see citing works
Self-citationLeadership competencies and business intelligence: Synergies for competitive advantage
Alsheikh, G. A. A., Albhirat, M. M., & Alzghoul, A. (2025) · AIP conference proceedings · doi:10.1063/5.0255615 · Cited by 10 · see citing works
Self-citationTawalbeh, M., Alzghoul, A., & Alsheikh, G. A. A. (2025) · AIP conference proceedings · doi:10.1063/5.0255240 · Cited by 9 · see citing works
Self-citationKhaddam, A. A. (2024) · Problems and Perspectives in Management · doi:10.21511/ppm.22(1).2024.56 · Cited by 8 · see citing works
Self-citationPredicting future brand value: The role of machine learning monitoring
Adwan, A. A., Altrjman, G., & Al-Mu’ani, L. (2025) · Innovative Marketing · doi:10.21511/im.21(2).2025.15 · Cited by 8 · see citing works
Hasan, A. A., Kumar, A., & Riaz, Z. (2025) · International Journal of Islamic and Middle Eastern Finance and Management · doi:10.1108/imefm-04-2025-0253 · Cited by 8 · see citing works
Alzghoul, A. (2025) · Banks and Bank Systems · doi:10.21511/bbs.20(2).2025.09 · Cited by 7 · see citing works
Self-citationAlAjlouni, A. O., & Aljuhmani, H. Y. (2024) · Studies in big data · doi:10.1007/978-3-031-73632-2_7 · Cited by 7 · see citing works
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Turki, M. D., & Sabbar, M. (2023) · International Journal of Professional Business Review · doi:10.26668/businessreview/2023.v8i4.1342 · Cited by 7 · see citing works
Al-Okaily, A. (2025) · EuroMed Journal of Business · doi:10.1108/emjb-09-2024-0234 · Cited by 6 · see citing works
Alshareef, H. R., & Emeagwali, O. L. (2026) · Systems · doi:10.3390/systems14040339 · Cited by 6 · see citing works
Khan, M. A. (2024) · ORGANIZE Journal of Economics Management and Finance · doi:10.58355/organize.v3i1.77 · Cited by 6 · see citing works
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Al-Kasasbeh, O., & Alhmoud, B. (2025) · HISTORICAL Journal of History and Social Sciences · doi:10.58355/historical.v3i3.117 · Cited by 6 · see citing works
Alassuli, A. (2024) · Banks and Bank Systems · doi:10.21511/bbs.19(2).2024.07 · Cited by 5 · see citing works
Bakir, S. M. A., Hanandeh, R., & Alzghoul, A. (2024) · Journal of Information Systems Engineering & Management · doi:10.55267/iadt.07.14775 · Cited by 5 · see citing works
Self-citationAlassuli, A., Thuneibat, N. S. M., Khtatbeh, M. M., & Haddad, A. E. (2025) · Journal of Governance and Regulation · doi:10.22495/jgrv14i4art17 · Cited by 4 · see citing works
Al-Aqrabawi, R., Alkhazali, Z., Rumman, A. R. A., Alshawabkeh, R. O. K., & Al-Abbadi, L. H. (2026) · Humanities and Social Sciences Letters · doi:10.18488/73.v14i1.4756 · Cited by 4 · see citing works
Aldarabah, K., Shami, S. S. A. A., Alkhwaldi, A. F., Abdulmuhsin, A. A., Abu-AlSondos, I. A., & Al‐Khatib, A. W. (2026) · Journal of Enterprise Information Management · doi:10.1108/jeim-03-2026-0356 · Cited by 3 · see citing works
Al-Daraba, K., Sharif, S. M., Al–shami, S. A., & Alkhasawnehb, R. (2025) · International Journal of Academic Research in Business and Social Sciences · doi:10.6007/ijarbss/v15-i5/25286 · Cited by 3 · see citing works
Bejarano-Chalá, R. A., García-Salirrosas, E. E., & Villar-Guevara, M. (2025) · Administrative Sciences · doi:10.3390/admsci15100378 · Cited by 3 · see citing works
Díaz, N. D., Machado, O. J. A., & Gutiérrez, J. C. L. (2025) · Dilemas contemporáneos Educación Política y Valores · doi:10.46377/dilemas.v12i2.4545 · Cited by 2 · see citing works
Determinants of BIS adoption by SMME grocery retailers in Tshwane Metropolitan Municipality
Muleya, A., Munyoka, W., & Kadyamatimba, A. (2025) · The Southern African Journal of Entrepreneurship and Small Business Management · doi:10.4102/sajesbm.v17i1.1004 · Cited by 2 · see citing works
Leveraging Business Analytics to Drive Technology Transformation in the Era of Digital Disruption
Qader, I. A., Naffakh, H. A. H. A., Abdulrahman, M. M., Marouf, T. M. N., Essa, R. O., Ghwanmeh, S., Shojaei, S. A., Almansour, B. Y., & Almansour, A. Y. (2025) · International Conference on Business Analytics for Technology and Security (ICBATS) · doi:10.1109/icbats66542.2025.11258324 · Cited by 2 · see citing works
Explainable Gradient Boosting Models for Fair Loan Approval Decisions
Qader, I. A., Ghwanmeh, S., Soy, A., Mustafa, S. A., Gadaev, A., & Ganesh, S. H. (2025) · doi:10.1109/iceei68459.2025.11331127 · Cited by 2 · see citing works
Driving organizational performance: the impact of business intelligence, agility and creativity
Aldabbas, H., & Gianni, M. (2026) · International Journal of Productivity and Performance Management · doi:10.1108/ijppm-02-2025-0112 · Cited by 2 · see citing works
Ayobami, A., & Azhar, Z. (2026) · Discover Sustainability · doi:10.1007/s43621-026-02589-z · Cited by 2 · see citing works
Al-Fakeh, F. A., AlWadi, B. M., Aravamudhan, V., Abueid, A. I., Nussir, N. A., Masa’d, F. M., & Alsheikh, G. A. A. (2023) · Journal of Namibian Studies History Politics Culture · doi:10.59670/jns.v33i.456 · Cited by 2 · see citing works
Tianyun, L., Wei-wei, P., Li, S., & Hang, R. (2025) · IEEE International Conference on Sensors, Electronics and Computer Engineering (ICSECE) · doi:10.1109/icsece65727.2025.11256951 · Cited by 1 · see citing works
Patidar, D., Fallah, M. H., Thamizhkani.B, Hemalatha, K., Karthikeyan, C., Salaman, Z. N., & Yaseen, Z. T. (2025) · International Conference on Cyber Resilience (ICCR) · doi:10.1109/iccr67387.2025.11292578 · Cited by 1 · see citing works
The Adoption of Smart Retail and Business Performance: A New Mechanism Analysis
Han, C., Zhang, X., Sun, X., & Wang, Q. (2026) · Sustainability · doi:10.3390/su18094514 · Cited by 1 · see citing works
The Role of Big Data Analytics in Personalized FinTech Services and Digital Payments
Zurigat, Z. M., & Khasawneh, O. (2026) · ASU International Conference in Emerging Technologies for Sustainability and Intelligent Systems (ICETSIS) · doi:10.1109/icetsis68266.2026.11549337 · Cited by 1 · see citing works
Alarefi, M. (2025) · Engineering Technology & Applied Science Research · doi:10.48084/etasr.12789 · Cited by 1 · see citing works
Bejjani, Y., & Vanhaverbeke, W. P. M. (2025) · Journal of Decision System · doi:10.1080/12460125.2025.2581374 · Cited by 1 · see citing works
Wu, L., Li, Z., Mehta, A. M., Asif, M., & Shahzad, M. F. (2025) · Business Process Management Journal · doi:10.1108/bpmj-05-2025-0736 · Cited by 1 · see citing works
Wei, L., Bayalieva, A., Li, R., & 张志义 (2026) · Acta Innovations · doi:10.62441/actainnovations.v61i.777 · Cited by 1 · see citing works
Cloud Infrastructure: Business Intelligent Systems with Machine Learning Techniques
Rani, B. U., Sunanda, K., Kumar, K. K., & Kumar, R. D. (2025) · Lecture notes in networks and systems · doi:10.1007/978-3-031-90921-4_82 · Cited by 1 · see citing works
Megdad, Z., & Çağlar, D. (2024) · Problems and Perspectives in Management · doi:10.21511/ppm.22(2).2024.43
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Tran, M. T., Duong, H. L., & Vo, T. K. O. (2024) · Advances in marketing, customer relationship management, and e-services book series · doi:10.4018/979-8-3693-4361-6.ch007
Exploring the Impact of Competitive Intelligence on Business Growth
Oğuz, A. (2024) · Human computer interaction. · doi:10.62802/tgvyya56
Nuseir, M. T., Aljumah, A. I., Refae, G. A. E., & Mahho, M. I. (2024) · Global Congress on Emerging Technologies (GCET) · doi:10.1109/gcet64327.2024.10934587
Albawwat, A. H. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5778505
Albawwat, A. H. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5868028
Güntürkün, B., & Tatlı, H. S. (2026) · Management · doi:10.58691/man/214037
Alzubi, M. M. S. (2026) · Research Square · doi:10.21203/rs.3.rs-8672677/v1
Zhang, J. (2026) · Journal of Sustainable Competitive Intelligence · doi:10.37497/eaglesustainable.v16i.614
Evaluating the Impact of Language Analytics on Competitive Intelligence Effectiveness
Zheng, Z., Srisomthawin, B., & Amornwanitsak, S. (2026) · Journal of Sustainable Competitive Intelligence · doi:10.37497/eaglesustainable.v16i.645
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Alnajdawi, S., Ali, A. A. A., & Irtaimeh, H. J. (2025) · International Conference on Decision Aid Sciences and Applications (DASA) · doi:10.1109/dasa68193.2025.11498879
Self-citationAI Adoption and Organizational Agility: Rethinking Business Development for the Digital Era
Tarawneh, A., Qeshta, M. H. M., Abusweilem, M. A., & Khaddam, A. A. (2025) · International Conference on Decision Aid Sciences and Applications (DASA) · doi:10.1109/dasa68193.2025.11498726
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Swain, R. R., Grace, L. K. J., Chandna, M., Sharma, D., Mahato, N., & venkadeshwaran, K. (2025) · International Conference on Decision Aid Sciences and Applications (DASA) · doi:10.1109/dasa68193.2025.11498901
Qabajeh, M., alqsass, M. S., Al-Gasawneh, J. A., Ezmigna, I., Alghizzawi, M., Qabajeh, M., & Al-Rawashdeh, G. (2025) · International Conference on Business Intelligence for Technology Innovation (ICBITI) · doi:10.1109/icbiti65527.2025.11501089
Qabajeh, M., alqsass, M. S., Qabajeh, M., Darwazeh, R. N., Al-Gasawneh, J. A., Al-Rawashdeh, G., & Alghizzawi, M. (2025) · International Conference on Business Intelligence for Technology Innovation (ICBITI) · doi:10.1109/icbiti65527.2025.11500644
Al-Hamad, A. A.-S. A., alqsass, M. S., Al-Khoury, A. F., Ezmigna, I., Al-Gasawneh, J. A., Al-Rawashdeh, G., & Alghizzawi, M. (2025) · International Conference on Business Intelligence for Technology Innovation (ICBITI) · doi:10.1109/icbiti65527.2025.11501005
Qabajeh, M., alqsass, M. S., Qabajeh, M., Ezmigna, I., Al-Gasawneh, J. A., Al-Rawashdeh, G., & MahmoudAlghizzawi (2025) · International Conference on Business Intelligence for Technology Innovation (ICBITI) · doi:10.1109/icbiti65527.2025.11500749
Al-Hamad, A. A.-S. A., alqsass, M. S., Al-Khoury, A. F., Alghizzawi, M., Ezmigna, I., Al-Gasawneh, J. A., & Al-Rawashdeh, G. (2025) · International Conference on Business Intelligence for Technology Innovation (ICBITI) · doi:10.1109/icbiti65527.2025.11500658
Al-Hamad, A. A.-S. A., alqsass, M. S., Darwazeh, R. N., Ezmigna, I., Al-Gasawneh, J. A., Al-Rawashdeh, G., & Alghizzawi, M. (2025) · International Conference on Business Intelligence for Technology Innovation (ICBITI) · doi:10.1109/icbiti65527.2025.11501133
Enhancing strategic decision-making through knowledge management in high-tech firms
Giampaoli, D., & Aureli, S. (2026) · Management Decision · doi:10.1108/md-04-2025-0906
Abbas, A., Wattoo, M. U., Duan, H., Khan, I., & Kousar, S. (2026) · Business Process Management Journal · doi:10.1108/bpmj-10-2025-1705
Blockchain-Based FinTech Solutions for Secure, Transparent, and Decentralized Financial Services
Kattawi, N., Abu-Dabaseh, F., Qeshta, M. H. M., & Alfreihat, H. (2026) · ASU International Conference in Emerging Technologies for Sustainability and Intelligent Systems (ICETSIS) · doi:10.1109/icetsis68266.2026.11548845
Smadi, K. A., Daabseh, T. K. I. A., Alathamneh, M. S., Eltaief, A., Fares, A. R. A., & Al-Khateeb, A. (2026) · International Conference on Artificial Intelligence for Sustainable Engineering and Innovation (AISEI) · doi:10.1109/aisei68628.2026.11572793
Twum, P. G., & Oman-Amoako, M. (2026) · Magna Scientia Advanced Research and Reviews · doi:10.30574/msarr.2026.17.2.0118
Daulay, S. (2026) · JPI Jurnal Pustaka Indonesia · doi:10.62159/jpi.v6i2.2598
Liu, L., Sarfraz, M., Nasrullah, U., & Ivaşcu, L. (2026) · Management Decision · doi:10.1108/md-09-2025-2577
Flores, O. P., Acosta, F. M. C., & Guzman, M. C. H. (2026) · LACCEI International Multi-Conference for Engineering, Education and Technology (LACCEI) · doi:10.18687/laccei2026.1.1.1146
OBARA, C. E. (2026) · IIARD INTERNATIONAL JOURNAL OF ECONOMICS AND BUSINESS MANAGEMENT · doi:10.56201/ijebm.vol.12.no6.2026.pg297.312
Hanani, S., & Baskaran, S. (2026) · International Journal of Research and Innovation in Social Science · doi:10.47772/ijriss.2026.100700984
Hanif, I., Mustafa, N., Badshah, A., & Shah, S. A. S. (2026) · Journal of Business Insight and Innovation · doi:10.63544/jbii.v5i6.163
Amayreh, K. T., Megdad, Z., Alarabiat, Y. A., & Megdadi, Y. (2026) · Research Square · doi:10.21203/rs.3.rs-10554332/v1
Hidayat, W. W., & Khan, M. A. (2026) · International Journal of Managerial Finance · doi:10.1108/ijmf-04-2026-0242
ВИКОРИСТАННЯ АНАЛІТИКИ ДАНИХ У СИСТЕМІ ПРИЙНЯТТЯ УПРАВЛІНСЬКИХ РІШЕНЬ ПІДПРИЄМСТВА
Petryk, M. (2026) · Economic Synergy · doi:10.53920/es-2026-3-25
Paklerska, A. (2026) · Journal of Modern Science · doi:10.13166/jms/240203
S, S. M. J., Rakshith, P., Bhuvan, R., & Vani, H. Y. (2026) · WSEAS TRANSACTIONS on COMMUNICATIONS archive · doi:10.37394/23204.2027.26.1
- Authors
- Alzghoul, A., Khaddam, A. A., Abousweilem, F., Irtaimeh, H. J., & Alshaar, Q.
- Affiliations
- Amman Arab University (JO)
- Al-Ahliyya Amman University (JO)
- World Islamic Sciences and Education University (JO)
- Corresponding author
- Khaddam, Amineh A.
- Venue
- Information Development
- Publisher
- SAGE Publications
- Published
- 2022-06-16
- Volume
- 40
- Issue
- 2
- Pages
- 220-233
- ISSN
- 0266-6669 (ISSN-L)
- 1741-6469
- OpenAlex
- W4283076195
- Cited by
- 87
- References
- 75
- Citations by year
- 2026: 17 · 2025: 39 · 2024: 22 · 2023: 8 · 2022: 1
- FWCI
- 16.82
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Information Development (publishedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Management Information Systems › Big Data and Business Intelligence
- Social Sciences › Business, Management and Accounting › Strategy and Management › Competitive and Knowledge Intelligence
- Social Sciences › Business, Management and Accounting › Management Information Systems › Information Technology Governance and Strategy
- Keywords
- decision-making speed, firm performance, firm size, moderated mediation, knowledge-based view, leadership, Jordanian companies
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