Technology alone can solve the problem of poor data quality.
Is it true that technology alone can solve the problem of poor data quality?
No. Evidence shows that technology alone cannot resolve poor data quality or systemic operational problems; organizational culture, human workflows, management commitment, and standardized protocols are also essential.
Verdict: REFUTED · 0 sources for, 8 against · Last checked
The claim asserts that technology alone can solve poor data quality. Multiple studies across health informatics, information systems, and organizational management consistently demonstrate that data quality and safety outcomes depend just as heavily on organizational culture, human factors, process controls, management commitment, and user training. Therefore, the claim is refuted by the literature, which emphasizes sociotechnical and multifaceted approaches rather than purely technological ones.
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Xu, H. (2015). What Are the Most Important Factors for Accounting Information Quality and Their Impact on AIS Data Quality Outcomes?. doi.org. https://doi.org/10.1145/2700833
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MSR, J. (2026). From emergence to recoverability: a sociotechnical control trajectory theory of HIT-related risk.. doi.org. https://doi.org/10.3389/fdgth.2026.1811981
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V, F., N, C., & MJ, C. (2026). Improving the Quality of Nursing Care Through Clinical Alarm Management in Intensive Care Units: An Integrative Review.. doi.org. https://doi.org/10.3390/healthcare14172720
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S, W., E, S., ZA, P., N, M., & D, A. (2026). Digital capability as a multilevel construct: a systematic literature review of its dimensions, antecedents, and consequences.. doi.org. https://doi.org/10.3389/fpsyg.2026.1859025
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KA, A., A, A., AO, B., AM, A., H, A., & MB, R. (2026). BIM-Supported green building adoption in the construction industry.. doi.org. https://doi.org/10.1371/journal.pone.0356894
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A, G., P, M., C, M., G, S., D, B., & S, P. (2026). Characteristics of Communication Competency in Nurse Managers: A Systematic Review.. doi.org. https://doi.org/10.3390/healthcare14172814
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NA, B., RA, A., S, A., EM, A., A, A., & SH, S. (2026). Factors Influencing Patient Safety Incident Reporting and Evidence-Based Improvement Strategies Among Healthcare Professionals in Saudi Arabia: A Systematic Review Aligned with Vision 2030.. doi.org. https://doi.org/10.2147/jmdh.s631152
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X, L. & J, W. (2026). Identification of key control points in instrument reprocessing of hospital central sterile supply department and its association analysis with surgical site infection.. doi.org. https://doi.org/10.3389/fpubh.2026.1844524
What does the evidence say?
The claim asserts that technology alone can solve poor data quality. Multiple studies across health informatics, information systems, and organizational management consistently demonstrate that data quality and safety outcomes depend just as heavily on organizational culture, human factors, process controls, management commitment, and user training. Therefore, the claim is refuted by the literature, which emphasizes sociotechnical and multifaceted approaches rather than purely technological ones.
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