The Impact of Data Engineering Maturity and Analytics Pipeline Automation on Operational Prediction Accuracy through Data Quality in Warehousing Logistics in Tangerang
DOI:
https://doi.org/10.58812/wsis.v4i04.2787Keywords:
Data Engineering Maturity, Analytics Workflow Automation, Data Quality, Operational Prediction Accuracy, Warehouse LogisticsAbstract
This study aims to examine the effect of data engineering maturity levels and analytics workflow automation on operational prediction accuracy through the mediating role of data quality in warehouse logistics in Tangerang. A quantitative research approach was employed using data collected from 75 respondents involved in warehouse operations. The data were gathered through a structured questionnaire based on a Likert scale and analyzed using Structural Equation Modeling–Partial Least Squares (SEM-PLS 3). The results indicate that data engineering maturity levels have a positive and significant effect on data quality, and analytics workflow automation also significantly influences data quality. Furthermore, data quality has the strongest positive effect on operational prediction accuracy. Direct effects show that data engineering maturity and analytics workflow automation also significantly influence prediction accuracy, although their effects are weaker compared to the indirect effects through data quality. Mediation analysis confirms that data quality partially mediates these relationships. These findings highlight that improving operational prediction accuracy in warehouse logistics is not solely dependent on advanced analytical tools but is strongly influenced by the quality of data generated through mature data engineering practices and automated analytics workflows. This study contributes to the literature by integrating technological capability and data quality perspectives and provides practical implications for logistics companies in enhancing data-driven decision-making and operational efficiency.
References
[1] K. Aravindaraj and P. R. Chinna, “A systematic literature review of integration of industry 4.0 and warehouse management to achieve Sustainable Development Goals (SDGs),” Cleaner logistics and supply chain. Elsevier, 2022.
[2] K. D. Moore, K. Eyestone, and D. C. Coddington, “How business intelligence can improve value: case studies of three healthcare organizations reinforce the premise that business intelligence--the ability to convert …,” … Financ. Manag., 2012.
[3] B. S. S. Hamdan, “The Effect of Exports and Imports on Economic Growth in the Arab Countries: A Panel Data Approach,” J. Econ. Bibliogr., vol. 3, no. 1S, pp. 63–73, 2016.
[4] M. Á. Mateo-Casalí, F. Fraile, A. Boza, and R. Poler, “A Maturity Model for Industry 4.0 Manufacturing Execution Systems,” in Industry 4.0: The Power of Data: Selected Papers from the 15th International Conference on Industrial Engineering and Industrial Management, Springer, 2023, pp. 213–223.
[5] H. Pai, “A Case Study on the Impact of Brand Image on Customer Buying Behaviour with Special Reference to Nilgiris Supermarket in Mangalore,” Interantional J. Sci. Res. Eng. Manag., vol. 08, no. 01, pp. 1–10, 2024, doi: 10.55041/ijsrem28211.
[6] E. Moynihan, C. Avraam, S. Siddiqui, and R. Neff, “Optimization Based Modeling for the Food Supply Chain’s Resilience to Outbreaks,” Front. Sustain. Food Syst., vol. 6, 2022, doi: 10.3389/fsufs.2022.887819.
[7] G. Tortorella, M. Gloet, D. Samson, S. Kurnia, F. S. Fogliatto, and M. J. Anzanello, “Food supply chain resilience through digital transformation: a mixed-method approach,” Int. J. Logist. Manag., 2024, doi: 10.1108/IJLM-01-2024-0030.
[8] F. Al-Turjman and S. Alturjman, “5G/IoT-enabled UAVs for multimedia delivery in industry-oriented applications,” Multimed. Tools Appl., 2020, doi: 10.1007/s11042-018-6288-7.
[9] T. Ahmad, “Scenario based approach to re-imagining future of higher education which prepares students for the future of work,” High. Educ. Ski. Work. Learn., 2020, doi: 10.1108/HESWBL-12-2018-0136.
[10] M. Svitlana, H. Valentyna, L. Iryna, K. Tetiana, and O. Y. Oleksandrivna, “The evolution of accounting and auditing in the era of digital technologies: the role of cloud services and process automation,” 2024.
[11] S. Menon and S. Shah, “Are SMEs ready for industry 4.0 technologies: An exploratory study of i 4.0 technological impacts,” in 2020 International Conference on Computation, Automation and Knowledge Management (ICCAKM), IEEE, 2020, pp. 203–208.
[12] T. E. Marshall and S. L. Lambert, “Cloud-based intelligent accounting applications: accounting task automation using IBM watson cognitive computing,” J. Emerg. Technol. Account., vol. 15, no. 1, pp. 199–215, 2018.
[13] M. A. Chao, C. Kulkarni, K. Goebel, and O. Fink, “Fusing physics-based and deep learning models for prognostics,” Reliability Engineering &System …. Elsevier, 2022.
[14] T. Xie and J. Zhang, “Data-driven intelligent risk system in the process of financial audit,” Mathematical Problems in Engineering. hindawi.com, 2022.
[15] G. Araque González, A. Suárez Hernández, M. Gómez Vásquez, J. Vélez Uribe, and A. Bernal Avellaneda, “Sustainable manufacturing in the fourth industrial revolution: A big data application proposal in the textile industry,” J. Ind. Eng. Manag., vol. 15, no. 4, pp. 614–636, 2022.
[16] B. List, R. M. Bruckner, K. Machaczek, and ..., “A comparison of data warehouse development methodologies case study of the process warehouse,” Database Expert …, 2002, doi: 10.1007/3-540-46146-9_21.
[17] H. Aswicahyono and D. Rafitrandi, “Emerging Technology in Indonesia’s Manufacturing Sector,” Working Paper, CSIS Indonesia. 301 Automation in Indonesia 301, 2020.
[18] P. Rost, C. Mannweiler, and ..., “Network slicing to enable scalability and flexibility in 5G mobile networks,” IEEE …, 2017.
[19] D. H. Autor, “Why are there still so many jobs? The history and future of workplace automation,” J. Econ. Perspect., vol. 29, no. 3, pp. 3–30, 2015.
[20] S. Foster and L. Wilson, The Future of Work: The impact of automation technologies for employment in Northern Ireland. NERI, 2019.
[21] M. Ritonga, K. Hasibuan, S. Ritonga, and Julhadi, “Learning Technology in Teaching: A Research on Implementation of Technology at Islamic Educational Institutions in Indonesia,” Int. J. Membr. Sci. Technol., vol. 10, no. 1, pp. 686–694, 2023.
[22] Rosenda ALICWAS Berry, “The Use of Technology in the Delivery of Instruction in Public Schools,” Int. J. Multidiscip. Res., vol. 6, no. 3, pp. 1–11, 2024, doi: 10.36948/ijfmr.2024.v06i03.20219.
[23] J. E. FoEh and D. P. Anggoro, “Pengaruh Citra Merek, Kualitas Produk, Dan Promosi Terhadap Loyalitas Konsumen Dengan Kepuasan Konsumen Sebagai Variabel Intervening Pada Produk Indomie Di Superindo Kecamatan Babelan, Kabupaten Bekasi,” Ultim. Manag. J. Ilmu Manaj., vol. 14, no. 2, pp. 258–275, 2022, doi: 10.31937/manajemen.v14i2.2858.
[24] T. T. Le, “How do food supply chain performance measures contribute to sustainable corporate performance during disruptions from the COVID-19 pandemic emergency?,” Int. J. Qual. Reliab. Manag., vol. 40, no. 5, pp. 1233–1258, 2023, doi: 10.1108/IJQRM-03-2022-0089.
[25] Julyanthry et al., Manajemen Produksi dan Operasi. 2020.
[26] N. F. Andhini, “Strategi Pengembangan Usaha Melalui Business Model Canvas,” J. Chem. Inf. Model., vol. 53, no. 9, pp. 1689–1699, 2017.
[27] P. A. Ibrahim Dincer, Marc A. Rosen, “Kinerja Karyawan Bagian 4 Produksi Ditinjau Dari Motivasi Dan Disiplin Kerja Karyawan Di Pt. Somin Tahun 2015”,” Skripsi thesis, Univ. Muhammadiyah Surakarta., vol. 53, no. 9, pp. 1689–1699, 2017.
[28] K. N. M. Fitra, “PENGARUH DIGITAL MARKETING TERHADAP PENDAPATAN USAHA MIKRO KECIL MENENGAH (UMKM) MENURUT PERSPEKTIF EKONOMI ISLAM,” Molecules, vol. 2, no. 1, pp. 1–12, 2020.
[29] J. F. Hair Jr, G. T. M. Hult, C. M. Ringle, M. Sarstedt, N. P. Danks, and S. Ray, Partial least squares structural equation modeling (PLS-SEM) using R: A workbook. Springer Nature, 2021.
[30] V. C. Pham et al., “Groundwater Use Habits and Environmental Awareness in Ca Mau Province, Vietnam: Implications for Sustainable Water Resource Management,” Environ. Challenges, vol. 13, no. March, p. 100742, 2023, doi: 10.1016/j.envc.2023.100742.
[31] M. Matharu, N. Gupta, and V. Swarnakar, “Efforts are made but food wastage is still going on: a study of motivation factors for food waste reduction among household consumers,” Asia-Pacific J. Bus. Adm., vol. 14, no. 2, pp. 244–264, 2022, doi: 10.1108/APJBA-07-2021-0303.
[32] B. Morehead and M. Morgan, “The CPA Evolution &the Future of Certifications in Government Financial Management,” … Gov. Financ. Manag., 2022.
[33] M. M. Tan, D. L. Xu, and J. B. Yang, “Corporate failure risk assessment for knowledge-intensive services using the evidential reasoning approach,” Journal of Risk and Financial Management. mdpi.com, 2022.
[34] X. Shi, S. Chen, and X. Lai, “Blockchain adoption or contingent sourcing? Advancing food supply chain resilience in the post-pandemic era,” Front. Eng. Manag., vol. 10, no. 1, pp. 107–120, 2023, doi: 10.1007/s42524-022-0232-2.
[35] P. Filzmoser and K. Nordhausen, “Robust linear regression for high-dimensional data: An overview,” Wiley Interdiscip. Rev. Comput. Stat., vol. 13, no. 4, pp. 1–18, 2021, doi: 10.1002/wics.1524.
[36] G. R. Nagiah and N. Mohd Suki, “Linking environmental sustainability, social sustainability, corporate reputation and the business performance of energy companies: insights from an emerging market,” Int. J. Energy Sect. Manag., 2024, doi: 10.1108/IJESM-06-2023-0003.
[37] R. Sachan, “Assessment of Effective Teaching Using by TOPSIS method,” J. Innov. Teach. Learn., vol. 2, no. 2, pp. 11–20, 2023, doi: 10.46632/jitl/2/2/2.
[38] D. Pandya, G. Kumar, and S. Singh, “Aligning sustainability goals of industrial operations and marketing in Industry 4.0 environment for MSMEs in an emerging economy,” J. Bus. Ind. Mark., no. August, 2023, doi: 10.1108/JBIM-04-2022-0183.
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