EVERGREEN

Joint Journal of Novel Carbon Resource Sciences and Green Asia Strategy

ISSN:2189-0420 (Print until Mar 2020)
ISSN:2432-5953 (Online)

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Three-Factor ANOVA Approach to Identify Dominant Factors of Dwelling Time at New Makassar 1 Container Terminal

Zainal Yahya Idris1,*, Ganding Sitepu2, Misliah3, Indrabayu4
1Development Studies Program, Hasanuddin University, Makassar, Indonesia
2Transportation Study Program, Hasanuddin University, Makasssar, Indonesia
3Shipping Engineering Study Program, Hasanuddin University, Makasssar, Indonesia
4Informatics Engineering Study Program, Hasanuddin University, Makasssar, Indonesia
*Author to whom correspondence should be addressed:
E-mail: zainalyahya@pipmakassar.ac.id (ZYI)
Evergreen, Vol. 13, Iss. 02, pp. 725–737, 2026
DOI: 10.5109/7429618
Creative Commons Attribution 4.0 International Creative Commons Attribution 4.0 International
Received: June 10, 2025 | Revised: January 08, 2026 | Accepted: February 17, 2026 | Published: June 2026
Abstract
Dwelling time is a crucial indicator of port efficiency, as prolonged container dwell time can undermine logistics competitiveness and increase operational costs. At New Makassar Container Terminal 1, which one of the main maritime gateways to Eastern Indonesia, delays especially in yard often exceed national standards, highlighting the need for operational improvement. This study hypothesizes that sector (domestic or import), container size (20 ft or 40 ft), and commodity type (food, industrial, or building materials) significantly influence container dwelling time, whether individually, through two way interactions, or through a combined three way interaction. To test these hypotheses, a quantitative approach was applied using Three-Factor ANOVA design was employed as the primary analytical framework. The results indicate that domestic and import sectors as well as between 20 ft and 40 ft containers are significantly affect dwelling time. However commodity type, two way interaction and combined three way interaction do not significantly affect dwelling time. Domestic and 20-ft containers consistently show longer dwelling times, mainly due to higher throughput and more frequent re-handling. These findings contribute to a deeper understanding of the operational dynamics influencing container flow and provide a methodological reference for analyzing multi factor effects on port performance.
Keywords
commodity; container size; dwelling time; sector
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References
  1. 1) J. Verschuur, E.E. Koks, and J.W. Hall, "Ports’ criticality in international trade and global supply-chains," Nat. Commun., 13 (1) 1-13 (2022) doi:10.1038/s41467-022-32070-0
  2. 2) M.H. Huzaifi, M.A. Budiyanto, and S.J. Sirait, "Study on the carbon emission evaluation in a container port based on energy consumption data," Evergreen, 7 (1) 97-103 (2020) doi:10.5109/2740964
  3. 3) N.M.R. Fuadi, Iskendar, D.H. Waskito, C. Sasmito, N.I. Gutami, A.R. Ispandiari, N. Yustina, Z. Qonita, A. Roschyntawati, and R. Saputra, "Integration between photovoltaic arrays, port energy requirements, and pilot boats to achieve net zero emission: a case study of the port of lembar," Evergreen, 11 (4) 3457-3469 (2024) doi:10.5109/7326982
  4. 4) Z.H. Munim, and H.-J. Schramm, "The impacts of port infrastructure and logistics performance on economic growth: the mediating role of seaborne trade," J. Shipp. Trade, 3 (1) 1-19 (2018) doi:10.1186/s41072-018-0027-0
  5. 5) N. Firdausiyah, F.R. Sutikno, and A.A. Ratri, "Evaluating Environmental Impacts Of Green Logistics Initiatives In Batam Indonesia," Evergreen, 11 (2) 1081-1088 (2024) doi:10.5109/7183408
  6. 6) M. Saini, and T. Lerher, "Assessing the Factors Impacting Shipping Container Dwell Time: a Multi-Port Optimization Study," (2024) doi:10.3846/btp.2024.19205
  7. 7) Government of Indonesia, "Government Regulation No. 20 of 2010 concerning Water Transportation," Jakarta, (2010)
  8. 8) H. Anggraeni, D. Wardhana, , D. Wardhana, and D. Hadi Kushendar, "Dwelling time and its impact on logistics costs and competitiveness: challenges and policy solutions in Indonesia," Indones. J. Soc. Sci. Res., 2025 (1) 262-270 (2025) doi:10.11594/ijssr.06.01.28
  9. 9) G. Raballand, S. Refas, M. Beuran, and G. Isik, "Economic Premise: Why Cargo Dwell Time Matters in Trade," (2012)
  10. 10) Government of Indonesia, "Regulation of the Minister of Transportation of the Republic of Indonesia Number PM 116 of 2016 concerning the Transfer of Goods that Exceed the Stacking Time Limit (long stay). The four ports are Tanjung Priok Port - Jakarta, Tanjung Perak Port - Surabaya, Belawan Port - Medan, and Makassar Port.," (2016)
  11. 11) Z.Y. Idris, G. Sitepu, Misliah, and Indrabayu, "Optimizing Dwelling Time at the New Makassar 1 Container Terminal in Supporting the Regional Development of South Sulawesi," in: Proc. 3rd Int. Conf. Marit. Dev. (ICMMAD 2023), Atlantis Press, 2024: pp. 217-232 doi:10.2991/978-94-6463-628-4_23
  12. 12) I. Imamuddin, "The significance of makassar port in the context of cargo containers and passenger traffic: a literature review," Migr. Latter, 20 (8) 145-156 (2023) doi:10.59670/ml.v20i8.5229
  13. 13) J.L. Tongzon, "The challenge of hub port competition: the case of singapore," Transp. Res. Part A Policy Pract., 46 (6) 1089-1103 (2012) doi:10.1016/j.tra.2012.04.001
  14. 14) T. Lam, J. S. L.Notteboom, "The greening of ports: a comparison of port management tools used by leading ports in asia and europe," Transp. Rev., 34 (2) 169-189 (2014) doi:10.1080/01441647.2014.891162
  15. 15) K. Brooks, M. R. Cullinane, "Governance models defined," Res. Transp. Bus. Manag., 22 1-2 (2017) doi:10.1016/S0739-8859(06)17018-3
  16. 16) S. Haryani, I.W. Agustin, F. Usman, W.O.S. Tunnaja, and J. Hiddlestone-Mumford, "Development of a ferry port in bajoe village to support tourism on bokori island, southeast sulawesi, based on the linkage system," Evergreen, 11 (2) 1103-1115 (2024) doi:10.5109/7183412
  17. 17) A.D. Bank, "Digital Trade Facilitation in Asia and the Pacific," ADB Publishing, Manila, (2019)
  18. 18) S. Heilig, L. Lalla-Ruiz, E. Voß, "Digital transformation in maritime ports: analysis and a game theoretic framework," NETNOMICS Econ. Res. Electron. Netw., 18 (2-3) 227-254 (2017) doi:10.1007/s11066-017-9120-1
  19. 19) J.P. Notteboom, T. Pallis, A. Rodrigue, "Disruptions and resilience in global container shipping and ports: the covid-19 pandemic versus the 2008-2009 financial crisis," Marit. Econ. Logist., 23 (2) 179-210 (2021)
  20. 20) K. Wang and C. Cullinane, "Traffic consolidation in east asian container ports: a network flow analysis," Transp. Res. Part A Policy Pract., 61 152-163 (2016) doi:10.1016/j.tra.2013.12.002
  21. 21) D.F.R. Wardana, and I Gede Made Artha Dharmakarja, "A study of dwelling time at tanjung perak harbor surabaya indonesia," J. Perspekt. Bea Dan Cukai, 8 (1) 55-71 (2024)
  22. 22) W. Li, O.P. Hilmola, and Y. Panova, "Container sea ports and dry ports: future co2 emission reduction potential in china," Sustain., 11 (6) (2019) doi:10.3390/su11061515
  23. 23) A.R. Sunitiyoso, Y., Nuraeni, S., Pambudi, N. F., Inayati, T., Nurdayat, I. F., Hadiansyah, F., & Tiara, "Port performance factors and their interactions: a systems thinking approach," Asian J. Shipp. Logist., 38 (2) 107-123 (2022) doi:10.1016/j.ajsl.2022.04.001
  24. 24) M. Heikkilä, and J. Saarni, "Innovation in smart ports : future directions of digitalization in container ports," (2022) doi:10.3390/jmse10121925
  25. 25) S. Santoso, R. Nurhidayat, and G. Mahmud, "Measuring the total logistics costs at the macro level : a study of indonesia," (2024) doi:10.3390/logistics5040068
  26. 26) M.J. Blanca, R. Alarcón, J. Arnau, R. Bono, and R. Bendayan, "Non-normal data: Is ANOVA a valid option?," Psicothema, 29 (4) 552-557 (2017) doi:10.7334/psicothema2016.383
  27. 27) N. Nisrina, M.I. Kemal, I.A. Akbar, and T. Widianti, "The effect of genetic algorithm parameters tuning for route optimization in travelling salesman problem through general full factorial design analysis," Evergreen, 9 (1) 163-203 (2022) doi:10.5109/4774233
  28. 28) N.T. Thu Hien, "Examining the influence of governance quality and institutional policies on logistics growth in vietnam," Int. J. Multidiscip. Res. Anal., 08 (05) 2686-2693 (2025) doi:10.47191/ijmra/v8-i05-47
  29. 29) Sirajuddin, "Five-key strategies for reducing indonesia ports’ dwelling time," J. Tek. Ind., 22 (2) (2020) doi:10.9744/jti.22.2.Five-k
  30. 30) L. Rahayu, T. Busscher, T. Tillema, and J. Woltjer, "Maritime transport governance challenges in the global south," Mar. Policy, 163 (January) 106147 (2024) doi:10.1016/j.marpol.2024.106147
  31. 31) G. Wilmsmeier, A.A. Pallis, S.L. Schorch, and D.L. Trujillo, "Port governance and the implications of institutional fragmentation: lessons from colombia," Res. Transp. Bus. Manag., 56 (July 2023) (2024) doi:10.1016/j.rtbm.2024.101179
  32. 32) J.L. Tongzon, "Regulatory Challenges in the Philippine Logistics Industry," 2018. https://pidswebs.pids.gov.ph/CDN/PUBLICATIONS/pidspn1801.pdf
  33. 33) N. Kutin, T.T. Nguyen, and T. Vallée, "Relative efficiencies of asean container ports based on data envelopment analysis," Asian J. Shipp. Logist., 33 (2) 67-77 (2017) doi:10.1016/j.ajsl.2017.06.004
  34. 34) V. Kovalenko, O. Turchyn, V. Alieksieiev, V. Stryzhak, M. Strelkov, and O. Poliakov, "Improving the energy efficiency of container stack assembly-disassembly operations at container terminal yard," Bull. Natl. Tech. Univ. «KhPI». Ser. Automob. Tract. Constr., (2) 22-34 (2024) doi:10.20998/2078-6840.2024.2.03
  35. 35) A.F. Parola, M. Risitano, M. Ferretti, E. Panetti, and M. Ferretti, "The drivers of port competitiveness: a critical review," Port Econ., 37 (1) 1-23 (2016) doi:10.1080/01441647.2016.1231232
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