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Quantifying Webpage Performance: A Comparative Analysis of TCP/IP and QUIC Communication Protocols for Improved Efficiency

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  • Thyago Celso Cavalcante Nepomuceno

    (Department of Statistics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235—Cidade Universitária, Recife 50670-902, Brazil
    Department of Computer, Control, and Management Engineering Antonio Ruberti, Sapienza University of Rome, Piazzale Aldo Moro, 5, 00185 Roma, Italy)

  • Késsia Thais Cavalcanti Nepomuceno

    (Center of Informatics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235—Cidade Universitária, Recife 50670-902, Brazil)

  • Fabiano Carlos da Silva

    (Center of Informatics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235—Cidade Universitária, Recife 50670-902, Brazil)

  • Silas Garrido Teixeira de Carvalho Santos

    (Center of Informatics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235—Cidade Universitária, Recife 50670-902, Brazil)

Abstract

Browsing is a prevalent activity on the World Wide Web, and users usually demonstrate significant expectations for expeditious information retrieval and seamless transactions. This article presents a comprehensive performance evaluation of the most frequently accessed webpages in recent years using Data Envelopment Analysis (DEA) adapted to the context (inverse DEA), comparing their performance under two distinct communication protocols: TCP/IP and QUIC. To assess performance disparities, parametric and non-parametric hypothesis tests are employed to investigate the appropriateness of each website’s communication protocols. We provide data on the inputs, outputs, and efficiency scores for 82 out of the world’s top 100 most-accessed websites, describing how experiments and analyses were conducted. The evaluation yields quantitative metrics pertaining to the technical efficiency of the websites and efficient benchmarks for best practices. Nine websites are considered efficient from the point of view of at least one of the communication protocols. Considering TCP/IP, about 80.5% of all units (66 webpages) need to reduce more than 50% of their page load time to be competitive, while this number is 28.05% (23 webpages), considering QUIC communication protocol. In addition, results suggest that TCP/IP protocol has an unfavorable effect on the overall distribution of inefficiencies.

Suggested Citation

  • Thyago Celso Cavalcante Nepomuceno & Késsia Thais Cavalcanti Nepomuceno & Fabiano Carlos da Silva & Silas Garrido Teixeira de Carvalho Santos, 2023. "Quantifying Webpage Performance: A Comparative Analysis of TCP/IP and QUIC Communication Protocols for Improved Efficiency," Data, MDPI, vol. 8(8), pages 1-14, August.
    • Handle: RePEc:gam:jdataj:v:8:y:2023:i:8:p:134-:d:1220749
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    References listed on IDEAS

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    1. Guang-Qian Peng & Guangtao Xue & Yi-Chao Chen, 2018. "Network Measurement and Performance Analysis at Server Side," Future Internet, MDPI, vol. 10(7), pages 1-18, July.
    2. Cinzia Daraio & Léopold Simar & Paul W. Wilson, 2018. "Central limit theorems for conditional efficiency measures and tests of the ‘separability’ condition in non‐parametric, two‐stage models of production," Econometrics Journal, Royal Economic Society, vol. 21(2), pages 170-191, June.
    3. Daraio, Cinzia & Simar, Leopold & Wilson, Paul, 2018. "Central limit theorems for conditional efficiency measures and tests of the ‘separability’ condition in non-parametric, two-stage models of production," LIDAM Reprints ISBA 2018023, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    4. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    5. Cook, Wade D. & Seiford, Larry M., 2009. "Data envelopment analysis (DEA) - Thirty years on," European Journal of Operational Research, Elsevier, vol. 192(1), pages 1-17, January.
    6. Charnes, A. & Cooper, W. W. & Golany, B. & Seiford, L. & Stutz, J., 1985. "Foundations of data envelopment analysis for Pareto-Koopmans efficient empirical production functions," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 91-107.
    7. Gonzalo Olmedo & Román Lara-Cueva & Diego Martínez & Celso de Almeida, 2020. "Performance Analysis of a Novel TCP Protocol Algorithm Adapted to Wireless Networks," Future Internet, MDPI, vol. 12(6), pages 1-17, June.
    8. Samer Jaloudi, 2019. "Communication Protocols of an Industrial Internet of Things Environment: A Comparative Study," Future Internet, MDPI, vol. 11(3), pages 1-18, March.
    9. Nalavala Ramanjaneya Reddy & Pakanati Chenna Reddy & Mokkala Padmavathamma, 2017. "Efficient Traffic Engineering Strategies for Improving the Performance of TCP Friendly Rate Control Protocol," Future Internet, MDPI, vol. 9(4), pages 1-12, November.
    10. Fare, Rolf & Knox Lovell, C. A., 1978. "Measuring the technical efficiency of production," Journal of Economic Theory, Elsevier, vol. 19(1), pages 150-162, October.
    11. Thyago C. C. Nepomuceno & Cinzia Daraio & Ana Paula C. S. Costa, 2021. "Multicriteria Ranking for the Efficient and Effective Assessment of Police Departments," Sustainability, MDPI, vol. 13(8), pages 1-15, April.
    12. Thyago Celso Cavalcante Nepomuceno & Ana Paula Cabral Seixas Costa & Cinzia Daraio, 2023. "Theoretical and empirical advances in the assessment of productive efficiency since the introduction of DEA: a bibliometric analysis," International Journal of Operational Research, Inderscience Enterprises Ltd, vol. 46(4), pages 505-549.
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