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Farisi, Ahmad
Universitas Multi Data Palembang
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Journal : journal of embedded systems security and intelligent systems

 1 
Sensitivity Analysis of Weight Normalization Schemes in McCall-Based Software Quality Measurement Ahmad Farisi; Dafid
Journal of Embedded Systems, Security and Intelligent Systems Vol 7 No 3 (2026): September 2026
Publisher : Program Studi Teknik Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59562/jessi.v7i3.11711

Abstract

Purpose – This study examines the sensitivity of McCall-based software quality measurement to alternative weight normalization intervals and rounding configurations. It specifically evaluates whether different weighting schemes produce consistent Total Quality scores and quality classifications when the evaluated system, criteria values, and aggregation procedures remain unchanged. Design/methods/approach – A quantitative experimental design was applied to the Product Operation dimension of the McCall model using Simponi, a web-based learning management system at Universitas Multi Data Palembang, as the case study. Criteria values were obtained from 166 student respondents, while indicator importance ratings were provided by two software engineering experts. Three normalization intervals, namely 0.1–0.5, 0.1–0.4, and 0.4–0.8, were evaluated using floor and ceiling rounding configurations. The resulting scores were calculated through hierarchical weighted additive aggregation. Findings – Weight normalization substantially influenced the resulting software quality assessment. The moderate and expanded weighting schemes produced comparable Total Quality outcomes and consistently classified the evaluated system at the highest quality level, whereas the compressed weighting scheme generated a lower overall assessment and shifted the system into a lower quality category. In contrast, differences between floor and ceiling rounding configurations were negligible and did not alter the resulting quality classification. Research implications/limitations – Weight normalization should be explicitly documented and standardized to improve comparability across McCall-based evaluations. The findings are limited to the Product Operation dimension, three predefined intervals, and one academic web application. Originality/value – This study provides empirical sensitivity evidence showing that weight interval selection is a substantive methodological decision that can alter software quality interpretations, whereas rounding configurations have negligible practical effects.
Co-Authors Adhitya Hasan Adit Jansa Agnes Monica Agustin, Angelin Ahmad Dumyati, Ahmad Andika, Irfan Andre Andre Angelina Angelina Anggoro Aryo Pramuditho Ariza, Agung Riski Ayu, Tri Buana Baibul Tujni Bella Maitasari Calista Silvia Jaya Chandra, Steven Chearly Cantika Putri Chriestina Chriestina Christiana Wijaya Christiana Wijaya Cindy Patricia Kadir Dafid Dafid Darriel Dapples Defriel Lazuardi Mahendra Derry Alamsyah Devella, Siska Dharmananda Dharmananda Dien Novita Dillon, Erloy Dunita Salsabila Assyifa Ericha Goemay Putery Fernandes, Billy Fery Setiawan Filbert Hardy Yahya Fitri Aulianisa Fransiska Prihatini Sihotang Graciela, Michelle Gunawan, Jenifer Hafiz Irsyad Handika Castello Suwandy Ciputra Hartanto, Chintya Lyra Hasan, Adhitya Hendi Saputra Hendri Wijaya, Hendri Holima Sindi, Debby Idham Cholid Jennifer Jennifer Jessica Febriyanti Jonathan Christian Juliana Nasution Julianti, Revicha Sri Aren Kennan Hamilton Kusuma, Jordi Willyam Adi Lionnell Julycell Huang Luvianto Luvianto M Alvin M Bima Putra Sansaya Marcellinno Kusuma Putra Mardi Wicaksana Mardiani Mardiani Marzaq, Anas Al Meiriyama, Meiriyama Michael Michael Michella Valery Michelle Patricia Wijaya Monalisa Effendy Muhammad Ali Hanafiah Muhammad Ezar Al Rivan Muhammad Nouval Ramadhani Muhammad Rachmadi Muhammad Rizky Pribadi Mulyati Mulyati Nevile, Steven Nicholas Robert Renaldi Lau Nico Ramadhan Wijaya Nora hafildah Nur Rachmat Nyimas Sopiah Octaria, Orissa Octarian Rudy Husin Pratama, Fanes Rais, Falatehan Ratih Lestari RENDY PRATAMA Revicha Sri Aren Julianti Richi, Michael Riyandi, Krisna Rizani Teguh Satya, Richard Stefanie Stefanie, Stefanie Steven Lim, Steven Steven, Wendy Sudiadi Sudiadi Syamsiar, Syamsiar Ugrasena, Anak Agung Ursia, Axel Theo Winata Vicinsky Owen Tanner Vincenzel, Davin Vionetha Lavega Vivian Vivian Wijang Widhiarso Wijaya, Christian Ervina Wilbert Anderson Yandhika, Charles Yoga Wahyu Pratama Yohannes, Yohannes Yosia Imanuel Yosia Imanuel