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All Journal JURNAL MANAJEMEN INFORMATIKA (JUMIKA) Journal of Mathematics, Computation and Statistics (JMATHCOS)
Awit Marwati Sakinah
STMIK DCI
Computer Science & IT Mathematics

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Latent Segmentation of Technology Adoption Behaviour Using FIMIX-PLS Awit Marwati Sakinah; Lina Listiani
Journal of Mathematics, Computations and Statistics Vol. 9 No. 1 (2026): Volume 09 Issue 01 (March 2026)
Publisher : Jurusan Matematika FMIPA UNM

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35580/t5c36z45

Abstract

Digital transformation in Micro, Small, and Medium Enterprises (MSMEs) requires analytical approaches capable of capturing heterogeneous technology adoption behaviour, as homogeneous models often overlook hidden structural differences. This study investigates latent heterogeneity in MSME digital adoption using the Finite Mixture Partial Least Squares (FIMIX-PLS) approach within the Technology Acceptance Model framework based on survey data from 210 MSMEs in West Java, Indonesia. The optimal segmentation solution was determined through a combination of statistical criteria, including AIC, BIC, CAIC, and entropy values, together with practical considerations of segment size proportions to ensure parameter estimation stability and maintain generalisability given the moderate sample size. The results identify three statistically distinct latent segments with entropy values above 0.7, indicating reliable class separation. The three-segment solution produces a more balanced distribution than four-segment and five-segment. The results indicate substantial behavioral heterogeneity across user segments. Segments 1 and 2 exhibit strong positive relationships across all structural paths, with Perceived Ease of Use emerging as the dominant factor shaping attitude, which subsequently drives behavioral intention and actual use, showing stronger effects than the global model. In contrast, Segment 3 demonstrates an opposing pattern with mostly negative coefficients, suggesting low technology acceptance and potential resistance toward the system. These findings confirm that technology adoption mechanisms are not homogeneous and vary significantly across user groups
APLIKASI PENCATATAN KEUANGAN DAN MANAJEMEN STOK UNTUK MENINGKATKAN EFISIENSI USAHA MIKRO KECIL MENENGAH (UMKM)DI BIDANG MAKANAN OLAHAN windi yanti; awit marwati sakinah; lina listiani
JUMIKA (Jurnal Manajemen Informatika) Vol 13, No 1 (2026): JUMIKA
Publisher : LPPM STMIK DCI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51530/jumika.v13i1.1237

Abstract

Usaha Mikro, Kecil, dan Menengah (UMKM) di bidang makanan olahan memiliki peran penting dalam perekonomian Indonesia. Namun, banyak UMKM yang masih menjalankan pencatatan keuangan dan pengelolaan stok secara manual, yang rentan terhadap kesalahan, keterlambatan informasi, dan inefisiensi operasional. Penelitian ini bertujuan untuk merancang dan membangun aplikasi berbasis digital yang dapat membantu pelaku UMKM dalam mencatat transaksi keuangan serta mengelola persediaan barang secara lebih efektif dan efisien. Metode yang digunakan dalam pengembangan sistem ini adalah metode pengembangan perangkat lunak waterfall, yang terdiri dari tahapan analisis, perancangan, implementasi, dan pengujian. Hasil dari penelitian ini adalah sebuah aplikasi yang memudahkan pelaku UMKM dalam melakukan pencatatan keuangan harian, pemantauan arus kas, serta manajemen stok bahan baku dan produk jadi secara real-time. Dengan adanya aplikasi ini, diharapkan efisiensi dan akurasi dalam operasional UMKM dapat meningkat, sehingga mendukung pertumbuhan dan keberlanjutan usaha.Kata Kunci: UMKM, pencatatan keuangan, manajemen stok, aplikasi digital, makanan olahan.
Co-Authors Lina Listiani windi yanti