Analysis of Sales Prediction Using Linear Regression as a Data Analytics Learning Media for Students

Authors

  • Agus Susilo Nugroho UIN K.H. Abdurrahman Wahid Pekalongan Author
  • Tyasmiarni Citrawati Trunojoyo University image/svg+xml Author
  • Agung Setyawan Trunojoyo University image/svg+xml Author

DOI:

https://doi.org/10.56480/jln.v6i1.34

Keywords:

Linear Regression, Data Analytics, Sales Prediction, Learning, Real Dataset

Abstract

This research aims to analyze the application of the linear regression method in sales prediction and evaluate its use as a data analytics learning media for students. The method used is a quantitative descriptive approach with two main stages: sales data analysis using linear regression and collecting student perception data through Likert scale-based questionnaires. The dataset used consists of simple sales data that is easy for students to process and understand. The analysis results show that the linear regression method can be used to predict sales effectively and provides a clear overview of the relationships between variables. Furthermore, the questionnaire results indicate that students responded positively to the use of real datasets in learning, particularly in improving material comprehension, engagement in the learning process, and ease of data analysis. Thus, the use of linear regression with real datasets can serve as an effective alternative learning media to enhance student data literacy. This research is expected to be a reference for developing data-based learning methods in the field of data analytics.

 

References

Aryani, Y. (2020). Sistem Informasi Penjualan Barang dengan Metode Regresi LInear Berganda dalam Prediksi Pendapatan Perusahaan. Jurnal Riset Sistem Informasi dan Teknologi Informasi (JURSISTEKNI), 2(2), 39-51. https://doi.org/10.52005/jursistekni.v2i2.47

Hartianto, D., & Erikson, H. (2022). Optimasi Prediksi Kelulusan Mahasiswa dengan Menggunakan C5.0 dan Regresi Linear. Jurnal Sistem Informasi, Teknik Informatika dan Teknologi Pendidikan, 2(1), 22-32. https://doi.org/10.55338/justikpen.v2i1.36

Muthahharah, I., & Fatwa, I. (2022). Analisis Regresi Linear Berganda untuk Media Pembelajaran Daring Terhadap Prestasi Belajar Mahasiswa di STKIP Pembangunan. Jurnal Matematika dan Statistika serta Aplikasinya, 10(1), 53-60. https://doi.org/10.24252/msa.v10i1.25145

Qoiriah, A., & Yamasari, Y. (2021). Prediksi Nilai Akhir Mahasiswa dengan Metode Regresi. Journal of Information Engineering and Educational Technology (JIEET), 5(1), 40-43. https://doi.org/10.26740/jieet.v5n1.p40-43

Rahmadani, A., & Tanti, L. (2025). Estimasi Penjualan Sembako Menggunakan Teknik Data Mining Regresi Linear Berganda. Jurnal Sistem Informasi dan Komunikasi (JSON), 7(2), 645-656. https://doi.org/10.30865/json.v7i2.9171

Retnowati, S. (2026). Model Regresi untuk Prediksi Nilai Akhir Mahasiswa pada Mata Kuliah Introduction to Computer and ICT. Stardia Journal, 2(1), 13-24.

Sa’adah, N. (2024). Penerapan Metode Regresi Linear pada Data Pembelajaran Online, 1(4), 559-569. https://doi.org/10.61722/jmia.v1i4.2297

Sholeh, M., Nurnawati, E. , & Lestari, U. (2023). Penerapan Data Mining dengan Metode Regresi Linear untuk Memprediksi Data Nilai Hasil Ujian Menggunakan RapidMiner. JISKA (Jurnal Informatika Sunan Kalijaga), 8(1), 10-21. https://doi.org/10.14421/jiska.2023.8.1.10-21

Sipahutar, A., Munthe, I., & Juledi, A. (2024). Sales Trend Analysis with Machine Learning Linear Regression Algorithm Method. Jurnal dan Penelitian Teknik Informatika, 8(3), 1724-1728. https://doi.org/10.33395/sinkron.v8i3.13809

Yordan, A., Putri, T. N., & Lamkaruna, D. H. (2019). Peramalan Penerimaan Mahasiswa Baru Universitas Samudra Menggunakan Metode Regresi Linear Sederhana. Jurnal Teknik Informatika (J-Tifa), 2(1), 21–27. https://doi.org/10.52046/j-tifa.v2i1.237

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Published

2026-02-01

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Articles

How to Cite

Analysis of Sales Prediction Using Linear Regression as a Data Analytics Learning Media for Students. (2026). Literasi Nusantara, 6(1), 87-97. https://doi.org/10.56480/jln.v6i1.34

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