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Journal : Journal of Computer Science and Technology Application

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Strategic Business Forecasting and Market Trends Analysis Using Machine Learning Techniques Eryc; Nasib; Muh. Fahrurrozi; Ramzi Zainum Ikhsan; Parker, Jonathan
CORISINTA Vol 3 No 1 (2026): February
Publisher : Pandawan Sejahtera Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/p8sbs746

Abstract

This study, titled Strategic Business Forecasting and Market Trends Analysis Using Machine Learning Techniques, explores how artificial intelligence (AI) particularly machine learning (ML) can enhance the accuracy and strategic impact of business forecasting in dynamic markets. Traditional statistical forecasting methods often fail to accommodate complex, nonlinear, and high-dimensional data. To address this gap, the research develops and validates a machine learning–based forecasting model designed to integrate predictive analytics into strategic decision-making. The study adopts a quantitative approach and employs Structural Equation Modeling (SEM) using SmartPLS 3 to examine the interrelationships among four latent variables: Market Trends (MT), Forecasting Accuracy (FA), Strategic Planning Efficiency (SPE), and Business Performance (BP). Each construct is measured using three indicators, forming a structural model that tests six hypothesized relationships. The results indicate that understanding market trends significantly improves forecasting accuracy and strategic planning efficiency, which in turn positively influences business performance. Furthermore, forecasting accuracy directly enhances both planning efficiency and overall performance, emphasizing the strategic value of data-driven insights. The findings validate the reliability and predictive power of the proposed model, offering a robust framework for organizations aiming to leverage machine learning in strategic forecasting. By bridging the gap between algorithmic prediction and managerial application, this study contributes to the growing field of AI-driven business analytics and supports the development of more agile, informed, and resilient business strategies in a data-centric economy.
Co-Authors , Elfitra Desy Surya Abdiyanto Abdiyanto Ade Novalina Adi Harianto Agus Nuryatin Agus Susanto Agus Susanto Ahmad Fadli Ahmad Fadli Ahmad Fadli Ahmad Rivai Albert Albert Albert Albert Ali Syah Putra Alimin, Erina Amalia, Fiqrida Amanda, Sharina Amin Hou Ananda, Fajar Rezeki Andrian Andrian Angeline Angeline Anggun R Sulistia Anisah Siregar Anita Anita Astika, Enda Ayu Wirda Ningsih azzahra, an suci Bagus Hendra Wijaya Bangun, Jessica Bashira Bashira Beatrix Patricia Lee Beby Nofriza Bhaktiar Efendi Bhastary, Manda Dwipayahi Bunga Aditi Chandraj Chaniago, Sabaruddin Chatarina Umbul Wahyuni Chorin Tandean Clarisse Dadang Munandar Darwan Tanady Debora Tambunan Deby Siska Oktavia Pasaribu Devia Febrina Dewi Mahrani Rangkuty Dewi Rafiah Pakpahan Dian Nuzulia Armariena, Dian Nuzulia Dilla Fadila Rusmawadi Djakasaputra, Arifin Djohan, Deva Durahman Marpaung Dwi Septi Haryani Effendi, Ihsan Emma Novirsari Enjel Eryc Ester Hervina Sihombing Ester Hervina Sihombing ESTER HERVINA SIHOMBING, ESTER HERVINA Eugenio Eugenio Fachry Abda El Rahman Fakhrul Hirzi, M. Farah Jihan Nabila Fathoni, Mahammad Fauzia Mei Salsabillah Fransisca, Jhanita Ginting, Rika Adelina Br. Goh, Thomas Sumarsan Hamjah Arahman Hazmanan Kahir Helena Louise Panggabean Hendra Saputra Hendy Hendy Herlin Munthe Hernosa, Siswa Panjang Herti Kristiyani Silalahi Hervina Sihombing, Ester Hery Syahrial Husni, Calysta Thedrica Hutagaol, Arnold Ida Ayu Putu Sri Widnyani Ika Puspa Satrianny Ika Puspa Satrianny Indah Sari Indra Budiman Jamaluddin Jamaluddin Jansen Layoji Jasruddin Daud Malago Juliansyah, Roni Junaidi Junaidi Junaidi Junaidi Kosasih, Hengky Kuandi Chandra Lia Nazliana Nasution Limbong, Ryandi Lubis , Adelina LUBIS, ADELINA Lubis, Fajar Rezeki Ananda Mahyudin Manda Dwipayahi Bhastary Manda Dwipayani Bhastary Marshella, Marshella Martin Martin Martin Martin Martin Mega Sanjaya Mexenro Gerael Hutagaol Mhd Ismail Magfur Mhd Restu Razaq Razaq Muh. Fahrurrozi Muhammad Arsyad Muhammad Fathoni Muhammad Fathoni, Muhammad Muhammad Fauzan Azhmy Muhammad Salim Muda Simanjuntak Nainggolan, Susan G.V. Nas Haryati Setyaningsih Naufal, M Dzaky Rafi Nidya Banuari Nikous Soter Sihombing Nirmalasari Nirmalasari Novirsari, Emma Nur Ikhsan Umam nur subiantoro Panjaitan, Torang Daud Parker, Jonathan Prianda Pebri Raden Mohamad Herdian Bhakti Rafida Khairani Ramzi Zainum Ikhsan Ratih Amelia Ratih Amelia Ratih Amelia, Ratih Ray Muza Adam Knelissen Restu Razaq, Mhd. Rezeki, Indra Rifda Daulay, Zulia Rivai, Ahmad Rivai, Ahmad Rivandy Anggesti Robin Roni Juliansyah Roseline Roseline Rulliyani, Rulliyani Ruth Meivera Siburian Sai Vinodhini Salman Faris Salman Faris SALMAN FARIS Saputra, Jumadil Sari, Devi Purnama Satria Tirtayasa Sharina Osman Simbolon, Angelina Sitepu, Heber Arihta Siti Alhamra Salqaura Siti Sabrina Salqaura Srie Hartati Steven Gea Subur, Angelika Surya Surya Syaifuddin Syaifuddin Syaifuddin Syaifuddin Syaifullah Syaifullah Tantriana, Sherly Teguh Supriyanto Teja Rinanda Thamrin Thamrin Thamrin Tiffany Tanady Tony Honkley Tony Honkley Tyus Windi Ayuni Valerie, Valerie Vina Winda Sari Wan Suryani Widy Hastuty HS Wijaya, Elyzabeth Wijaya, Kelvin Halim Wiliam, Wiliam Wily Julitawaty Wily Julitawaty, Wily Winda Sari, Vina Yusniar Lubis Zahra, Aminatu Zakia Fadila Zi Xuan, Alvin Teo Zulia Rifda Daulay Zulia Rifda Daulay Zulia Rifda Daulay