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A meta-analysis of the impact of TOE adoption on smart agriculture SMEs performance

Author

Listed:
  • Adrian Nagy
  • Johan Tumiwa
  • Fitty Arie
  • Erdey László
  • Anas Ratib Alsoud
  • Main Al-Dalahmeh

Abstract

Background: Agricultural SMEs face distinct challenges due to factors such as weather, climate change, and commodity price changes. Technology has become essential in helping SMEs overcome these challenges and grow their businesses. The relationship between technology and SMEs in the agriculture sector covers various aspects, such as using hardware and software, digital applications, sensors, and e-commerce strategies to be examined in further depth through literature study. Problem statement: The implementation of the TOE (technology, organization, and environment) framework in smart agriculture faces several challenges. To overcome these challenges, an integrated approach is needed that involves technological capacity building, organizational management changes, and adequate policy and infrastructure support to help SMEs in the agricultural sector develop their businesses. Objectives: This research aims to demonstrate and identify how TOE plays an important role in the performance of SMEs, particularly with regard to agriculture in order to improve agricultural productivity, efficiency, and sustainability while enabling access to broader markets in several countries. This study employs a meta-analysis method using a quantitative approach taken by each publication, which typically used SEM. Methods: PRISMA technique was used to examine evidence from clinical trials, and clinical significance was determined using the GRADE approach. Statistical analysis was performed using the Fisher test to combine the results of several studies and Cohen’s approach to interpreting effect sizes. Findings: The results of this study are in line with the findings of 27 previous studies which showed a direct positive relationship between TOE construction and the performance of agricultural SMEs, with variables including technological factors, organizational factors, environmental factors, and SME performance. The synergy between technology adoption by agricultural SMEs and Industry 4.0 can increase connectivity and automation in the agricultural sector. However, it is important to remember that adopting TOE to realize the smart agriculture concept has its own challenges and risks, such as resource management (technology), good organizational management (organization), and internal and external organizational environments (environments), including intense competition Research implication: TOE adoption improves access to information about competitors and customers, providing practitioners and decision-makers with a clearer understanding. It enables focus on factors with a significant impact on TOE adoption, so that they are more independent in developing effective business concepts that are adaptive to the era of agricultural technology 4.0.

Suggested Citation

  • Adrian Nagy & Johan Tumiwa & Fitty Arie & Erdey László & Anas Ratib Alsoud & Main Al-Dalahmeh, 2025. "A meta-analysis of the impact of TOE adoption on smart agriculture SMEs performance," PLOS ONE, Public Library of Science, vol. 20(2), pages 1-23, February.
  • Handle: RePEc:plo:pone00:0310105
    DOI: 10.1371/journal.pone.0310105
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    References listed on IDEAS

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    1. Ana-Marija Stjepić & Mirjana Pejić Bach & Vesna Bosilj Vukšić, 2021. "Exploring Risks in the Adoption of Business Intelligence in SMEs Using the TOE Framework," JRFM, MDPI, vol. 14(2), pages 1-18, February.
    2. Anish Paul Antony & Kendra Leith & Craig Jolley & Jennifer Lu & Daniel J. Sweeney, 2020. "A Review of Practice and Implementation of the Internet of Things (IoT) for Smallholder Agriculture," Sustainability, MDPI, vol. 12(9), pages 1-19, May.
    3. Andreas Kuckertz & Joern Block, 2021. "Reviewing systematic literature reviews: ten key questions and criteria for reviewers," Management Review Quarterly, Springer, vol. 71(3), pages 519-524, July.
    4. Salinee Santiteerakul & Apichat Sopadang & Korrakot Yaibuathet Tippayawong & Krisana Tamvimol, 2020. "The Role of Smart Technology in Sustainable Agriculture: A Case Study of Wangree Plant Factory," Sustainability, MDPI, vol. 12(11), pages 1-13, June.
    5. Mislina Atan & Rosli Mahmood, 2023. "The Role of Technology in Predicting Business Analytics Adoption in SMEs," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 22(01), pages 1-19, February.
    6. Abdalwali Lutfi & Saleh Nafeth Alkelani & Malak Akif Al-Khasawneh & Ahmad Farhan Alshira’h & Malek Hamed Alshirah & Mohammed Amin Almaiah & Mahmaod Alrawad & Adi Alsyouf & Mohamed Saad & Nahla Ibrahim, 2022. "Influence of Digital Accounting System Usage on SMEs Performance: The Moderating Effect of COVID-19," Sustainability, MDPI, vol. 14(22), pages 1-23, November.
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