Bridging the Adoption Gap in Primary Sectors: A Systemic Technology Adoption Model

Innovation adoption in primary sectors—agriculture, horticulture, forestry, and aquaculture—is essential for addressing pressing global challenges, including climate change, resource degradation, and food security. However, a persistent gap exists between innovation potential and actual implementation, with many promising technologies failing to achieve widespread adoption despite substantial research investments. This paper presents the Systemic Technology Adoption Model (STAM), a conceptual model that addresses critical gaps in adoption theory by integrating four quadrants: technologies, users, finance, and institutions. STAM explicitly recognizes adoption as a systemic process requiring alignment across multiple dimensions. The model’s distinctive contribution lies in its emphasis on inter-quadrant relationships, revealing how variables across different domains interact, compound, and cascade to create either enabling conditions or barriers. Through a test case, we illustrate how the model can enable practitioners to proactively identify potential adoption barriers early in the innovation development process, revealing when barriers in multiple quadrants compound to create obstacles, when cascade effects amplify constraints across the system, and where strategic interventions can address multiple barriers simultaneously. We discuss theoretical contributions and practical implications for practitioners and policy designers, highlighting how STAM could provide stakeholders with a tool for designing more effective adoption strategies.

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Publication Details

Journal
Agronomy
Published
2025-12-08
DOI
https://doi.org/10.3390/agronomy15122820
Citations
1
Primary Topic
Technology Adoption and User Behaviour
Type
article
Field-Weighted Citation Impact
4.17
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article

Bridging the Adoption Gap in Primary Sectors: A Systemic Technology Adoption Model

Karen Bayne, Oscar Montes de Oca Munguia
1 citations
Agronomy
Technology Adoption and User Behaviour
4.17
article

Bridging the Adoption Gap in Primary Sectors: A Systemic Technology Adoption Model

Karen Bayne, Oscar Montes de Oca Munguia
article en
1 citations

Abstract

Innovation adoption in primary sectors—agriculture, horticulture, forestry, and aquaculture—is essential for addressing pressing global challenges, including climate change, resource degradation, and food security. However, a persistent gap exists between innovation potential and actual implementation, with many promising technologies failing to achieve widespread adoption despite substantial research investments. This paper presents the Systemic Technology Adoption Model (STAM), a conceptual model that addresses critical gaps in adoption theory by integrating four quadrants: technologies, users, finance, and institutions. STAM explicitly recognizes adoption as a systemic process requiring alignment across multiple dimensions. The model’s distinctive contribution lies in its emphasis on inter-quadrant relationships, revealing how variables across different domains interact, compound, and cascade to create either enabling conditions or barriers. Through a test case, we illustrate how the model can enable practitioners to proactively identify potential adoption barriers early in the innovation development process, revealing when barriers in multiple quadrants compound to create obstacles, when cascade effects amplify constraints across the system, and where strategic interventions can address multiple barriers simultaneously. We discuss theoretical contributions and practical implications for practitioners and policy designers, highlighting how STAM could provide stakeholders with a tool for designing more effective adoption strategies.

AgronomyVol. 15(12)
University of Canterbury (NZ), Rotorua Hospital (NZ)
Openalex Percentile: Top 4%
Technology Adoption and User Behaviour
4.17
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Bridging the Adoption Gap in Primary Sectors: A Systemic Technology Adoption Model — Karen Bayne, Oscar Montes de Oca Munguia · Agronomy (2025) | TGRS Research Map | TGRS