From conservatism to innovation: The sequential and iterative process of smart livestock technology adoption in Japanese small-farm systems
研究日本小规模家庭农场采纳智能畜牧技术的复杂过程，发现技术采纳是受农民价值观、政策、社会关系等影响的序列迭代过程，为政策制定者和推广机构提供定制化支持建议。
As global demand for animal products is projected to increase significantly by 2050, driven by population growth and increased incomes, smart livestock technologies are essential for improving efficiency, animal welfare, and environmental sustainability. Conducted within the unique agricultural context of Japan, characterized by small-scale, family-run farms and strong government protection policies, our study builds upon traditional theoretical frameworks that often oversimplify farmers' decision-making processes. By employing a scoping review, expert interviews, and a Modified Grounded Theory Approach, our research uncovers the intricate interplay between individual farmer values, farm management policies, social relations, agricultural policies, and livestock industry trends. We particularly highlight the unique dynamics within family-owned businesses, noting the tension between an “advanced management mindset” and “conservatism.” Our study reveals that technology adoption is a sequential and iterative process, influenced by technology availability, farmers' digital literacy, technology implementation support, and observable technology impacts on animal health and productivity. These insights highlight the need for tailored support mechanisms and policies to enhance technology uptake, thereby promoting sustainable and efficient livestock production system. • Unveils complex factors influencing the adoption of smart livestock technologies • Highlights the unique dynamics in family-owned businesses • Demonstrates the sequential and iterative nature of technology adoption • Presents a pioneering methodology combining review, expert interviews, and Modified Grounded Theory Approach (M-GTA)