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Adoption of smart farming technologies in field operations: A systematic review and future research agenda

TECHNOLOGY IN SOCIETY (2023)

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Innovation context and technology traits explain heterogeneity across studies of agricultural technology adoption: A meta-analysis

Dario Schulz et al.

Summary: This study synthesizes the findings from 304 quantitative farm-level adoption studies across more than 60 countries and various agricultural innovations. The results indicate that the importance of land, capital, and knowhow in technology adoption is influenced by the abundance of corresponding factors in the contexts.

JOURNAL OF AGRICULTURAL ECONOMICS (2023)

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Editorial Material Information Science & Library Science

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Christian Maier et al.

Summary: This editorial reviews cross-sectional studies, discusses their strengths and limitations, and provides recommendations for the appropriate use of such data. The authors raise concerns about establishing causal relationships without temporal order in cross-sectional methods. They emphasize the importance of reporting research in detail, ensuring appropriate sampling, taking configurational perspectives, and integrating cross-sectional data into mixed-method designs.

INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT (2023)

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Article Geography

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Lee-Ann Sutherland et al.

Summary: The establishment of effective national agricultural knowledge and innovation systems (AKIS) in Europe is seen as crucial for economic growth. However, the AKIS concept has weaknesses in terms of its narrow focus on national levels and lack of connection with academic thinking on innovation processes. This paper argues for the inclusion of non-human actants and the use of assemblage theory to enhance the AKIS approach and better understand the co-construction of farm knowledge and associated transition processes. Empirical case studies of self-assembled farmer knowledge networks and their impact on innovations in different European countries are provided to support these arguments.

JOURNAL OF RURAL STUDIES (2023)

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Article Agricultural Economics & Policy

Modelling the adoption of agro-advisory mobile applications: a theoretical extension and analysis using result demonstrability, trust, self-efficacy and mobile usage proficiency

Vishal Soodan et al.

Summary: This study investigates the determinants of intention towards the use of agro-advisory mobile applications. The results show that result demonstrability and trust positively impact farmers' perceptions of usefulness. Additionally, self-efficacy and mobile usage proficiency positively affect their perceptions of ease of use. Farmer's attitude towards the mobile applications fully mediates the relationship between perceived usefulness and perceived ease of use on intention to use them.

JOURNAL OF AGRIBUSINESS IN DEVELOPING AND EMERGING ECONOMIES (2023)

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Review Agronomy

Determinants of precision agriculture technology adoption in developing countries: a review

Long Le Hoang Nguyen et al.

Summary: This study investigates the factors influencing the adoption of precision agriculture (PA) technology in developing countries. The findings show that factors at both the individual and farm levels play a role in adoption. Factors at the individual level include the technology's advantages, observability, trialability, farmer experience, innovativeness, risk tolerance, education, and knowledge. Factors at the farm level include farm size, resource availability, perceived need, technology compatibility, social influence, competitive pressure, and government support.

JOURNAL OF CROP IMPROVEMENT (2023)

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Article Agriculture, Multidisciplinary

Farmers' perception of the barriers that hinder the implementation of agriculture 4.0

Franco da Silveira et al.

Summary: This article validates the barriers hindering the development of Agriculture 4.0 in the agricultural production chain of Southern Brazil. The most common and important barriers identified by farmers include lack of infrastructure, lack of accessible solutions for farmers, the need to promote R&D and innovative business models, age group risk, and inadequate efficacy of rural environment data. This information can contribute to overcoming these barriers and facilitating the expansion of Agriculture 4.0 in Brazil.

AGRICULTURAL SYSTEMS (2023)

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Article Agricultural Economics & Policy

Smartphone use and willingness to adopt digital pest and disease management: Evidence from litchi growers in rural China

Yi Cai et al.

Summary: This study examines the factors influencing small litchi growers' willingness to adopt digital pest and disease management (DPDM) with a focus on smartphone use. The results show that smartphone use has a positive impact on the willingness to adopt DPDM. Other factors such as age, education, health, wealth, cooperative membership, and credit access are also related to the willingness to adopt DPDM among farmers. Furthermore, the determinants of DPDM adoption differ between smartphone users and nonusers. The study concludes by suggesting a digital inclusion agenda to promote smartphone adoption and use in rural areas for agricultural purposes.

AGRIBUSINESS (2023)

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An empirical analysis on adoption of precision agricultural techniques among farmers of Punjab for efficient land administration

Abhishek Khanna et al.

Summary: Agriculture plays a vital role in building the nation's economy, but farmers in Punjab, India, are generally not adopting advanced agricultural techniques and practices, mainly due to lack of awareness, financial limitations, and other factors. To understand farmers' attitudes and perceptions towards precision agriculture, the authors conducted a structured questionnaire survey with 342 farmers. The analysis revealed a positive inclination among farmers towards the usage and adaptation of new farming concepts, but some constraints still need to be addressed.

LAND USE POLICY (2023)

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Article Business

Analysis of IoT adoption for vegetable crop cultivation: Multiple case studies

Gabriela Scur et al.

Summary: This study fills a literature gap on the relationship between agricultural modernization and the internet of things (IoT), focusing on the adoption of IoT in vegetable crop cultivation. The study constructs a theoretical framework incorporating individual and organizational technology adoption models, and identifies the factors influencing IoT adoption. In-depth interviews with producers, experts, and suppliers were conducted, showing that only established producers implemented technology, highlighting the decisive role of organizational factors in IoT adoption.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2023)

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Article Operations Research & Management Science

Frameworks for developing impactful systematic literature reviews and theory building: What, Why and How?

Justin Paul et al.

Summary: With the increasing momentum of knowledge generation, systematic reviews are crucial in summarizing existing literature and building theories. This article discusses the advantages of using a more impactful type of systematic review, the framework-based review. It also provides a list and summary of popular frameworks and methodological guidelines for conducting such a review.

JOURNAL OF DECISION SYSTEMS (2023)

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Article Management

Future perspectives on progressive farming with adoption of virtual reality technology for sustainable quality in agriculture

Sneha Kumari et al.

Summary: The paper evaluates how progressive stakeholders perceive the adoption of virtual technology in driving sustainable quality in emerging economies. The study focuses on the future perspective of VR technology adoption in agriculture production and provides insights for building up VR technology in emerging economies. The research highlights the managerial and policy implications of VR technology adoption for sustainable quality in agriculture production.

TQM JOURNAL (2022)

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Article Agricultural Economics & Policy

Farmer preferences for adopting precision farming technologies: a case study from Italy

J. Blasch et al.

Summary: The study reveals that knowledge of fellow farmers who adopted precision farming technologies positively influences farmers' valuation of these features, highlighting the importance of social networks.

EUROPEAN REVIEW OF AGRICULTURAL ECONOMICS (2022)

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Article Green & Sustainable Science & Technology

How to identify and adopt cleaner strategies to improve the continuous acidification in orchard soils?

Xiaohui Chen et al.

Summary: The study analyzed the soil acidification status in pomelo orchards, finding that the soil acidification rate increased annually and was influenced by factors such as chemical fertilization, fruit harvest, and pruning. Reducing nitrogen and phosphorus inputs, improving nutrient use efficiency, and adopting appropriate fertilization strategies can effectively mitigate soil acidification and increase economic benefits.

JOURNAL OF CLEANER PRODUCTION (2022)

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Article Agriculture, Multidisciplinary

German farmers' intention to use autonomous field robots: a PLS-analysis

Friedrich Ruebcke von Veltheim et al.

Summary: Autonomous field robots have the potential to solve agricultural problems in Germany as they are electrically driven and can control weeds and pests with lower ground pressure. The intention of farmers to adopt these robots is influenced positively by expected performance, social influence, and trust, but negatively by effort expectancy and anxiety. Age moderates the relationship between individual factors and the intention to use autonomous field robots.

PRECISION AGRICULTURE (2022)

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Article Soil Science

Long-term excessive phosphorus fertilization alters soil phosphorus fractions in the acidic soil of pomelo orchards

Xiaohui Chen et al.

Summary: This study found that long-term excessive phosphorus fertilization significantly increased the concentration of phosphorus in pomelo orchard soils and had differentiated impacts on phosphorus fractions. Excessive soluble phosphorus and aluminum phosphorus may enhance phosphorus bioavailability and increase environmental risks in acidic red soils.

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The role of peer effects on farmers' decision to adopt unmanned aerial vehicles: evidence from Missouri

Theodoros Skevas et al.

Summary: The paper examines the impact of peer effects on farmers' decisions to adopt UAVs, finding that adoption is influenced by farmers' characteristics, awareness, attitudes, as well as the adoption behavior of neighboring peers. Peer effects arise from UAV adoption of nearby farmers and spatial spillovers of characteristics, awareness, expectations, and concerns about privacy.

APPLIED ECONOMICS (2022)

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Article Geography

Adoption and perception of farm management information systems by future Swiss farm managers-An online study

Jeanine Ammann et al.

Summary: This study investigated the role of digital technologies in vocational training for future farm managers, with a focus on the adoption of farm management information systems (FMIS). The results showed that both teachers and students recognized the importance of digital technologies in agriculture and believed that they would become more significant in the future. However, a significant portion of students had not received training on digital technologies or heard about FMIS during their agricultural education. The study also found that factors such as gender, perceived ease of use, and intention to use more digital technologies in the future significantly predicted the adoption of FMIS.

JOURNAL OF RURAL STUDIES (2022)

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Article Social Issues

Agricultural information systems acceptance and continuance in rural communities: A consumption values perspective

Eric Afful-Dadzie et al.

Summary: This study uncovers the various user motivations that contribute to the acceptance and continuance of Agricultural Information Systems (AIS) among small-holder farmers in rural communities in developing economies. It identifies three types of AIS users based on their motivations: extrinsic, intrinsic, and hybrid motivated users. The findings highlight the importance of AIS usability, farmer group and family support, as well as the inspiration of joy, hope, and trust in achieving success in AIS acceptance and continuance.

TECHNOLOGY IN SOCIETY (2022)

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Article Social Issues

Smart farming technologies adoption: Which factors play a role in the digital transition?

Carlo Giua et al.

Summary: Smart Farming Technologies (SFT), as smart devices in the cyber-physical system, can enhance farm management by generating a large amount of data that can be used throughout the supply chain. However, the adoption of SFT has received limited attention compared to other digital agriculture technologies. This study investigates the adoption of SFT and finds that farmers' intention to use is mainly influenced by performance expectancy, complexity, and social influence, while organizational supporting conditions have minimal effect. The actual adoption decision is positively affected by formal integration along the supply chain and farm size for non-adopters, and by individual intention to use and specialization in the arable sector for adopters.

TECHNOLOGY IN SOCIETY (2022)

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Article Environmental Sciences

The adoption of laser land leveler technology and its impact on groundwater use by irrigated farmland in Punjab, Pakistan

Asjad Tariq Sheikh et al.

Summary: This study investigates the factors affecting the adoption of laser land levelers in Punjab Province, Pakistan, and their impact on groundwater usage. Findings suggest that strong legal land rights, access to information, and exposure to the technology are key factors accelerating the adoption speed, while distance to the rental market slows down the adoption process. The adoption of laser land levelers reduces groundwater use significantly.

LAND DEGRADATION & DEVELOPMENT (2022)

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Article Agriculture, Multidisciplinary

A meta-analysis of factors driving the adoption of precision agriculture

Yeong Sheng Tey et al.

Summary: This meta-analysis quantifies the effect of factors underlying the adoption of precision agriculture over 23 years. It found that perceived profitability, consultants, and use of a computer have moderate effects on adoption. Issues of sample size and heterogeneity in the reference studies may affect the reliability of the findings.

PRECISION AGRICULTURE (2022)

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Article Agriculture, Multidisciplinary

Precision agriculture technology adoption: a qualitative study of small-scale commercial family farms located in the North China Plain

Helen Kendall et al.

Summary: The potential of precision agriculture technologies among family farmers in China was revealed through an exploratory qualitative study. However, there is heterogeneity in their perceptions and willingness to adopt these technologies. To improve adoption rates, barriers need to be reduced through low-cost applications, improved information provision, financial support mechanisms, and reliable, regulated and affordable service provision.

PRECISION AGRICULTURE (2022)

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Article Agriculture, Multidisciplinary

The adoption of precision agriculture enabling technologies in Swiss outdoor vegetable production: a Delphi study

Jeanine Ammann et al.

Summary: Digital technologies have the potential to revolutionize agriculture and address global challenges such as climate change and water pollution. This study used the Delphi method to identify key drivers and barriers, promising technologies, and measures to support technology adoption in Swiss outdoor vegetable production. The findings provide realistic scenarios for future development and have implications for educators and policymakers in promoting sustainable agriculture.

PRECISION AGRICULTURE (2022)

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Article Agricultural Economics & Policy

Mobile Internet adoption and technology adoption extensity: evidence from litchi growers in southern China

Yi Cai et al.

Summary: The study finds that mobile internet adoption has a positive impact on the extensity of technology adoption, highlighting the importance of promoting the penetration of modern agricultural technology through the use of mobile internet technologies.

CHINA AGRICULTURAL ECONOMIC REVIEW (2022)

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Article Green & Sustainable Science & Technology

The Antecedents of Willingness to Adopt and Pay for the IoT in the Agricultural Industry: An Application of the UTAUT 2 Theory

Yan Shi et al.

Summary: This paper examines the factors influencing the willingness of Bangladeshi farmers to adopt and pay for the Internet of Things (IoT) in the agricultural sector. The study finds that several factors, such as effort expectancy, performance expectancy, facilitating condition, hedonic motivation, government support, price value, personal innovativeness, and trust, influence the adoption of IoT by Bangladeshi farmers. The study also reveals that trust and willingness to adopt affect the willingness to pay for the IoT. In addition, the study highlights the moderating role of willingness to adopt in the relationship between performance expectancy, price value, and willingness to pay for the IoT. This research has implications for marketers of IoT technology in rural areas, as it provides insights into the reasons for the adoption of IoT in agriculture and informs the design of appropriate marketing strategies.

SUSTAINABILITY (2022)

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Article Food Science & Technology

How have smallholder farmers used digital extension tools? Developer and user voices from Sub-Saharan Africa, South Asia and Southeast Asia

Sam Coggins et al.

Summary: Digital extension tools play a crucial role in agricultural knowledge sharing, but are often constrained by various limitations that hinder effective use by farmers. User-driven DETs are more popular, with users finding the term 'appropriation' more accurately describing their use. Furthermore, developers and users universally advocate for involving desired users in the provision of DETs.

GLOBAL FOOD SECURITY-AGRICULTURE POLICY ECONOMICS AND ENVIRONMENT (2022)

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Article Environmental Studies

What are the priority research questions for digital agriculture?

Julie Ingram et al.

Summary: This study aims to identify key existing and emerging issues in digital agriculture and prioritize research questions through a participatory methodology. The study identifies 27 priority research questions across 7 themes and emphasizes the importance of value dimensions and social and institutional arrangements in supporting digital agriculture.

LAND USE POLICY (2022)

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Article Business

Precision agriculture adoption and technical efficiency: An analysis of sugarcane farms in Brazil

Marcelo Jose Carrer et al.

Summary: This study evaluates the adoption of Precision Agriculture Technologies (PATs) and its impacts on technical efficiency and technology gap ratio in sugarcane farms in Sao Paulo, Brazil. The results show that factors such as farming size, farmer's schooling, and technical assistance positively influence the adoption of PATs. Farms that adopt PATs exhibit higher technical efficiency and technology gap ratio, indicating improved input utilization efficiency and potential for economic and environmental sustainability in sugarcane farming.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2022)

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Article Management

Advancing knowledge through literature reviews: 'what', 'why', and 'how to contribute'

Weng Marc Lim et al.

Summary: This article provides an overview and guidelines for writing literature reviews, discussing the definition, importance, and methods of conducting literature reviews. It also explores the application of literature reviews in service research and suggests innovative ways to curate them in the future.

SERVICE INDUSTRIES JOURNAL (2022)

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Article Development Studies

Determinants and benefits of using smartphone-based information for vegetable production and marketing: a case of Lao farmers

Phonedalom Bounkham et al.

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DEVELOPMENT IN PRACTICE (2022)

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Article Agriculture, Multidisciplinary

Precision farming: what do Italian farmers really think? An application of the Q methodology

Yari Vecchio et al.

AGRICULTURAL SYSTEMS (2022)

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Article Regional & Urban Planning

Adopting new technologies during the crisis: An empirical analysis of agricultural sector

Mariacarmela Passarelli et al.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2022)

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Article Business

The intentions of agricultural professionals towards diffusing wireless sensor networks: Application of technology acceptance model in Southwest Iran

Fatemeh Taheri et al.

Summary: This study analyzed the intention of agricultural professionals towards the diffusion of wireless sensor networks (WSNs) using an extended version of the Technology Acceptance Model (TAM). The results showed that factors such as knowledge, confidence, social influence, and facilitating conditions significantly affected professionals' intention. These findings provide valuable insights for developing WSN policies and practical plans.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2022)

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Review Business

Unraveling heterogeneity in farmer's adoption of mobile phone technologies: A systematic review

Nathaline Onek Aparo et al.

Summary: The adoption and usage of mobile phones in agriculture can improve efficiency by facilitating information and knowledge flow among value chain players. Factors such as education, age, gender, perceived ease of use, perceived usefulness, perceived cost, performance expectancy, attitude, skills, and knowledge influence farmers' adoption of MPT. Challenges in MPT adoption for farmers in developing countries include mobile phone cost, inadequate infrastructure, and language barrier. Standardized approaches and the use of established behavioral theories are necessary for future research on MPT adoption.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2022)

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Article Green & Sustainable Science & Technology

Does the Adoption of Mobile Internet Technology Promote Wheat Productivity? Evidence from Rural Farmers

Nawab Khan et al.

Summary: The adoption of Mobile Internet Technology (MIT) in agricultural systems has a significant positive impact on wheat productivity among wheat growers in Pakistan. Accelerating the adoption of MIT technology by wheat growers is essential for enhancing agriculture productivity and food security in Pakistan.

SUSTAINABILITY (2022)

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Article Operations Research & Management Science

Towards sustainable agriculture: key determinants of adopting artificial intelligence in agriculture

Amit Sood et al.

Summary: This paper identifies key determinants of AI adoption in agriculture through a systematic review of literature and proposes a framework based on well-known theories of Information Systems. The factors influencing adoption were classified into five categories. The findings emphasize the importance of facilitators and trust-building among farmers.

JOURNAL OF DECISION SYSTEMS (2022)

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Article Agricultural Economics & Policy

The long way to innovation adoption: insights from precision agriculture

Margherita Masi et al.

Summary: This article investigates the rate of introducing precision farming tools and the barriers and role of knowledge systems in adoption. The study finds that knowledge systems play a critical mediating role in promoting innovation uptake.

AGRICULTURAL AND FOOD ECONOMICS (2022)

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Article Chemistry, Analytical

Evaluating Brazilian Agriculturalists' IoT Smart Agriculture Adoption Barriers: Understanding Stakeholder Salience Prior to Launching an Innovation

Robert Strong et al.

Summary: This study aims to evaluate the characteristics of agriculturalists as adopters of IoT smart agriculture technologies, the traits fostering innovation adoption, the cycle of IoT smart agriculture adoption, and the attributes and barriers of information communication. The findings show that adopter characteristics of agriculturalists include being educated, having a higher consciousness of social status, having a larger understanding of technology use, and being more likely identified as opinion leaders in communities. The advantageous innovation traits for IoT adoption in smart agriculture include being simplistic, easily communicated, socially accepted, and having larger degrees of functionality. The diffusion elements predicting agriculturalists' adoption are the elevated levels of observability and compatibility of smart agriculture innovations, coupled with their low complexity. Barriers to adopting IoT innovations for agriculturalists include excessive complexity and minimal compatibility. Practitioners should promote IoT smart agriculture technologies to opinion leaders, reduce the complexity of the innovation, and provide more educational opportunities for technologies. The existing literature on IoT smart agriculture adoption with stakeholders and actors is limited, making this study unique.

SENSORS (2022)

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Article Agronomy

Precision Agriculture Implementation Factors and Adoption Potential: The Case Study of Polish Agriculture

Aksana Yarashynskaya et al.

Summary: This paper addresses the slow pace of Precision Agriculture (PA) introduction in developed, transitioning, and developing countries, focusing on PA adoption in Poland as a case study. By identifying PA adoption factors and ranking the adoption potential of Polish voivodships, this study contributes to the literature on transitioning economies.

AGRONOMY-BASEL (2022)

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Article Agronomy

The Impact of Social Capital on Farmers' Willingness to Adopt New Agricultural Technologies: Empirical Evidence from China

Mingyang Han et al.

Summary: This study used microdata from the China Labor Dynamics Survey to empirically test the impact of social capital on farmers' willingness to adopt agricultural technology. The results indicate that social trust has a significant positive impact on farmers' willingness to adopt new agricultural technologies, while social participation has no significant impact. Additionally, demographic changes were found to moderate the relationship between social capital and farmers' technology adoption behavior.

AGRICULTURE-BASEL (2022)

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Article Business

Adoption of digital financial transactions: A review of literature and future research agenda

K. Kajol et al.

Summary: This review synthesizes prior literature on digital financial transactions and identifies factors that influence their adoption. It focuses on empirical studies published between 2009 and 2020 and highlights the most significant factors motivating adoption as well as inhibitors to adoption. The study also outlines research gaps in this field and provides implications for policymakers and managers.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2022)

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Article Social Issues

The adoption and usage of precision agriculture technologies in North Dakota

Erik D. Hanson et al.

Summary: This paper examines the adoption of precision agriculture technologies by farm operators in North Dakota and finds that larger operations are more likely to adopt these technologies. Some technologies have complementary effects on the adoption of other technologies, especially variable rate technologies. Cropping patterns are related to technology adoption, with corn production positively associated with the adoption of multiple technologies while wheat production negatively associated with the adoption of variable rate technologies.

TECHNOLOGY IN SOCIETY (2022)

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Article Remote Sensing

Examining the Adoption of Drones and Categorisation of Precision Elements among Hungarian Precision Farmers Using a Trans-Theoretical Model

Attila Bai et al.

Summary: This article discusses the use of drones in Hungarian agriculture and considers their future penetration based on a survey of 200 large-scale farmers. The results show that factors such as farm size, age, main job, and education have an impact on the use of drones, with higher education in agriculture having the largest positive effect.

DRONES (2022)

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Article Agricultural Economics & Policy

The leading role of perception: the FACOPA model to comprehend innovation adoption

Yari Vecchio et al.

Summary: This study explores the relationship between the perception of complexity and the adoption of precision agricultural tools. It introduces a new theoretical model, the FACOPA model, to study the factors-perception of complexity-adoption process. The survey results show that socio-structural variables are related to the perception of complexity, and different factors influence the perception of complexity for different types of agricultural entrepreneurs.

AGRICULTURAL AND FOOD ECONOMICS (2022)

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Article Environmental Studies

The Importance of Social Norm on Adopting Sustainable Digital Fertilisation Methods

Silke Huettel et al.

Summary: The major predictor for farmers' adoption of precision farming systems is social norm, while behavioral and control aspects are surprisingly not relevant. These results contribute to the understanding of farmers' motivation to adopt precision farming systems and highlight the importance of considering social norms to increase adoption.

ORGANIZATION & ENVIRONMENT (2022)

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Editorial Material Business

Writing an impactful review article: What do we know and what do we need to know?

Justin Paul et al.

Summary: Classic literature reviews play a crucial role in advancing a subject area. Framework-based reviews and reviews that develop classic theories are often more impactful. Successful review articles not only identify research gaps but also establish future research agenda.

JOURNAL OF BUSINESS RESEARCH (2021)

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Article Hospitality, Leisure, Sport & Tourism

The combined use of symmetric and asymmetric approaches: partial least squares-structural equation modeling and fuzzy-set qualitative comparative analysis

S. Mostafa Rasoolimanesh et al.

Summary: This study proposes guidelines for the joint use of PLS-SEM and fsQCA in the hospitality and tourism field to combine symmetric and asymmetric perspectives in model evaluation. It highlights the advantages of combining the two methods to analyze causal effects and obtain fine-grained insights into variable relationships.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2021)

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Review Business

Re-examining systematic literature review in management research: Additional benefits and execution protocols

Ralph I. Williams et al.

Summary: A systematic literature review provides a comprehensive overview of literature related to a research question and synthesizes previous work to strengthen a particular topic's foundation of knowledge. In the field of management research, systematic literature reviews have value and can address current shortcomings in management research.

EUROPEAN MANAGEMENT JOURNAL (2021)

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Article Hospitality, Leisure, Sport & Tourism

Are we in right path for mediation analysis? Reviewing the literature and proposing robust guidelines

S. Mostafa Rasoolimanesh et al.

Summary: The research focuses on proposing guidelines for hypothesizing and assessing mediation concepts in tourism and hospitality research, emphasizing the significant role of mediation analysis in theory development within social science disciplines. By conducting a systematic review of 536 mediation papers published in top tier tourism and hospitality journals from 2016 to 2020, critical issues in hypothesis development, mediation assessment, and interpretation of results were identified, highlighting common methodological mistakes and misconceptions in mediation analysis. The paper contributes significantly to the field by providing robust guidelines for mediation analysis and addressing methodological issues.

JOURNAL OF HOSPITALITY AND TOURISM MANAGEMENT (2021)

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Article Agriculture, Multidisciplinary

Determinants of adoption and adoption intensity of precision agriculture technologies: evidence from South Dakota

Deepthi E. Kolady et al.

Summary: Precision agriculture technologies (PATs) are divided into embodied-knowledge and information-intensive groups, with differences in adoption rates. Factors like cropland size, profitability perceptions, and off-farm income have similar effects on adoption and adoption intensity of both PAT groups. However, differences exist in the effects of land productivity, familiarity with computer use, and environmental benefits perceptions between the two PAT groups. The study provides insights for developing programs that encourage the adoption of PATs as tools for improving agricultural sustainability.

PRECISION AGRICULTURE (2021)

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Article

Factors affecting the adoption of mobile applications by farmers: An empirical investigation

Okoroji Victor et al.

African Journal of Agricultural Research (2021)

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Review Agriculture, Multidisciplinary

An overview of agriculture 4.0 development: Systematic review of descriptions, technologies, barriers, advantages, and disadvantages

Franco da Silveira et al.

Summary: Agriculture 4.0 aims to optimize the value chain of all stages in agricultural production through emerging technologies, but the benefits may not be evenly distributed due to the complexity of changing farm ecosystems. This study contributes to the understanding of Agriculture 4.0 by identifying descriptions, technologies, barriers, advantages, and disadvantages. Through a systematic literature review, the study highlights the need to address technological, economic, political, social, and environmental barriers to achieve successful development in countries implementing Agriculture 4.0.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2021)

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Article Agriculture, Multidisciplinary

An in-depth evaluation of personal barriers to technology adoption in irrigated agriculture in South Africa

Marlene de Witt et al.

Summary: The study revealed a high uptake of technology for improving water-use efficiency among farmers, but primarily focus on soil water measurement. A key barrier to uptake of new technology such as the remote-sensing service FruitLook is the time cost associated with initial set-up, use, and interpretation of information. Developers of new technology should focus on ensuring ease of use and integration of information to improve the likelihood of adoption.

OUTLOOK ON AGRICULTURE (2021)

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Article Agriculture, Multidisciplinary

Event dependence and heterogeneity in the adoption of precision farming technologies: A case of US cotton production

Krishna P. Paudel et al.

Summary: This study examines event dependence and heterogeneity in the adoption of precision farming technologies using a conditional frailty model. The results show that farmers with large farms, higher share of farmland, higher income from farming, and those using computers for farm management are more likely to adopt PF technologies early. Additionally, cotton producers who believe in the future value of PF technology and receive farming information from university publications are also early adopters.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2021)

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Article Environmental Sciences

Explaining the use of online agricultural decision support tools with weather or climate information in the Midwestern United States

Junyu Lu et al.

Summary: The usage of DSTs varies between farmers and advisors, with advisors more likely to utilize free and publicly available sources. Advisors also show higher agreement on the usefulness of DSTs, feel social pressure to use them, and are more concerned about weather risks and climate change. Factors such as descriptive social norms, farm size, and propensity to adopt new technology positively influence the adoption rate of DSTs for both farmers and advisors. Additionally, perceptions of behavioral control, injunctive social norms, gender, age, adaptation attitude towards climate change, and education level play roles in influencing the usage of DSTs for either farmers or advisors specifically.

JOURNAL OF ENVIRONMENTAL MANAGEMENT (2021)

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Article Green & Sustainable Science & Technology

A Path Model of the Intention to Adopt Variable Rate Irrigation in Northeast Italy

Maurizio Canavari et al.

Summary: This study investigated the factors influencing farmers' intentions to adopt variable rate irrigation (VRI) technology. Results showed that personal attitudes, perceived usefulness, and subjective norm positively influence the intention to adopt VRI.

SUSTAINABILITY (2021)

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Article Agronomy

German Farmers' Attitudes on Adopting Autonomous Field Robots: An Empirical Survey

Friedrich Ruebcke von Veltheim et al.

Summary: The agricultural production methods in Europe are increasingly criticized by the public, particularly the use of pesticides. Autonomous field robots have the potential to revolutionize agriculture by farming intensively and environmentally friendly. A study in Germany analyzed the attitude of 490 farmers towards adopting AFR and identified three different response behaviors among them, despite an overall positive attitude towards autonomous field robots.

AGRICULTURE-BASEL (2021)

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Article Agriculture, Multidisciplinary

The adoption of drones in German agriculture: a structural equation model

Marius Michels et al.

Summary: The study investigates factors influencing German farmers' intention to adopt drones, and an extended Technology Acceptance Model (TAM) explains 69% of the variance, indicating that raising farmers' awareness and confidence levels can increase drone adoption intention.

PRECISION AGRICULTURE (2021)

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Review Hospitality, Leisure, Sport & Tourism

A critical review of moderation analysis in tourism and hospitality research toward robust guidelines

S. Mostafa Rasoolimanesh et al.

Summary: This study provides robust guidelines for moderation analysis in tourism and hospitality research, addressing key issues and methodological misconceptions identified through a systematic review of literature. These guidelines aim to enhance the understanding and practices of moderation analysis in academic research.

INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT (2021)

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Article Agriculture, Multidisciplinary

Flying over the farm: understanding drone adoption by Australian irrigators

Alec Zuo et al.

Summary: The study found that despite only a small percentage of irrigators adopting drone technology, up to one third of them planned to use drones in the following five years. Future drone adoption is more likely to occur when irrigators can achieve tangible benefits, while financial stress may be a barrier to adoption.

PRECISION AGRICULTURE (2021)

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Article Agriculture, Multidisciplinary

Acceptance of artificial intelligence in German agriculture: an application of the technology acceptance model and the theory of planned behavior

Svenja Mohr et al.

Summary: The study investigates the acceptance of AI systems in agriculture using the technology acceptance model and theory of planned behavior. Results show that perceived behavioral control and personal attitude are the most influential factors, explaining 59% of acceptance variance. Several options and implications on increasing the acceptance of AI systems in agriculture are discussed.

PRECISION AGRICULTURE (2021)

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Article Green & Sustainable Science & Technology

Towards an Understanding of the Behavioral Intentions and Actual Use of Smart Products among German Farmers

Sirkka Schukat et al.

Summary: By surveying farmers in Germany through a large-scale online survey, it was found that the adoption behavior of smart products is influenced by hedonic motivation, social determinants, personal performance expectations, trust, and facilitating conditions. The study also indicates that use behavior is influenced by behavioral intention, and technology readiness plays a significant role in the adoption of smart products.

SUSTAINABILITY (2021)

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Article Green & Sustainable Science & Technology

How Can Apple Farmers Be Encouraged to Apply Information Technology? The Moderating Effect of Knowledge Sharing

Xue Chen et al.

Summary: Information technology plays a crucial role in modern agriculture, especially for the sustainable development of the apple industry. The study finds that farmers' attitudes towards information technology and perceived behavioral control significantly influence their intention to choose IT, which in turn affects their actual behavior. Additionally, knowledge sharing has a positive moderating effect on the transformation of intention into behavior.

SUSTAINABILITY (2021)

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Article Business

Scientific procedures and rationales for systematic literature reviews (SPAR-4-SLR)

Justin Paul et al.

Summary: While numerous guiding articles on literature reviews are available, there is a lack of authoritative protocols for researchers to rely on. To address this issue, editors of the journal have collaborated to develop the SPAR-4-SLR protocol, aiming to guide and justify decisions in systematic literature reviews.

INTERNATIONAL JOURNAL OF CONSUMER STUDIES (2021)

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Article Ethics

Exploring the readiness of publicly funded researchers to practice responsible research and innovation in digital agriculture

Aine Regan

Summary: The study found that publicly funded researchers in Ireland demonstrated alignment with RRI values in digital agriculture, but implementing an integrated RRI approach in this field may encounter challenges.

JOURNAL OF RESPONSIBLE INNOVATION (2021)

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Article Social Issues

Adoption of unmanned aerial vehicles for pesticide application: Role of social network, resource endowment, and perceptions

Cheryl Wachenheim et al.

Summary: Various factors influence the adoption intention of farmers in Jilin Province, China towards using unmanned aerial vehicles for spraying pesticides, with factors such as gender, percentage of income from agriculture, and cultivated land area having a positive impact. Policy recommendations include improving rural financing access, facilitating early adopters, and promoting technology.

TECHNOLOGY IN SOCIETY (2021)

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Article Business

Home sharing in marketing and tourism at a tipping point: What do we know, how do we know, and where should we be heading?

Weng Marc Lim et al.

Summary: This paper reviews and proposes an agenda for home sharing in marketing and tourism through a framework-based systematic review, providing an overview of the theories, contexts, and methods employed to gain this understanding. It concludes by discussing the extant knowledge gaps and suggesting ways to address them for future research in marketing and tourism on home sharing.

JOURNAL OF BUSINESS RESEARCH (2021)

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Review Agricultural Economics & Policy

Management information system adoption at the farm level: evidence from the literature

Carlo Giua et al.

Summary: This paper reviews academic contributions on farm-level management information systems, focusing on theories and drivers of digital technology adoption. It finds that diffusion of innovations theory is frequently used and plays a key role in explaining adoption along with farms' traits and technological features.

BRITISH FOOD JOURNAL (2021)

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Article Social Sciences, Interdisciplinary

An empirical analysis of the use of agricultural mobile applications among smallholder farmers in Myanmar

So Pyay Thar et al.

Summary: The study investigated agricultural mobile apps in Myanmar and their impact on farmers; it found that lack of access to smartphones/internet and digital knowledge are major barriers to usage; there should be a focus on younger, more educated farmers growing specialized crops.

ELECTRONIC JOURNAL OF INFORMATION SYSTEMS IN DEVELOPING COUNTRIES (2021)

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Article Development Studies

Determinants of Small-Scale Farmers' Intention to Use Smartphones for Generating Agricultural Knowledge in Developing Countries: Evidence from Rural India

Dirk Landmann et al.

Summary: The study focuses on the limited access to and usage of smartphones for agricultural purposes among small-scale farmers in rural areas of developing countries. Positive influences on the intention to use a smartphone for agricultural purposes include subjective norms, attitude, self-control, as well as positive and negative anticipated emotions.

EUROPEAN JOURNAL OF DEVELOPMENT RESEARCH (2021)

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Article Business

Adopting Smart Agriculture among organic farmers in Taiwan

Chifumi Takagi et al.

Summary: This study examines the adoption of smart agriculture technology among commercial organic farmers in Taiwan. It finds that socio-demographic characteristics of farmers are not significant in their adoption decision, while perceived attributes of the new technology and trial runs play a crucial role in increasing adoption rates.

ASIAN JOURNAL OF TECHNOLOGY INNOVATION (2021)

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Article Agriculture, Multidisciplinary

Priorities for science to overcome hurdles thwarting the full promise of the 'digital agriculture' revolution

Mark Shepherd et al.

JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE (2020)

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Article Agriculture, Multidisciplinary

Economics of robots and automation in field crop production

James Lowenberg-DeBoer et al.

PRECISION AGRICULTURE (2020)

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Article Agriculture, Multidisciplinary

Smartphone adoption and use in agriculture: empirical evidence from Germany

Marius Michels et al.

PRECISION AGRICULTURE (2020)

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Article Agriculture, Multidisciplinary

Examining the social and biophysical determinants of US Midwestern corn farmers' adoption of precision agriculture

Maaz Gardezi et al.

PRECISION AGRICULTURE (2020)

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Article Agricultural Economics & Policy

Implementation of Internet of Things depends on intention: young farmers' willingness to accept innovative technology

Jui-Hsiung Chuang et al.

INTERNATIONAL FOOD AND AGRIBUSINESS MANAGEMENT REVIEW (2020)

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Article Environmental Sciences

Adoption of Precision Farming Tools: The Case of Italian Farmers

Yari Vecchio et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2020)

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Article Computer Science, Hardware & Architecture

Towards smart farming: Systems, frameworks and exploitation of multiple sources

Anastasios Lytos et al.

COMPUTER NETWORKS (2020)

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Article Agriculture, Multidisciplinary

A hybrid modelling approach to understanding adoption of precision agriculture technologies in Chinese cropping systems

Wenjing Li et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2020)

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Article Agriculture, Multidisciplinary

Understanding the adoption of smartphone apps in crop protection

Marius Michels et al.

PRECISION AGRICULTURE (2020)

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Article Agriculture, Multidisciplinary

Status quo of adoption of precision agriculture enabling technologies in Swiss plant production

Tanja Groher et al.

PRECISION AGRICULTURE (2020)

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Article Agronomy

Main Motivational Factors of Farmers Adopting Precision Farming in Hungary

Peter Balogh et al.

AGRONOMY-BASEL (2020)

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Article Agriculture, Multidisciplinary

Modeling multiple reasons for adopting precision technologies: Evidence from US cotton producers

Krishna P. Paudel et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2020)

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Article Environmental Sciences

Adoption and economic impacts of laser land leveling in the irrigated rice-wheat system in Haryana, India using endogenous switching regression

Jeetendra P. Aryal et al.

NATURAL RESOURCES FORUM (2020)

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Article Agriculture, Multidisciplinary

Wireless sensor network for small-scale farming systems in southwest Iran: Application of Q-methodology to investigate farmers' perceptions

Fatemeh Taheri et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2020)

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Article Agricultural Economics & Policy

Farmer awareness, perceptions and adoption of unmanned aerial vehicles: evidence from Missouri

Theodoros Skevas et al.

INTERNATIONAL FOOD AND AGRIBUSINESS MANAGEMENT REVIEW (2020)

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Article Agricultural Economics & Policy

Brazilian farmer perception of dynamic capability and performance over the adoption of enterprise resource planning technology

Caetano Haberli Junior et al.

INTERNATIONAL FOOD AND AGRIBUSINESS MANAGEMENT REVIEW (2020)

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Article Environmental Sciences

Farmers' Knowledge, Attitude, and Adoption of Smart Agriculture Technology in Taiwan

Jui-Hsiung Chuang et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2020)

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Article Agronomy

Adoption Barriers for Precision Agriculture Technologies in Canadian Crop Production

Sean Mitchell et al.

CANADIAN JOURNAL OF PLANT SCIENCE (2020)

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Article Social Issues

A contextualized study of the usage of the Internet of things (IoTs) in smart farming in a typical Middle Eastern country within the context of Unified Theory of Acceptance and Use of Technology model (UTAUT)

Mohammad Hossein Ronaghi et al.

TECHNOLOGY IN SOCIETY (2020)

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Article Geography

Drivers of farmers intention to adopt technological innovations in Italy: The role of information sources, perceived usefulness, and perceived ease of use

Federica Caffaro et al.

JOURNAL OF RURAL STUDIES (2020)

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Review Business

The art of writing literature review: What do we know and what do we need to know?

Justin Paul et al.

INTERNATIONAL BUSINESS REVIEW (2020)

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Article Agricultural Economics & Policy

Duration analyses of precision agriculture technology adoption: what's influencing farmers' time-to-adoption decisions?

Eric Ofori et al.

AGRICULTURAL FINANCE REVIEW (2020)

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Article Geography

A trans-theoretical model for the adoption of drones by large-scale German farmers

Marius Michels et al.

JOURNAL OF RURAL STUDIES (2020)

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Article Environmental Studies

Smart farming and short food supply chains: Are they compatible?

Evagelos D. Lioutas et al.

LAND USE POLICY (2020)

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Article Psychology, Multidisciplinary

Factors affecting adoption of smart farms: The case of Korea

Cheolho Yoon et al.

COMPUTERS IN HUMAN BEHAVIOR (2020)

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Article Business

CHALLENGES OF ENTERPRISE RESOURCE PLANNING (ERP) IMPLEMENTATION IN AGRICULTURE

Ivan Kulikov et al.

ENTREPRENEURSHIP AND SUSTAINABILITY ISSUES (2020)

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Article Management

Adoption of internet of things (IoT) in the agriculture industry deploying the BRT framework

Rajasshrie Pillai et al.

BENCHMARKING-AN INTERNATIONAL JOURNAL (2020)

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Article Environmental Studies

Adoption of precision farming tools: A context-related analysis

Yari Vecchio et al.

LAND USE POLICY (2020)

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Review Agriculture, Multidisciplinary

Obstacles and features of Farm Management Information Systems: A systematic literature review

J. Tummers et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2019)

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Article Environmental Sciences

Influencing factors and incentives on the intention to adopt precision agricultural technologies within arable farming systems

Andrew Barnes et al.

ENVIRONMENTAL SCIENCE & POLICY (2019)

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Article Horticulture

Perceptions of Precision Agriculture Technologies in the US Fresh Apple Industry

R. Karina Gallardo et al.

HORTTECHNOLOGY (2019)

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Review Agriculture, Multidisciplinary

A systematic literature review of the factors affecting the precision agriculture adoption process

Hari Sharan Pathak et al.

PRECISION AGRICULTURE (2019)

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Article Agricultural Economics & Policy

Factors influencing the adoption of smart farming by Brazilian grain farmers

Dieisson Pivoto et al.

INTERNATIONAL FOOD AND AGRIBUSINESS MANAGEMENT REVIEW (2019)

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Article Agriculture, Multidisciplinary

Modeling post adoption decision in precision agriculture: A Bayesian approach

Aditya R. Khanal et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2019)

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Article Agriculture, Multidisciplinary

Assessment of digital technology adoption and access barriers among crop, dairy and livestock producers in Wisconsin

Jessica L. Drewry et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2019)

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Article Green & Sustainable Science & Technology

Towards Auspicious Agricultural Informatization-Implication of Farmers' Behavioral Intention Apropos of Mobile Phone Use in Agriculture

Gershom Endelani Mwalupaso et al.

SUSTAINABILITY (2019)

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Article Agriculture, Multidisciplinary

The adoption stages (Evaluation, Adoption, and Routinisation) of ERP systems with business analytics functionality in the context of farms

Caetano Haberli Junior et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2019)

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Review Business

Gradual Internationalization vs Born-Global/International new venture models A review and research agenda

Justin Paul et al.

INTERNATIONAL MARKETING REVIEW (2019)

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Article Geography

Combinations of bonding, bridging, and linking social capital for farm innovation: How farmers configure different support networks

Gabriela Cofre-Bravo et al.

JOURNAL OF RURAL STUDIES (2019)

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Article Agronomy

Farmers' use of mobile phone for accessing agricultural information in Pakistan: a case of Punjab province

Nasir Abbas Khan et al.

CIENCIA RURAL (2019)

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Article Environmental Studies

Exploring the adoption of precision agricultural technologies: A cross regional study of EU farmers

A. P. Barnes et al.

LAND USE POLICY (2019)

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Article Agronomy

Factors Influencing Use of Information and Communication Technologies among Farmers in Rural Punjab, Pakistan

Muhammad Luqman et al.

JOURNAL OF AGRICULTURAL EXTENSION (2019)

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Article Education & Educational Research

Farmers' intention to use text messaging for extension services in Trinidad

Lendel K. Narine et al.

JOURNAL OF AGRICULTURAL EDUCATION & EXTENSION (2019)

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Article Business

Do Not Cross Me: Optimizing the Use of Cross-Sectional Designs

Paul E. Spector

JOURNAL OF BUSINESS AND PSYCHOLOGY (2019)

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Article Agriculture, Multidisciplinary

Exploring farmers' intentions to adopt mobile Short Message Service (SMS) for citizen science in agriculture

Eskender Beza et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2018)

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Article Agriculture, Multidisciplinary

Adoption and extent of adoption of georeferenced grid soil sampling technology by cotton producers in the southern US

Eric Asare et al.

PRECISION AGRICULTURE (2018)

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Article Agriculture, Multidisciplinary

Assessment of Mobile Phone Usage Among Farmers in Keana Local Government Area of Nasarawa State, Nigeria

Victor Akwu Otene et al.

JOURNAL OF AGRICULTURAL & FOOD INFORMATION (2018)

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Article Food Science & Technology

Agriculture 4.0: Broadening Responsible Innovation in an Era of Smart Farming

David Christian Rose et al.

FRONTIERS IN SUSTAINABLE FOOD SYSTEMS (2018)

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Article Agricultural Economics & Policy

Precision agriculture in Hungary: assessment of perceptions and accounting records of FADN arable farms

Takacsne Gyorgy Katelin et al.

STUDIES IN AGRICULTURAL ECONOMICS (2018)

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Article Information Science & Library Science

The Role of Favoring and Inhibiting Factors in Developing Attitude towards Mobile Application based Agricultural Extension Services: A Structural Relationship

Neena Sinha et al.

INTERNATIONAL JOURNAL OF TECHNOLOGY AND HUMAN INTERACTION (2018)

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Article Business

Integrating perceived economic wellbeing to technology acceptance model: The case of mobile based agricultural extension service

Pranay Verma et al.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2018)

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Article Geography

Smart' Farming Techniques as Political Ontology: Access, Sovereignty and the Performance of Neoliberal and Not-So-Neoliberal Worlds

Michael Carolan

SOCIOLOGIA RURALIS (2018)

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Review Business

Five decades of research on export barriers: Review and future directions

Eldrede T. Kahiya

INTERNATIONAL BUSINESS REVIEW (2018)

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Article Agriculture, Multidisciplinary

Adoption of precision agriculture technologies by German crop farmers

Margit Paustian et al.

PRECISION AGRICULTURE (2017)

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Article Agricultural Economics & Policy

Understanding the determinants of adoption of enterprise resource planning (ERP) technology within the agri-food context: the case of the Midwest of Brazil

Caetano Haberli et al.

INTERNATIONAL FOOD AND AGRIBUSINESS MANAGEMENT REVIEW (2017)

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Review Business

Shades of Grey: Guidelines for Working with the Grey Literature in Systematic Reviews for Management and Organizational Studies

Richard J. Adams et al.

INTERNATIONAL JOURNAL OF MANAGEMENT REVIEWS (2017)

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Article Agriculture, Multidisciplinary

Factors influencing the adoption of Farm Management Information Systems (FMIS) by Brazilian citrus farmers

Marcelo Jose Carrer et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2017)

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Review Agriculture, Multidisciplinary

Big Data in Smart Farming - A review

Sjaak Wolfert et al.

AGRICULTURAL SYSTEMS (2017)

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Article Agronomy

Prospects for yield improvement in the Australian wheat industry: a perspective

Michael Robertson et al.

FOOD AND ENERGY SECURITY (2016)

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Article Agriculture, Multidisciplinary

Timing of precision agriculture technology adoption in US cotton production

Pattarawan Watcharaanantapong et al.

PRECISION AGRICULTURE (2014)

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Article Horticulture

Specialty Crop Growers' Perspectives on Adopting New Technologies

Shannon Caplan et al.

HORTTECHNOLOGY (2014)

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Article Business

Moderation in Management Research: What, Why, When, and How

Jeremy F. Dawson

JOURNAL OF BUSINESS AND PSYCHOLOGY (2014)

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Article Agriculture, Multidisciplinary

Farmers' perception of precision technology: The case of autosteer adoption by cotton farmers

Jeremy M. D'Antoni et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2012)

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Article Computer Science, Artificial Intelligence

IT as enabler of sustainable farming: An empirical analysis of farmers' adoption decision of precision agriculture technology

Benoit A. Aubert et al.

DECISION SUPPORT SYSTEMS (2012)

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Article Agriculture, Multidisciplinary

Adoption of variable rate fertiliser application in the Australian grains industry: status, issues and prospects

M. J. Robertson et al.

PRECISION AGRICULTURE (2012)

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Review Agriculture, Multidisciplinary

Factors influencing the adoption of precision agricultural technologies: a review for policy implications

Yeong Sheng Tey et al.

PRECISION AGRICULTURE (2012)

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Article Agriculture, Multidisciplinary

Factors Affecting the Adoption of Information and Communication Technologies (ICTs) for Farming Decisions

Jabir Ali

JOURNAL OF AGRICULTURAL & FOOD INFORMATION (2012)

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Article Computer Science, Interdisciplinary Applications

ICT adoption in developing countries: perspectives from small-scale agribusinesses

Bartholomew Aleke et al.

JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT (2011)

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Article Agriculture, Multidisciplinary

Grid soil sampling adoption and abandonment in cotton production

Jonathan C. Walton et al.

PRECISION AGRICULTURE (2010)

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Article Management

Identifying stakeholders' needs and constraints in adoption of ICT services in rural areas: the case of India

Sapna A. Narula et al.

SOCIAL RESPONSIBILITY JOURNAL (2010)

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Article Business

Researching consumers in multicultural societies: Emerging methodological issues

Stephanie Slater et al.

JOURNAL OF MARKETING MANAGEMENT (2010)

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Article Medicine, General & Internal

Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement

David Moher et al.

ANNALS OF INTERNAL MEDICINE (2009)

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Article Computer Science, Information Systems

An evaluation framework for Health Information Systems: human, organization and technology-fit factors (HOT-fit)

Maryati Mohd. Yusof et al.

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS (2008)

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Review Management

Technology Acceptance Model 3 and a Research Agenda on Interventions

Viswanath Venkatesh et al.

DECISION SCIENCES (2008)

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Article Psychology, Mathematical

Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models

Kristopher J. Preacher et al.

BEHAVIOR RESEARCH METHODS (2008)

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Article Computer Science, Artificial Intelligence

Value-based adoption of mobile internet: An empirical investigation

Hee-Woong Kim et al.

DECISION SUPPORT SYSTEMS (2007)

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Review Psychology, Applied

Behavioral reasoning theory: Identifying new linkages underlying intentions and behavior

JD Westaby

ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES (2005)

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Article Psychology, Applied

Potential problems in the statistical control of variables in organizational research: A qualitative analysis with recommendations

TE Becker

ORGANIZATIONAL RESEARCH METHODS (2005)

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Article Computer Science, Information Systems

User acceptance of information technology: Toward a unified view

V Venkatesh et al.

MIS QUARTERLY (2003)

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Article Psychology, Social

The role of desires and anticipated emotions in goal-directed behaviours: Broadening and deepening the theory of planned behaviour

M Perugini et al.

BRITISH JOURNAL OF SOCIAL PSYCHOLOGY (2001)

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Article Management

A theoretical extension of the Technology Acceptance Model: Four longitudinal field studies

V Venkatesh et al.

MANAGEMENT SCIENCE (2000)

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