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Analyzing the impact of intelligence and technological factors on farmers' sustainable purchasing behavior

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  • Mehta, Nikhil Kewal Krishna
  • Sharma, Rohit
  • Cruz, Angel Contreras
  • Daim, Tugrul U.

Abstract

With the increased environmental awareness and health consciousness in recent eras, a positive shift has occurred towards building a sustainable green culture. Therefore, agriculture as the primary pillar of our ecosystem needs to change to be sustainable. Farmers are the critical pillar of the agriculture system, so they need to be sustainable in their decision-making and behavior. The primary purpose of this research is to explore the farmers' intentions about purchasing sustainable products by applying the extension model of the Theory of Planned Behavior while integrating the effect of the Triarchic Theory of Intelligence. Data is collected through 183 usable surveys in rural areas, explicitly covering agriculture-dominated India's eastern, northern, and central zones. The empirical findings show that a farmer's intelligence, which integrates analytical, creative, and practical intelligence, positively affects attitude, subjective norms, and perceived behavioral control. Further, the farmers' attitudes, social norms, and perceived behavioral control positively influence their intention, continually developing their sustainable purchasing behavior and providing a positive directional change for purchasing sustainable products for farming. The study also includes the effect of technology and trust as controlling variables that positively affect sustainable procurement practices. Finally, this research analysis provided managerial insights to promote a green and sustainable culture at the ground level by transforming farmers' purchasing behavior. On a concluding note, this research would help analyze the factors influencing farmers' behavior in undertaking sustainable procurement practices.

Suggested Citation

  • Mehta, Nikhil Kewal Krishna & Sharma, Rohit & Cruz, Angel Contreras & Daim, Tugrul U., 2025. "Analyzing the impact of intelligence and technological factors on farmers' sustainable purchasing behavior," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    • Handle: RePEc:eee:tefoso:v:210:y:2025:i:c:s0040162524006589
    DOI: 10.1016/j.techfore.2024.123860
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    1. Ghisetti, Claudia, 2017. "Demand-pull and environmental innovations: Estimating the effects of innovative public procurement," Technological Forecasting and Social Change, Elsevier, vol. 125(C), pages 178-187.
    2. Joseph F. Hair & Marcelo L.D.S. Gabriel & Dirceu da Silva & Sergio Braga Junior, 2019. "Development and validation of attitudes measurement scales: fundamental and practical aspects," RAUSP Management Journal, Emerald Group Publishing Limited, vol. 54(4), pages 490-507, October.
    3. Paul Hart & Carol Saunders, 1997. "Power and Trust: Critical Factors in the Adoption and Use of Electronic Data Interchange," Organization Science, INFORMS, vol. 8(1), pages 23-42, February.
    4. Annosi, Maria Carmela & Ráez, Rosa María Oliva & Appio, Francesco Paolo & Del Giudice, Teresa, 2022. "An integrative review of innovations in the agricultural sector: The roles of agency, structure, and their dynamic interplay," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    5. Ángel Acevedo-Duque & Alejandro Vega-Muñoz & Guido Salazar-Sepúlveda, 2020. "Analysis of Hospitality, Leisure, and Tourism Studies in Chile," Sustainability, MDPI, vol. 12(18), pages 1-20, September.
    6. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    7. Damba, Osman T. & Ansah, Isaac Gershon Kodwo & Donkoh, Samuel A. & Alhassan, Amin & Mullins, Gary R. & Yussif, Kamaldeen & Taylor, Musah Salifu & Tetteh, Bright KD. & Appiah-Twumasi, Mark, 2020. "Effects of technology dissemination approaches on agricultural technology uptake and utilization in Northern Ghana," Technology in Society, Elsevier, vol. 62(C).
    8. Hsu, Chia-Lin & Chang, Chi-Ya & Yansritakul, Chutinart, 2017. "Exploring purchase intention of green skincare products using the theory of planned behavior: Testing the moderating effects of country of origin and price sensitivity," Journal of Retailing and Consumer Services, Elsevier, vol. 34(C), pages 145-152.
    9. Yang, Xin & Zhou, Xiaohe & Deng, Xiangzheng, 2022. "Modeling farmers’ adoption of low-carbon agricultural technology in Jianghan Plain, China: An examination of the theory of planned behavior," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    10. Spielman, David J. & Ekboir, Javier & Davis, Kristin, 2009. "The art and science of innovation systems inquiry: Applications to Sub-Saharan African agriculture," Technology in Society, Elsevier, vol. 31(4), pages 399-405.
    11. Gyawali, Buddhi R. & Paudel, Krishna P. & Jean, Rosny & Banerjee, Swagata “Ban”, 2023. "Adoption of computer-based technology (CBT) in agriculture in Kentucky, USA: Opportunities and barriers," Technology in Society, Elsevier, vol. 72(C).
    12. Zakaria, Abraham & Azumah, Shaibu Baanni & Appiah-Twumasi, Mark & Dagunga, Gilbert, 2020. "Adoption of climate-smart agricultural practices among farm households in Ghana: The role of farmer participation in training programmes," Technology in Society, Elsevier, vol. 63(C).
    13. Hanson, Erik D. & Cossette, Max K. & Roberts, David C., 2022. "The adoption and usage of precision agriculture technologies in North Dakota," Technology in Society, Elsevier, vol. 71(C).
    14. Guo, Zhangdong & Chen, Xiaoqi & Zhang, Yongwang, 2022. "Impact of environmental regulation perception on farmers' agricultural green production technology adoption: A new perspective of social capital," Technology in Society, Elsevier, vol. 71(C).
    15. Wu, Paul C.S. & Yeh, Gary Yeong-Yuh & Hsiao, Chieh-Ru, 2011. "The effect of store image and service quality on brand image and purchase intention for private label brands," Australasian marketing journal, Elsevier, vol. 19(1), pages 30-39.
    16. Li, Fanghua & Zang, Dungang & Chandio, Abbas Ali & Yang, Dongmei & Jiang, Yuansheng, 2023. "Farmers' adoption of digital technology and agricultural entrepreneurial willingness: Evidence from China," Technology in Society, Elsevier, vol. 73(C).
    17. Behnam, Mohsen & Hollebeek, Linda D. & Clark, Moira K. & Farabi, Reza, 2021. "Exploring customer engagement in the product vs. service context," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    18. Passarelli, Mariacarmela & Bongiorno, Giuseppe & Cucino, Valentina & Cariola, Alfio, 2023. "Adopting new technologies during the crisis: An empirical analysis of agricultural sector," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
    19. Xie, Yu & Chen, Zhen & Boadu, Francis & Tang, HongJuan, 2022. "How does digital transformation affect agricultural enterprises’ pro-land behavior: The role of environmental protection cognition and cross-border search," Technology in Society, Elsevier, vol. 70(C).
    20. Adenle, Ademola A. & Wedig, Karin & Azadi, Hossein, 2019. "Sustainable agriculture and food security in Africa: The role of innovative technologies and international organizations," Technology in Society, Elsevier, vol. 58(C).
    21. Afful-Dadzie, Eric & Lartey, Samuel Odame & Clottey, David Nii Klote, 2022. "Agricultural information systems acceptance and continuance in rural communities: A consumption values perspective," Technology in Society, Elsevier, vol. 68(C).
    22. Szu‐Tung Lin & Han‐Jen Niu, 2018. "Green consumption: Environmental knowledge, environmental consciousness, social norms, and purchasing behavior," Business Strategy and the Environment, Wiley Blackwell, vol. 27(8), pages 1679-1688, December.
    23. Mgendi, By George & Mao, Shiping & Qiao, Fangbin, 2022. "Does agricultural training and demonstration matter in technology adoption? The empirical evidence from small rice farmers in Tanzania," Technology in Society, Elsevier, vol. 70(C).
    24. Branka Dropulić & Zoran Krupka, 2020. "Are Consumers Always Greener on the Other Side of the Fence? Factors That Influence Green Purchase Intentions – The Context of Croatian and Swedish Consumers," Tržište/Market, Faculty of Economics and Business, University of Zagreb, vol. 32(SI), pages 99-113.
    25. Sarstedt, Marko & Hair, Joseph F. & Ringle, Christian M. & Thiele, Kai O. & Gudergan, Siegfried P., 2016. "Estimation issues with PLS and CBSEM: Where the bias lies!," Journal of Business Research, Elsevier, vol. 69(10), pages 3998-4010.
    26. Omulo, Godfrey & Kumeh, Eric Mensah, 2020. "Farmer-to-farmer digital network as a strategy to strengthen agricultural performance in Kenya: A research note on ‘Wefarm’ platform," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    27. Song, Yuegang & Zhang, Bicheng & Wang, Jianhua & Kwek, Keh, 2022. "The impact of climate change on China's agricultural green total factor productivity," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    28. Lioutas, Evagelos D. & Charatsari, Chrysanthi & De Rosa, Marcello, 2021. "Digitalization of agriculture: A way to solve the food problem or a trolley dilemma?," Technology in Society, Elsevier, vol. 67(C).
    29. Amir H. Pakpour & Cheng-Kuan Lin & Mahdi Safdari & Chung-Ying Lin & Shun-Hua Chen & Kyra Hamilton, 2021. "Using an Integrated Social Cognition Model to Explain Green Purchasing Behavior among Adolescents," IJERPH, MDPI, vol. 18(23), pages 1-16, December.
    30. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    31. Taheri, Fatemeh & D'Haese, Marijke & Fiems, Dieter & Azadi, Hossein, 2022. "The intentions of agricultural professionals towards diffusing wireless sensor networks: Application of technology acceptance model in Southwest Iran," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    32. Riandita, Andra, 2022. "To collaborate and innovate for sustainability: Food retailers and their external partners," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    33. Thomas, Rosemary J. & O'Hare, Gregory & Coyle, David, 2023. "Understanding technology acceptance in smart agriculture: A systematic review of empirical research in crop production," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    34. Ramayah, T. & Lee, Jason Wai Chow & Mohamad, Osman, 2010. "Green product purchase intention: Some insights from a developing country," Resources, Conservation & Recycling, Elsevier, vol. 54(12), pages 1419-1427.
    35. Kalyuzhnova, Yelena & Azhgaliyeva, Dina & Belitski, Maksim, 2022. "Public Policy Instruments for Procurement: An Empirical Analysis," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    36. Lachaud, Michée A. & Bravo-Ureta, Boris E., 2022. "A Bayesian statistical analysis of return to agricultural R&D investment in Latin America: Implications for food security," Technology in Society, Elsevier, vol. 70(C).
    37. Pretty, Jules N., 1995. "Participatory learning for sustainable agriculture," World Development, Elsevier, vol. 23(8), pages 1247-1263, August.
    38. Goulet, Frédéric, 2021. "Characterizing alignments in socio-technical transitions. Lessons from agricultural bio-inputs in Brazil," Technology in Society, Elsevier, vol. 65(C).
    39. Martey, Edward & Etwire, Prince M. & Mockshell, Jonathan, 2021. "Climate-smart cowpea adoption and welfare effects of comprehensive agricultural training programs," Technology in Society, Elsevier, vol. 64(C).
    40. Ebrahimi Sarcheshmeh, Elaheh & Bijani, Masoud & Sadighi, Hassan, 2018. "Adoption behavior towards the use of nuclear technology in agriculture: A causal analysis," Technology in Society, Elsevier, vol. 55(C), pages 175-182.
    41. Mashi, Sani Abubakar & Inkani, Amina Ibrahim & Oghenejabor, Obaro Dominic, 2022. "Determinants of awareness levels of climate smart agricultural technologies and practices of urban farmers in Kuje, Abuja, Nigeria," Technology in Society, Elsevier, vol. 70(C).
    42. Adenle, Ademola A. & Sowe, Sulayman K. & Parayil, Govindan & Aginam, Obijiofor, 2012. "Analysis of open source biotechnology in developing countries: An emerging framework for sustainable agriculture," Technology in Society, Elsevier, vol. 34(3), pages 256-269.
    43. Erni Rusyani & Rambabu Lavuri & Ardi Gunardi, 2021. "Purchasing Eco-Sustainable Products: Interrelationship between Environmental Knowledge, Environmental Concern, Green Attitude, and Perceived Behavior," Sustainability, MDPI, vol. 13(9), pages 1-12, April.
    44. Liobikienė, Genovaitė & Mandravickaitė, Justina & Bernatonienė, Jurga, 2016. "Theory of planned behavior approach to understand the green purchasing behavior in the EU: A cross-cultural study," Ecological Economics, Elsevier, vol. 125(C), pages 38-46.
    45. Mohr, Svenja & Höhler, Julia, 2023. "Media coverage of digitalization in agriculture - an analysis of media content," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    46. Mottaleb, Khondoker A., 2018. "Perception and adoption of a new agricultural technology: Evidence from a developing country," Technology in Society, Elsevier, vol. 55(C), pages 126-135.
    47. Faith Samkange & Haywantee Ramkissoon & Juliet Chipumuro & Henry Wanyama & Gaurav Chawla, 2021. "Innovative and Sustainable Food Production and Food Consumption Entrepreneurship: A Conceptual Recipe for Delivering Development Success in South Africa," Sustainability, MDPI, vol. 13(19), pages 1-20, October.
    48. Phoebe Koundouri & Céline Nauges & Vangelis Tzouvelekas, 2006. "Technology Adoption under Production Uncertainty: Theory and Application to Irrigation Technology," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(3), pages 657-670.
    49. Kotchen, Matthew J. & Reiling, Stephen D., 2000. "Environmental attitudes, motivations, and contingent valuation of nonuse values: a case study involving endangered species," Ecological Economics, Elsevier, vol. 32(1), pages 93-107, January.
    50. Haywantee Ramkissoon, 2021. "Social Bonding and Public Trust/Distrust in COVID-19 Vaccines," Sustainability, MDPI, vol. 13(18), pages 1-6, September.
    51. Streimikis, Justas & Yu, Zhiqian & Zhu, Ning & Baležentis, Tomas, 2022. "Achievements of the European Union member states toward the development of sustainable agriculture: A contribution to the structural efficiency approach," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    52. Mastrocinque, Ernesto & Ramírez, F. Javier & Honrubia-Escribano, Andrés & Pham, Duc T., 2022. "Industry 4.0 enabling sustainable supply chain development in the renewable energy sector: A multi-criteria intelligent approach," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    53. Dmytro Serebrennikov & Fiona Thorne & Zein Kallas & Sinéad N. McCarthy, 2020. "Factors Influencing Adoption of Sustainable Farming Practices in Europe: A Systemic Review of Empirical Literature," Sustainability, MDPI, vol. 12(22), pages 1-23, November.
    54. K. Jöreskog, 1971. "Simultaneous factor analysis in several populations," Psychometrika, Springer;The Psychometric Society, vol. 36(4), pages 409-426, December.
    55. Mota, Joao & Santos, Jose Novais & Alencar, Raissa, 2023. "Intertwining innovation and business networks for sustainable agricultural systems: A case study of carbon-neutral beef," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    56. Paul, Justin & Modi, Ashwin & Patel, Jayesh, 2016. "Predicting green product consumption using theory of planned behavior and reasoned action," Journal of Retailing and Consumer Services, Elsevier, vol. 29(C), pages 123-134.
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