Farm adoption of embodied knowledge and information intensive precision agriculture technology bundles

Springer Science and Business Media LLC - Tập 20 Số 2 - Trang 348-361 - 2019
Miller, N. J.1, Griffin, T. W.1, Ciampitti, I. A.1, Sharda, A.1
1Kansas State University, Manhattan, USA

Tóm tắt

On-farm adoption of individual and groups of precision agriculture technologies has grown in the past 15 years. Based on a sample of 545 farm observations collected by the Kansas Farm Management Association, farm adoption of bundles of embodied knowledge and information intensive technologies was analyzed using a Markov transition approach. Three separate analyses estimated transition probabilities to show the adoption of bundles of embodied knowledge technologies, the adoption of bundles of information intensive technologies, and the adoption of variable rate technologies contingent on prior adoption of embodied knowledge and/or information intensive technologies. Each analysis was estimated for two separate time periods (2009–2012) and (2013–2016). The probability that farms retain the same bundle or transition to a different bundle by the next time period are reported. The results indicate that persistence with the same technology bundle is the predominant behavior and that this behavior has strengthened in the study’s most recent time period.

Tài liệu tham khảo

Castle, M. H., Lubben, B. D., Luck, J. D., Mieno, T. (2017). Precision agriculture adoption and profitability. University of Nebraska Extension Newsletter. https://agecon.unl.edu/cornhusker-economics/2017/precision-agriculture-adoption-profitability.pdf . Erickson, B., Lowenberg-DeBoer, J., & Bradford, J. (2017). 2017 Precision agricultural services dealership survey report. Online document. Purdue University. http://agribusiness.purdue.edu/files/file/croplife-purdue-2017-precision-dealer-survey-report.pdf . citation_journal_title=AgBioForum; citation_title=Decomposing the size effect on the adoption of innovations: Agrobiotechnology and precision agriculture; citation_author=J Fernandez-Cornejo, S Daberkow, W McBride; citation_volume=4; citation_issue=2; citation_publication_date=2001; citation_pages=124-236; citation_id=CR3 Fernández-Prades, C., Presti, L. L., & Falletti, E. (2011). Satellite radiolocalization from GPS to GNSS and beyond: Novel technologies and applications for civil mass market. Proceedings of the IEEE (pp. 1882–1904). Griffin, T. W., Lowenberg-DeBoer, J., Lambert, D. M., Peone, J., Payne, T., & Daberkow, S. G. (2004). Adoption, profitability, and making better use of precision farming data. Staff Paper #04–06. Department of Agricultural Economics, Purdue University. https://www.agriculture.https//www.agriculture.purdue.edu/ssmc/publications/triennial_staff.pdfpurdue.edu/ssmc/publications/triennial_staff.pdf . citation_journal_title=Applied Engineering in Agriculture; citation_title=Farm’s sequence of adoption of information-intensive precision agricultural technology; citation_author=TW Griffin, NJ Miller, J Bergtold, A Shanoyan, A Sharda, IA Ciampitti; citation_volume=33; citation_issue=4; citation_publication_date=2017; citation_pages=521-527; citation_doi=10.13031/aea.12228; citation_id=CR6 Griffin, T. W., Shockley, J. M., & Mark, T. B. (2018). Economics of precision farming. Precision Agriculture Basics, 221–230. citation_journal_title=American Journal of Agricultural Economics; citation_title=Sequential adoption of site-specific technologies and its implications for nitrogen productivity: A double selectivity model; citation_author=M Khanna; citation_volume=83; citation_issue=1; citation_publication_date=2001; citation_pages=35-51; citation_doi=10.1111/0002-9092.00135; citation_id=CR8 citation_journal_title=Journal of Agricultural and Resource Economics; citation_title=Bundled adoption of precision agriculture technologies by cotton producers; citation_author=DL Lambert, KP Paudel, JL Larson; citation_volume=40; citation_issue=2; citation_publication_date=2015; citation_pages=325-345; citation_id=CR9 citation_journal_title=Advances in Animal Bioscience; citation_title=Farmers’ adoption path of precision agriculture technology; citation_author=NJ Miller, TW Griffin, JS Bergtold, IA Ciampitti, A Sharda; citation_volume=8; citation_issue=2; citation_publication_date=2017; citation_pages=708-712; citation_doi=10.1017/S2040470017000528; citation_id=CR10 citation_journal_title=Australian Journal of Experimental Agriculture; citation_title=Understanding and promoting adoption of conservation practices by rural landholders; citation_author=DJ Panell, GR Marshall, N Barr, A Curtis, F Vanclay, R Wilkinson; citation_volume=46; citation_publication_date=2006; citation_pages=1407-1424; citation_doi=10.1071/EA05037; citation_id=CR11 citation_title=R: A language and environment for statistical computing. Resource document; citation_publication_date=2017; citation_id=CR12; citation_publisher=R Foundation for Statistical Computing citation_title=Stochastic processes; citation_publication_date=1996; citation_id=CR13; citation_author=SM Ross; citation_publisher=Wiley Schimmelpfennig, D. (2016). Farm profits and adoption of precision agriculture economic research report ERR-217. U.S. Department of Agriculture. https://ageconsearch.umn.edu/bitstream/249773/2/err-217.pdf . citation_journal_title=Journal of Agricultural and Resource Economics; citation_title=Sequential adoption and cost savings from precision agriculture; citation_author=D Schimmelpfennig, R Ebel; citation_volume=41; citation_issue=1; citation_publication_date=2016; citation_pages=97-115; citation_id=CR15 Skuriat-Olechnowska, M. (2005). Statistical inference and hypothesis testing for markov chains with interval censoring. MS Thesis. Civil Engineering Division of Rijkswaterstaat, Delft University of Technology, Delft, The Netherlands. http://medewerkers.tudelft.nl/fileadmin/Faculteit/EWI/Over_de_faculteit/Afdelingen/Applied_Mathematics/Risico_en_Beslissings_Analyse/Theses/MSkuriat_thesis.pdf . Spedicato, G. A. (2017). Discrete time markov chains with R. The R journal. https://journal.r-project.org/archive/2017/RJ-2017-036/RJ-2017-036.pdf . U.S. Department of Defense and U.S. Department of Transportation. (1993). The global positioning system: Management and opertion of a dual use system—A report to the secretaries of defense and transportation, Joint DOD/DOT Task Force, December 1993. Winstead, A. T., Norwood, S. H., Griffin, T. W., Runge, M., Adrian, A. M., Fulton, J., & Kelton, J. (2010). Adoption and use of precision agriculture technologies by practitioners. Proceedings of the 10th International Conference on Precision Agriculture (pp. 18–21).