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“Anytime, anyplace, anywhere”—A sample selection model of mobile internet adoption in german agriculture

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  • Marius Michels
  • Wilm Fecke
  • Jan‐Henning Feil
  • Oliver Musshoff
  • Frederike Lülfs‐Baden
  • Saskia Krone

Abstract

Mobile internet is considered one of the most important developments in information and communication technology due to its considerable effect on both the economy and our daily lives. Furthermore, mobile internet is an essential tool for overcoming the rural–urban digital divide. With respect to agriculture, mobile internet can play a central role in information gathering as well as the implementation of precision and smart farming technologies. Yet, no study has identified the determinants of mobile internet adoption in agriculture. Using a bivariate probit model with a sample selection and a representative data set from 815 German farmers, this study showed that, among other characteristics, the age of the farmer, farm size and location, as well as familiarity with internet risks is associated with mobile internet adoption in agriculture. These results may be of interest to policy makers, who deal with internet infrastructure, and providers of farm equipment that rely on mobile internet connection. [EconLit citations: Q16].

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  • Marius Michels & Wilm Fecke & Jan‐Henning Feil & Oliver Musshoff & Frederike Lülfs‐Baden & Saskia Krone, 2020. "“Anytime, anyplace, anywhere”—A sample selection model of mobile internet adoption in german agriculture," Agribusiness, John Wiley & Sons, Ltd., vol. 36(2), pages 192-207, April.
    • Handle: RePEc:wly:agribz:v:36:y:2020:i:2:p:192-207
    DOI: 10.1002/agr.21635
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    1. Briggeman, Brian C. & Whitacre, Brian E., 2010. "Farming and the Internet: Reasons for Non-Use," Agricultural and Resource Economics Review, Cambridge University Press, vol. 39(3), pages 571-584, October.
    2. Prieger, James E., 2013. "The broadband digital divide and the economic benefits of mobile broadband for rural areas," Telecommunications Policy, Elsevier, vol. 37(6), pages 483-502.
    3. Cheryl R. Doss & Michael L. Morris, 2000. "How does gender affect the adoption of agricultural innovations?," Agricultural Economics, International Association of Agricultural Economists, vol. 25(1), pages 27-39, June.
    4. Smith, Aaron D. & Goe, W. Richard & Kemey, Martin & Morrison Paul, Catherine J., 2004. "Computer and Internet Use by Great Plains Farmers," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 29(3), pages 1-20, December.
    5. Morrison, Pamela D. & Roberts, John H. & Midgley, David F., 2004. "The nature of lead users and measurement of leading edge status," Research Policy, Elsevier, vol. 33(2), pages 351-362, March.
    6. Van de Ven, Wynand P. M. M. & Van Praag, Bernard M. S., 1981. "The demand for deductibles in private health insurance : A probit model with sample selection," Journal of Econometrics, Elsevier, vol. 17(2), pages 229-252, November.
    7. Rose, David C. & Sutherland, William J. & Parker, Caroline & Lobley, Matt & Winter, Michael & Morris, Carol & Twining, Susan & Ffoulkes, Charles & Amano, Tatsuya & Dicks, Lynn V., 2016. "Decision support tools for agriculture: Towards effective design and delivery," Agricultural Systems, Elsevier, vol. 149(C), pages 165-174.
    8. Ritu Agarwal & Jayesh Prasad, 1998. "A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology," Information Systems Research, INFORMS, vol. 9(2), pages 204-215, June.
    9. Gerpott, Torsten J. & Thomas, Sandra, 2014. "Empirical research on mobile Internet usage: A meta-analysis of the literature," Telecommunications Policy, Elsevier, vol. 38(3), pages 291-310.
    10. Jeffcoat, Chris & Davis, Alison F. & Hu, Wuyang, 2012. "Willingness to Pay for Broadband Access by Kentucky Farmers," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 44(3), pages 1-12, August.
    11. Adamides, George & Stylianou, Andreas & Kosmas, Petros C. & Apostolopoulos, Constantinos D., 2013. "Factors Affecting PC and Internet Usage by the Rural Population of Cyprus," Agricultural Economics Review, Greek Association of Agricultural Economists, vol. 14(1), pages 1-21.
    12. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    13. Fecke, Wilm & Danne, Michael & Mußhoff, Oliver, 2018. "Online-Einkauf von Pflanzenschutzmitteln: Ein Discrete Choice Experiment mit landwirtschaftlichen Unternehmern in Deutschland," DARE Discussion Papers 1811, Georg-August University of Göttingen, Department of Agricultural Economics and Rural Development (DARE).
    14. Bertschek, Irene & Niebel, Thomas, 2016. "Mobile and more productive? Firm-level evidence on the productivity effects of mobile internet use," Telecommunications Policy, Elsevier, vol. 40(9), pages 888-898.
    15. Mishra, Ashok K. & Williams, Robert P. & Detre, Joshua D., 2009. "Internet Access and Internet Purchasing Patterns of Farm Households," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 38(2), pages 1-18, October.
    16. Lorin M. Hitt, 1999. "Information Technology and Firm Boundaries: Evidence from Panel Data," Information Systems Research, INFORMS, vol. 10(2), pages 134-149, June.
    17. Mishra, Ashok K. & Williams, Robert P., 2006. "Internet Access and Use by Farm Households," 2006 Annual meeting, July 23-26, Long Beach, CA 21106, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    18. Hirschman, Elizabeth C, 1980. "Innovativeness, Novelty Seeking, and Consumer Creativity," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 7(3), pages 283-295, December.
    19. Mishra, Ashok K. & Park, Timothy A., 2005. "An Empirical Analysis of Internet Use by U.S. Farmers," Agricultural and Resource Economics Review, Cambridge University Press, vol. 34(2), pages 253-264, October.
    20. Venkatesh, Viswanath & Morris, Michael G. & Ackerman, Phillip L., 2000. "A Longitudinal Field Investigation of Gender Differences in Individual Technology Adoption Decision-Making Processes," Organizational Behavior and Human Decision Processes, Elsevier, vol. 83(1), pages 33-60, September.
    21. Amponsah, William A., 1995. "Computer Adoption And Use Of Information Services By North Carolina Commercial Farmers," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 27(2), pages 1-12, December.
    22. Gregory A. Baker, 1992. "Computer Adoption and Use by New Mexico Nonfarm Agribusinesses," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 74(3), pages 737-744.
    23. Amponsah, William A., 1995. "Computer Adoption and Use of Information Services by North Carolina Commercial Farmers," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 27(2), pages 565-576, December.
    24. Berry, Charles H, 1971. "Corporate Growth and Diversification," Journal of Law and Economics, University of Chicago Press, vol. 14(2), pages 371-384, October.
    25. Srinuan, Chalita & Srinuan, Pratompong & Bohlin, Erik, 2011. "An analysis of mobile internet service in Thailand: Implications for bridging digital divide," 8th ITS Asia-Pacific Regional Conference, Taipei 2011: Convergence in the Digital Age 52326, International Telecommunications Society (ITS).
    26. Jenny C. Aker & Ishita Ghosh & Jenna Burrell, 2016. "The promise (and pitfalls) of ICT for agriculture initiatives," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 35-48, November.
    27. Sartori, Anne E., 2003. "An Estimator for Some Binary-Outcome Selection Models Without Exclusion Restrictions," Political Analysis, Cambridge University Press, vol. 11(2), pages 111-138, April.
    28. Ozgur Dedehayir & Roland J. Ortt & Carla Riverola & Francesc Miralles, 2017. "Innovators And Early Adopters In The Diffusion Of Innovations: A Literature Review," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 21(08), pages 1-27, December.
    29. Gerpott, Torsten J. & Thomas, Sandra & Weichert, Michael, 2013. "Characteristics and mobile Internet use intensity of consumers with different types of advanced handsets: An exploratory empirical study of iPhone, Android and other web-enabled mobile users in German," Telecommunications Policy, Elsevier, vol. 37(4), pages 357-371.
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    2. Michels, Marius & Musshoff, Oliver, 2021. "Timing of Smartphone Adoption in Agriculture: A Tobit Regression Analysis," 2021 Conference, August 17-31, 2021, Virtual 315358, International Association of Agricultural Economists.
    3. Marie-Hélène Felt & Angelika Welte & Katrina Talavera, 2024. "Untapped Potential: Mobile Device Ownership and Mobile Payments in Canada," Staff Working Papers 24-25, Bank of Canada.
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