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Uncertainty and investment in precision agriculture - Is it worth the money?

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  • Tozer, Peter R.

Abstract

Irreversibility and uncertainty render the standard capital budgeting techniques such as net present value (NPV) analysis insufficient as a decision criterion. The standard NPV underestimates the value of the investment by not including the value of waiting for new information to reduce the uncertainty of the cashflows generated by the investment. An alternative to NPV analysis is real options. In this study, we apply real options analysis to an investment decision for a grain producer in Western Australia. The investment choice is to either purchase machinery suitable for undertaking controlled traffic precision agriculture or acquire a conventional system and reduce sowing time. The results of the analysis suggest that the required rates of return for the two investment alternatives need to be approximately 96-156% higher than the rates of return used in the standard NPV analysis. These higher rates of return are required to compensate for the uncertainty inherent in the cropping systems of the farm. Also, in most cases, even though the variable costs of operating the precision agriculture system were higher, due to smaller operating widths, the additional returns generated by managing zones individually outweighed these additional costs. Further analysis also shows that the relative size of management zones has a marked effect on the returns generated and that it is possible to increase returns by taking out marginally productive zones.

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  • Tozer, Peter R., 2009. "Uncertainty and investment in precision agriculture - Is it worth the money?," Agricultural Systems, Elsevier, vol. 100(1-3), pages 80-87, April.
  • Handle: RePEc:eee:agisys:v:100:y:2009:i:1-3:p:80-87
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    1. Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," The Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
    2. Tozer, Peter R., 2005. "Depreciation Rates for Australian Tractors and Headers - Is Machinery Depreciation a Fixed or Variable Cost?," 2005 Conference (49th), February 9-11, 2005, Coff's Harbour, Australia 137951, Australian Agricultural and Resource Economics Society.
    3. Pampolino, M.F. & Manguiat, I.J. & Ramanathan, S. & Gines, H.C. & Tan, P.S. & Chi, T.T.N. & Rajendran, R. & Buresh, R.J., 2007. "Environmental impact and economic benefits of site-specific nutrient management (SSNM) in irrigated rice systems," Agricultural Systems, Elsevier, vol. 93(1-3), pages 1-24, March.
    4. Lowenberg-DeBoer, J., 1999. "Risk Management Potential of Precision Farming Technologies," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 31(2), pages 275-285, August.
    5. Pringle, M. J. & McBratney, A. B. & Whelan, B. M. & Taylor, J. A., 2003. "A preliminary approach to assessing the opportunity for site-specific crop management in a field, using yield monitor data," Agricultural Systems, Elsevier, vol. 76(1), pages 273-292, April.
    6. Link, Johanna & Graeff, Simone & Batchelor, William David & Claupein, Wilhelm, 2006. "Evaluating the economic and environmental impact of environmental compensation payment policy under uniform and variable-rate nitrogen management," Agricultural Systems, Elsevier, vol. 91(1-2), pages 135-153, November.
    7. Sadler, E. J. & Gerwig, B. K. & Evans, D. E. & Busscher, W. J. & Bauer, P. J., 2000. "Site-specific modeling of corn yield in the SE coastal plain," Agricultural Systems, Elsevier, vol. 64(3), pages 189-207, June.
    8. Babcock, Bruce A. & Pautsch, Gregory R., 1998. "Moving From Uniform To Variable Fertilizer Rates On Iowa Corn: Effects On Rates And Returns," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 23(2), pages 1-16, December.
    9. Khanna, Madhu & Isik, Murat & Winter-Nelson, Alex, 2000. "Investment in site-specific crop management under uncertainty: implications for nitrogen pollution control and environmental policy," Agricultural Economics, Blackwell, vol. 24(1), pages 9-21, December.
    10. Avinash K. Dixit & Robert S. Pindyck, 1994. "Investment under Uncertainty," Economics Books, Princeton University Press, edition 1, number 5474.
    11. Avinash Dixit, 1992. "Investment and Hysteresis," Journal of Economic Perspectives, American Economic Association, vol. 6(1), pages 107-132, Winter.
    12. Murat Isik, 2006. "Implications of alternative stochastic processes for investment in agricultural technologies," Applied Economics Letters, Taylor & Francis Journals, vol. 13(1), pages 21-27.
    13. Lowenberg-DeBoer, James, 1999. "Risk Management Potential Of Precision Farming Technologies," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 31(2), pages 1-11, August.
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