On bias, precision and accuracy in wildlife aerial surveys
Jim Hone
+ Author Affiliations
- Author Affiliations
Institute for Applied Ecology, University of Canberra, Canberra, ACT 2601, Australia. Email: jim.hone@canberra.edu.au
Wildlife Research 35(4) 253-257 https://doi.org/10.1071/WR07144
Submitted: 14 September 2007 Accepted: 17 December 2007 Published: 27 June 2008
Abstract
Bias, precision and accuracy have been studied extensively in wildlife population estimation including aerial surveys. A review of the literature shows that the concepts of bias and precision are used broadly consistently. Aerial survey data from known populations of feral pig carcases and white-tailed deer show that few density estimates are unbiased and precise. Research is needed, however, to clarify how much bias and how much precision are enough for the various types of wildlife management activities. Accuracy is used in two closely related but different ways. One set of definitions of accuracy relates to deviations from the true value (bias) and the second set relates to squared deviations from the true value (bias and precision). The implications are that authors are encouraged to clearly state which definition of accuracy they use, or focus solely on bias and precision.
Acknowledgements
I thank Peter Fleming and John Tracey for the invitation to participate in the aerial survey symposium at the 2006 annual meeting of the Australasian Wildlife Management Society. I thank the University of Canberra for support, and D. Ramsey and D. Pederson for statistical advice. P. Caley, C. Krebs and D. Pederson provided useful comments on a draft manuscript.
References
Anderson, D. R. (2001). The need to get the basics right in wildlife field studies. Wildlife Society Bulletin 29, 1294–1297.
Bibby C. J., Burgess N. D., and Hill D. A. (1992). ‘Bird Census Techniques.’ (Academic Press: London.)
Brockett, B. H. (2002). Accuracy, bias and precision of helicopter-based counts of black rhinoceros in Pilanesberg National Park, South Africa. South African Journal of Wildlife Research 32, 121–136.
Burnham K. P., and Anderson D. R. (2002). ‘Model Selection and Multimodel Inference. A Practical Information-Theoretic Approach.’ 2nd edn. (Springer: Berlin.)
Caughley, G. (1974). Bias in aerial survey. Journal of Wildlife Management 38, 921–933.
| Crossref | GoogleScholarGoogle Scholar |
Caughley G. (1977b). ‘Analysis of Vertebrate Populations.’ (John Wiley & Sons: New York.)
Caughley G., and Sinclair A. R. E. (1994). ‘Wildlife Ecology and Management.’ (Blackwell: Oxford.)
Cochran W. G. (1953). ‘Sampling Techniques.’ (John Wiley & Sons: New York.)
Cochran W. G. (1963). ‘Sampling Techniques.’ 2nd edn. (John Wiley & Sons: New York.)
Cochran W. G. (1977). ‘Sampling Techniques.’ 3rd edn. (John Wiley & Sons: New York.)
Cox D. R. (2006). ‘Principles of Statistical Inference.’ (Cambridge University Press: Cambridge.)
Engeman, R. M. (2005). Indexing principles and a widely applicable paradigm for indexing animal populations. Wildlife Research 32, 203–210.
| Crossref | GoogleScholarGoogle Scholar |
Fewster R. M., and Buckland S. T. (2004). Assessment of distance sampling estimators. In ‘Advanced Distance Sampling’. (Eds S. T. Buckland, D. R. Anderson, K. P. Burnham, J. L. Laake, D. L. Borchers, and L. Thomas.) pp. 281–306. (Oxford University Press: Oxford.)
Ford E. D. (2000). ‘Scientific Method for Ecological Research.’ (Cambridge University Press: Cambridge.)
Garton E. O., Ratti J. T., and Giudice J. H. (2005). Research and experimental design. In ‘Techniques for Wildlife Investigations and Management’. 6th edn. (Ed. C. E. Braun.) pp. 43–71. (The Wildlife Society: Bethesda, MD.)
Greenwood J. J. D., and Robinson R. A. (2006). Principles of sampling. In ‘Ecological Census Techniques: A Handbook’. 2nd edn. (Ed. W. J. Sutherland.) pp. 11–86. (Cambridge University Press: Cambridge.)
Hone, J. (1988). A test of the accuracy of line and strip transect estimators in aerial survey. Australian Wildlife Research 15, 493–497.
| Crossref | GoogleScholarGoogle Scholar |
Krebs C. J. (1999). ‘Ecological Methodology.’ 2nd edn. (Addison Wesley Longman: Menlo Park, CA.)
Lancia R. A., Kendall W. L., Pollock K. H., and Nichols J. D. (2005). Estimating the number of animals in wildlife populations. In ‘Techniques for Wildlife Investigations and Management’. 6th edn. (Ed. C. E. Braun.) pp. 106–153. (The Wildlife Society: Bethesda, MD.)
Levy P. S., and Lemeshow S. (1999). ‘Sampling of Populations. Methods and Applications.’ 3rd edn. (John Wiley & Sons: New York.)
Manly B. F. J. (1992). ‘The Design and Analysis of Research Studies.’ (Cambridge University Press: Cambridge.)
McCallum H. (2000). ‘Population Parameters. Estimation for Ecological Models.’ (Blackwell Science: Oxford.)
Overton W. S., and Davis D. E. (1969). Estimating the numbers of animals in wildlife population. In ‘Wildlife Management Techniques’. 3rd edn (rev.). (Ed. R. H. Giles.) pp. 403–455. (The Wildlife Society: Washington.)
Pollock, K. H. , and Kendall, W. L. (1987). Visibility bias in aerial surveys: a review of estimation procedures. Journal of Wildlife Management 51, 502–510.
| Crossref | GoogleScholarGoogle Scholar |
Ratti J. T., and Garton E. O. (1994). Research and experimental design. In ‘Research and Management Techniques for Wildlife and Habitats’. 5th edn. (Ed. T. A. Bookhout.) pp. 1–23. (The Wildlife Society: Bethesda, MD.)
Seber G. A. F. (1982). ‘Estimation of Animal Abundance and Related Parameters.’ 2nd edn. (Charles Griffin & Company: London.)
Sinclair A. R. E., Fryxell J. M., and Caughley G. (2006). ‘Wildlife Ecology, Conservation and Management.’ 2nd edn. (Blackwell: Oxford.)
Sokal R. R., and Rohlf F. J. (1981). ‘Biometry.’ 2nd edn. (W.H. Freeman & Co.: New York.)
Stirrat, S. C. , Lawson, D. , Freeland, W. J. , and Morton, R. (2001). Monitoring Crocodylus porosus populations in the Northern Territory of Australia: a retrospective power analysis. Wildlife Research 28, 547–554.
| Crossref | GoogleScholarGoogle Scholar |
Underwood A. J. (1997). ‘Experiments in Ecology. Their Logical Design and Interpretation using Analysis of Variance.’ (Cambridge University Press: Cambridge.)
White G. C., Anderson D. R., Burnham K. P., and Otis D. L. (1982). ‘Capture–Recapture and Removal Methods for Sampling Closed Populations.’ (Los Alamos National Laboratory: Los Alamos, NM.)
White, G. C. , Bartmann, R. M. , Carpenter, L. H. , and Garrott, R. A. (1989). Evaluation of aerial line transects for estimating mule deer densities. Journal of Wildlife Management 53, 625–635.
| Crossref | GoogleScholarGoogle Scholar |
Williams B. K., Nichols J. D., and Conroy M. J. (2002). ‘Analysis and Management of Animal Populations.’ (Academic Press: New York.)
Zar J. H. (1999). ‘Biostatistical Analysis.’ 4th edn. (Prentice Hall International Inc.: London.)