Identifying management zones in agricultural fields using spatially constrained classification of soil and ancillary data

Site-specific management requires accurate knowledge of the spatial variation in a range of soil properties within fields. This involves considerable sampling effort, which is costly. Ancillary data, such as crop yield, elevation and apparent electrical conductivity (ECa) of the soil, can provide insight into the spatial variation of some soil properties. A multivariate classification with spatial constraint imposed by the variogram was used to classify data from two arable crop fields. The yield data comprised 5 years of crop yield, and the ancillary data 3 years of yield data, elevation and ECa. Information on soil chemical and physical properties was provided by intensive surveys of the soil. Multivariate variograms computed from these data were used to constrain sites spatially within classes to increase their contiguity. The constrained classifications resulted in coherent classes, and those based on the ancillary data were similar to those from the soil properties. The ancillary data seemed to identify areas in the field where the soil is reasonably homogeneous. The results of targeted sampling showed that these classes could be used as a basis for management and to guide future sampling of the soil.

Recurring themes in value management practice

This paper reports on a survey of 17 value management exercises recently carried out within the UK construction industry. Twelve leading value management practitioners were asked to describe an example of a value management study which ‘worked well’ and one which ‘did not work well’. They were further asked to explain the underlying factors which they considered had influenced the eventual outcome of the value management study. The subsequent analysis of the interview transcripts reveals six recurring themes which were held to have had a significant influence: expectations, implementation, participation, power, time constraint and uncertainty. Whilst caution is necessary in extracting the themes from their individual contexts, they do provide a valuable insight into the factors which influence the outcome of value management studies.