Drivers of countryside change Module 14 final report
















 

by
R.H. Haines-Young & Sandra McNally
Contact: Roy Haines-Young (Roy.Haines-young@nottingham.ac.uk). University of Nottingham, Department of Geography, University Park, Nottingham, NG7 2RD


Contents

Appendix 1 - PDF, 106 Kb

Rural Sustainability and Countryside Change, Susanne Seymour, University of Nottingham

Appendix 2 - PDF, 50 Kb

Incorporation of data from Processes Study into CS2000 Database, Matt Lobley and Clive Potter, Imperial College, Wye

Appendix 3 - PDF, 53 Kb

Review of Processes Study in the Context of CS2000, Matt Lobley and Clive Potter, Imperial College, Wye

Appendix 4 - PDF, 194 Kb

Review of Key Trends in Agriculture, Michael Winter (CCRU) and Graham Smith (RAC)

Appendix 5 - PDF, 72 Kb

Agricultural Trends and the FBS: Measuring Changes in Performance and Intensity: Sandra McNally, CEH

Appendix 6 - PDF, 171 Kb

Analysis of MAFF June Census Data at Local Authority Level for England and Wales (1988-1997), Caroline Kiddle, University of Cambridge

Appendix 7 - PDF, 21 Kb

Drivers of forestry change in the 1990s, Charles Watkins, University of Nottingham

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Executive Summary

Introduction

  1. An understanding of the drivers of countryside change is essential if we are to interpret the growing body of information that is becoming available about the rural environment. In this study we focus on Countryside Survey 2000 (CS2000), and explore what it can contribute to our understanding of the social and economic factors that have influenced the character of the wider countryside during the 1990s. We also look to the future and ask what kinds of data and analysis might be relevant for understanding current trends and policy directions.

  2. This work has been commissioned at a time when the data collection phase of CS2000 has been completed. These data are now being analysed and the first results of the survey will be published in November 2000. This project seeks to assist and extend these activities.

  3. The specific aims of the project are to:
  1. i Support the presentation of the first outputs from Countryside Survey 2000 with a detailed review and analysis of the social, economic and policy drivers relevant to understanding the patterns of change detected since the earlier surveys; and,

  2. ii Shape DETR's long term research strategy in relation to the social, economic and policy drivers of countryside change, so that more effective and integrated policies for achieving sustainable development can be achieved.
  1. As these aims indicate, the initial focus of the work is on the immediate outputs from CS2000. However, as recommended in the CS2000 Scoping Study, work such as this is needed to look at Countryside Survey in the wider context of countryside policy. In order to realise the value of these data we need to understand not only what they can tell us directly, but also how we can link them to other sources of information to gain a wider view of changes in rural areas.

Work Programme

  1. This study is made up of three substantive modules. The first concerns the general issues of Rural Change and Sustainability. This element of the work develops a conceptual framework in which the general socio-economic trends and pressures in rural areas can be understood. The outputs provide information on the changing policy context in which the outputs of CS2000 must be set, and make recommendations on how these data can be used in relation to DETR's broader research needs.

  2. The other two modules, which focus on agriculture and forestry, have been designed to examine some of the general themes covered in the first module in greater depth. By reviewing changes in each of these sectors the work explores how we might pick up the consequences of these drivers in the outputs from CS2000. In the long term, the goal is to focus on how other research or other data on agriculture and forestry can be used alongside CS2000 to develop and broaden its policy relevance.

  3. The scope of this study was confined to the agriculture and forestry because of the limited time available for this work. Although these two drivers are amongst the most important in terms of understanding countryside change, it must be recognised that there are other issues that also need to be considered in the long term. The relationship between socio-economic and policy processes and changing pollution loads on terrestrial habitats and freshwater ecosystems, for example, must be an important area of future work.

  4. In order to test the robustness of our findings, we presented the results of our reviews and some of our initial ideas for further work at a seminar attended by policy advisors, researchers and academics. They were invited on the basis of their interest in the socio-economic and policy issues that are relevant to understanding countryside change. Their comments and ideas have helped to shape the outcome of this study.

Rural Sustainability and Countryside Change

  1. A key policy driver to emerge during the 1990s has been that of sustainability. This study traces the uptake and development of the concept at both EU and UK levels during the last decade. The analysis suggests that while the concept has been a major factor shaping environmental and other economic and social policies that are relevant to the countryside, the extent to which the concept has resulted in major changes in character of our rural areas is more limited. In the context of this study, the degree to which such policies have impacted on patterns of land cover and the stock and quality of habitats in the wider countryside is unclear. A major factor was that many of the institutional changes that arose in relation to the sustainability debate took place too late in the decade for any widespread effects to be detectable.

  2. Our review suggests, however, that with the evolution of more holistic, socially based thinking about rural sustainability, and the development of new institutional structures within the UK, there is a need to broaden our approach to monitoring countryside change. While CS2000 currently provides an insight into ecological change, we suggest that in the future such work must be better integrated with other sources of information about the structure and dynamics of rural communities if we are to gain an understanding of the broader drivers of change.

  3. The review of rural sustainability and countryside change traces several key, inter-linked developments that suggest that we need to rethink the role of studies such as CS2000:
  • A shift away from a paradigm in which policies towards farming are seen the main vehicle for rural development, to one in which the countryside is seen as a 'rural as opposed to an agricultural space'.

  • Growing emphasis on the importance of 'locality', and recognition of the need to target specific problems in specific areas rather than focusing effort on individual sectors.

  • The need to promote bottom-up, community-based, voluntary approaches to rural development, rather than the imposition of 'solutions' from outside.
  1. Detailed consideration of how the impact of policies towards agriculture and forestry can be explored using CS2000 data are considered separately in later sections of this Report. In the context of testing more general ideas about rural development using these data the specific recommendation that arose from the review of rural sustainability was that a much better understanding of the rural context of the individual CS2000 survey squares is required.

  2. If we are to gain an insight into the causes of change recorded by CS2000 and any future surveys of its kind, then we need to understand the position of the survey squares in both 'environmental' and 'rural' space. It is suggested, therefore, that further work is needed to characterise the survey squares in relation to different dimensions of rurality.

  3. Such work would potentially enable CS2000 data to be stratified in ways other than that involving the Land Class System, so that the character and dynamics of the landscape mosaic could be described in relation to a wide range of models of rural development. It is suggested that social and demographic information about the local area in which the sample square occurs could be used for this work.

  4. The availability of the 2001 Census will provide an important opportunity for a long-term study of social and demographic change to be made. Earlier census information can be used to characterise change up to 1990. The work could also draw upon other rural information, such as DETRs Land Use Change Statistics in England, to characterise the dynamics of the land cover in and around the survey squares.

  5. The CS field survey squares were selected in relation to an environmental stratification of GB and so they may not be representative of the range of social and economic conditions associated with the wider countryside. Such work will however, place the survey data in context and enable the relationships between environmental change and these other drivers to be better understood. It may also enable new indicators of sustainability to be developed.

  6. It is further recommended that such work is developed in relation to any follow-up socio-economic survey of farm enterprises within the survey squares (see below) so that a more complete picture can be established of the rural community and its economy in the areas covered by Countryside Survey.

Agriculture as a Driver of Countryside Change

  1. The work within this project that focused on agriculture as a driver of countryside change consisted of a number of elements, namely:
  1. To include all the primary data collected during the Processes of Countryside Change Study in the CS2000 database;

  2. To review Processes of Countryside Change Study and the possibilities for further analysing these data in the context of CS2000.

  3. To review the changing structure of agriculture 1990-98 and the possible impacts on the stock and condition of the different land cover and habitat types in the wider countryside;

  4. To review the use of MAFF June Census at the Local Authority and District level and Farm Business Survey (FBS) data, and consider how they might help with the detailed interpretation of CS2000 results; and,

  5. To develop recommendations in relation to the agricultural driver, both in the context of CS2000 and DETR's wider research programme.
  1. Following the recommendations of the CS2000 Scoping Study, it was proposed that the data acquired by Potter and Lobley (1996), as part of their Processes of Countryside Change Study, be integrated with other information being brought together in the CS2000 database, and that CEH become their custodians. We considered such work to be important because it provided the basis for further analysis of the survey data collected in 1998. The data from Potter and Lobley's survey are now part of the CS2000 database.

  2. In order to develop a programme for further work in relation to the agricultural driver, analyses of information from the June Census and Farm Business Survey (FBS) were made. This work formed the basis of our recommendations in this area.

  3. Some commentators have described the general changes that occurred in the structure of British agriculture during the 1980s as one of geographical 'polarisation'. Although the term is often used imprecisely, it involves the idea that we observed during this period the increasing regional specialisation of farming activities. In part the process was manifested by reduction in area and number of mixed farms and the increasing dominance of intensive arable farming in those areas of the east and south east of England, where the economic returns from such activities were most profitable. The structure of farming in such areas is contrasted with that of the west and north, where mixed farming gave way to more exclusively pasture-based systems. We asked: To what extent has such polarisation been maintained and continued during the 1990s?

  4. In the analysis presented it is argued that the pattern of spatial differentiation of farming activities has been maintained, but the processes of polarisation that typified the 1980s had been overlain in England1 at least, by those of :
  • Consolidation, that is the tendency towards fewer, larger farms.

  • Specialisation, that is the tendency for farms to concentrate on a narrower range of activities so that labour requirements and other inputs may be easier to predict and control.

  • Diversification, that is the tendency for farm enterprises to develop other sources of income from on-farm, non-agricultural activities and off-farm sources.
  1. It is suggested that although these changes indicate some restructuring in the agricultural industry, there is little evidence that they have been associated with any significant lessening in management intensity. Indeed, there are some signs that the consolidation and specialisation processes have combined to concentrate such management pressures in some areas, despite the development of policies to encourage better environmental practice in farming.

  2. The material we present in this report provides useful contextual information in which the initial results of CS2000 can be reported. Table 1 sets out our recommendations for further more detailed analysis that can be made in relation to this important driver of countryside change. These recommendations allow the hypotheses about the processes of 'polarisation', 'consolidation', 'specialisation', 'diversification', 'management intensity' and 'environmental practice' to be tested more rigorously and their environmental consequences explored in detail using data from CS2000.

  3. The Table identifies work that could be undertaken in the short-term, that is once CS2000 have been launched in November 2000. We recommend that such work be taken forward as part of any post-launch research programme, such as that which followed CS1990.

  4. Table 1 also identified work of a more long-term nature. Our review, and feedback from the workshop held to comment on the outputs from this study suggests that there is considerable justification and support for a socio-economic survey within the CS2000 sample squares. This work would clearly build on Potter and Lobley's Processes of Countryside Change Study. However, we recommend that its scope be extended to include a wider range of factors affecting rural areas. In Table 1 we describe only those issues related to agriculture. In the next section we consider how such a survey could be developed to take better account of forestry.
Table 1: Summary of recommendations for further work on analysis of agricultural drivers using CS2000 data.
Process or driver

Recommended analysis

June Census/FBS/other CS2000 'short term' CS2000 'long term'
Consolidation: What effects does the trend towards fewer, larger farms have for the environment? Extend analysis of district level June Census data (1988-97) for holding number, size and mean size to Wales and Scotland. Determine loss of farm area to non-agricultural cover types by SSR2, PCC3 typology and CSEZ4

To what extent do patterns of loss of agricultural land recorded by CS2000 match June Census data?

What geographical contrasts exist in the conversion of agricultural land to other uses?

Use follow-up to PCC3 to determine extent of consolidation by PCC typology.

What is the relationship between of quantitative and qualitative cover change to consolidation process?

How do patterns of land cover change relate to changing patterns of ownership or tenancy?

Extend analysis of district level June Census data (1988-97) for labour inputs and use of contractors to Wales and Scotland. Refine FBS analysis for labour inputs.   Use follow-up to PCC to determine extent of changing labour inputs and use of contractors by PCC typology.

Is there any relationship between cover change and changing labour inputs on farms by region and zone?

Polarisation and Specialisation:To what extent are the regional/zonal patterns in farming observed during the 1980s being maintained and what are the environmental consequences? Extend analysis of district level June Census data to cover both Scotland and Wales and the period 1984-90 in each country.

Are regional/zonal contrasts in farm structure being maintained, reducing or increasing in 1990s?

The analysis in the shifts between major agricultural cover types and changes in diversity of cover and vegetation types within the farmed landscape by SSR and CSEZ using CS1990 and CS2000. 

Is the structure of the farmed landscape becoming more or less similar between regions and CSEZ post 1990?

How does environmental stock change by 1993 PCC typology?

Use follow-up to PCC to determine extent of changes in structure of farm enterprise in relation to EC Farm Type and PCC typology.

Are regional and zonal contrasts maintained or increasing?

To what extent are farm enterprises becoming more specialised in terms of the range of activities?

How do changes in farm structure relate to 1993 PCC farm types?

Diversification Analysis of recent census data on diversification by SSR and CSEZ. Extend analysis of 'local economy' by using data such as EC Farm Structures Survey, Annual Employment Survey, Labour Force Survey, and ONS classification of local authority districts.   Use follow-up to PCC to determine extent of off-farm diversification by PCC typology and EU Farm Type.

How have different types of enterprise responded to changed economic circumstances via diversification? What role does off-farm income have in triggering/preventing land cover change?

What is the impact of part-time working on levels of 'environmental management'?

Management intensity

Fertiliser and pesticides



Extend FBS analysis of fertiliser and pesticide inputs using other data sources (e.g. Survey of Fertiliser Use). Attempt regional disaggregation and use levels by farm type


Expectation: little change in impacts of fertiliser and pesticide use.

Analysis of the relationship between changes in relevant IBDs within the farmed landscape by SSR and CSEZ.

Extend CS2000 IBD system to formally include measures of biological condition of freshwaters. Disaggregate by SSR and CSEZ to examine response in relation to character of farmed landscape.



Use follow-up to PCC to determine changing use of fertilisers and pesticides.
Grazing intensity   Expectation: Little overall change, but developing regional contrasts.

Analysis of the relationship between changes in relevant IBD scores by SSR, CSEZ and especially LFA/non-LFA areas.

Use follow-up to PCC to examine changes in intensity of pasture management
Other aspects of farm management There are other aspects of farm management not captured by JC and FBS - direct analysis using CS2000? Extend CS2000 system of IBDs to develop composite agricultural intensification index; disaggregate by SSR and CSEZ. Index should include information on level and quality of environmental stock. Use PCC follow-up to assess how farm types have responded generally to economic changes via intensification of on-farm operations.
Environmental practice/policy Extend regional analysis JC data for LFA/non-LFA districts to include ESA/non-ESA districts. Comparison of stock and quality change in 'policy-on' vs 'policy off' situations. Will require access to MAFF Countryside Stewardship and ESA monitoring data. Exploitation of CS2000 as contextual data for agri-environmental monitoring Use PCC follow-up to look at take up of environmental advice/information, levels of environmental awareness and response agri-environmental schemes by farm types.
  Use CS2000 results to define environmental potential and/or targets for farmed landscape. Use PCC follow-up to develop 'sustainability profiles' of farm managers and farm enterprises and relationships between profiles and 1993 PCC farm typology and change 1990-98.

 Forestry as a Driver of Countryside Change

  1. Throughout the 1990s it was the policy of successive governments to support the extension of the woodland area. The initial aim was to afforest 33,000 ha a year, including 12,000 ha a year under the Farm Woodland Scheme. These have been expressed in terms of longer-term targets by the subsequent Rural White Papers.

  2. An important driver of this policy shift was the problem of surplus agricultural land in Europe. The 2nd Report of the Agriculture Committee of the House of Commons reported that there could be anything from one million to five million hectares of surplus agricultural land by 2015 (House of Commons 1990). It went on to suggest that "the most significant alternative land use in the next twenty years is likely to be forestry" and that there was now "the scope, if not the necessity, for a far greater emphasis on the role of woodlands and forestry in the process of rural development" (House of Commons 1990 xv). The process of change is, however, likely to vary regionally with, for example, conversion in Wales being limited by the need to retain the small area of high quality agricultural land found here.

  3. These ideas about the perceived surplus of agricultural land meant that one of the principal locational factors affecting forestry throughout the twentieth century, that afforestation should only take place on 'unimproved land' of low agricultural value, was no longer of paramount importance. This change underlay many of the detailed policy changes that took place through the 1990s.

Table 2: Expected trends and potential analyses using CS2000 for the forestry driver

Woodland type & context Expected trend CS2000 analysis
Coniferous afforestation of semi-natural habitat This declined through the 1990’s. There were considerable regional variations with most taking place in upland Scotland and to a lesser extent, Wales. Virtually non-existent in upland England. Negligible in the lowlands on heaths and semi-natural grassland. Particular attention should be paid to measuring the success of policies designed to encourage native Scottish pine woodland. Change in stock of Coniferous Broad Habitat by country unit and CS environmental zone. Use CS2000 flow accounts to identify types of land on which afforestation has occurred.
Coniferous afforestation of ‘improved’ habitat Although policies were designed to encourage this type of afforestation, relatively little took place in the decade because the level of grants did not outweigh the decline in the capital value of farmland upon planting. Small patches of this afforestation occurred in the lowlands. There may be a concentration in areas designated as Community Forests.
Broadleaved/mixed afforestation of semi-natural habitat There may well have been an increase in this type of afforestation in response to special schemes designed to encourage the establishment of native mixtures of broadleaves, such as upland birch woodlands in Scotland. Many new small farm woods may have been established on remaining fragments of semi-natural grassland. Change in stock of Broad-leaved Mixed and Yew Woodland Broad Habitat by country unit and CS environmental zone. Use CS2000 flow accounts to identify types of land on which afforestation has occurred.
Broadleaved/mixed afforestation of ‘improved’ habitat If policies have been successful, one would expect a considerable increase in the establishment of new broadleaved mixed woodland on improved land. This is likely to consist of many new small farm woodlands, used primarily for game or landscape purposes. These may well be concentrated in areas where game shooting is particularly important (i.e. parts of East Anglia; Gloucestershire). There may also be concentrations in specially designated areas such as Community Forests and the National Forest.
Natural regeneration of woodland on semi-natural habitat This will occur in relatively small patches across the UK. It is particularly likely on ungrazed, steeply sloping valley sides in the uplands of Scotland, Wales and northern England; on lowland ungrazed heaths and commons; and on ungrazed patches of semi-natural grassland such as steep slopes in the Downs and Cotswolds. Separate analysis of shrub category within Broad-leaved Broad Habitat by country unit and CS environmental zone. Use CS2000 flow accounts to identify types of land on which regeneration has occurred.
Natural regeneration of woodland on ‘improved’ habitat Generally very small-scale. There will be a tendency for some areas of managed natural regeneration to be found adjoining existing semi-natural woodland if policies designed to increase the size of such woods are working.
Loss of woodland to improved agriculture This is likely to be rare in England, with the conversion of woodland to arable land virtually halted. It is most likely to take place in heavily grazed parts of the uplands. Use flow accounts to identify types of land on which deforestation has occurred.
Loss of woodland to semi natural habitat his will have taken place frequently, but usually on a small scale. It is most likely to occur where there are specific conservation schemes to remove plantations and natural regeneration in order to restore lowland heaths, chalk grassland, sand dunes and other valued habitats.
Woods showing little change Many areas of woodland will show little change over the decade. This may be because of the stage in the rotation, i.e. even-aged plantations may show little discernible change from pole stage onwards until perhaps a major thinning. Some mixed broadleaved woods that are carefully managed under say a continuous cover system, will show little change even though valuable timber may have been removed. Other woods may show no change because they are unmanaged. With the move to more subtle forms of woodland management there is a strong likelihood that woods which are managed, but which show no discernible change, will be increasing in number. Analysis of CS2000 Indicators of Biodiversity for woodland broad-habitat, with linked analysis to structural information provided by NIWT.
Conversion of coniferous woodland to broadleaved woodland This should be taking place on a fairly extensive scale as formerly mixed plantations made up to the 1970’s have their coniferous element removed. This is particularly likely on woods on traditional landed estates where mixed plantations have been very popular. It will also take place in mixed plantations made on ancient woodland sites. Use flow accounts to identify pattern of exchange of stock between Broad-leaved and Conifer Broad Habitats. Change in frequency of CVS classes.
Conversion of broadleaved/ mixed woodland to coniferous woodland This should be a rare occurrence especially in England. It is most likely to take place in larger upland plantations where extensive restructuring is taking place at the end of the first rotation.
  1. In the 1980s there had been there had been a resurgence of interest in the management of broadleaved woodland. This renewed interest continued through the 1990s, which moreover saw an increased emphasis on the management of all types of woodland in the interests of nature conservation, landscape, recreation, shooting and the provision of public access. The shift in aims of management reflected changing demands of the public and was reinforced by a range of new and modified policies introduced by the Forestry Commission, English Nature, the Countryside Commission and their successor organisations. This shift has affected, to differing degrees, all types of woodland owner from large commercial forestry concerns through to the owners of small woodlands.

  2. The physical manifestations of this general shift in management aims included subtle changes to the size and shape of individual woodland stands; changes in the mixtures of species established; changes in establishment techniques, with a move away from plantations towards the use of natural regeneration; and changes in thinning regimes. We consider that several of these changes could be explored using CS2000 data, and in Table 2 we set out our recommendations for further work using these data.

  3. In addition to the analytical opportunities set out in Table 2, we also recommended that the analysis of CS2000 data be undertaken in conjunction with the analysis of the Forestry Commission's National Inventory of Woodland Trees (NIWT). The latter is a particularly useful source of information on the structural properties of woodland and their use, which can be used alongside CS2000 to make a more complete analysis of the qualitative characteristics of the woodlands at national and regional scales.

  4. Finally, we considered how the analysis of woodland characteristics within the CS sample squares might be improved. It was noted that over the decade there has been a marked trend for woodland ownership to become increasingly distinct from farm ownership. More woodland areas are in the possession of specialist organisations such as the Woodland Trust, wildlife and other conservation trusts, as well as small private owners. It was recommended therefore that, if a follow up study to the Processes of Countryside Change study is undertaken, then its scope should be extended to include interviews with all woodland owners in a survey square, as well as farmers. This would enable changes within farm woodlands to be separated from those taking place in other types of woodland, and a better understanding of the factors shaping woodlands to be developed.

Next Steps

  1. Countryside Survey 2000 has not been designed to look explicitly at the causes of change. Rather, its purpose is to describe change in terms of a large number of important ecological features associated with the wider countryside. The survey data can, nevertheless, give us some important insights into some of the drivers of change, particularly where it can be combined with other information.

  2. This study focused mainly on socio-economic and policy issues relevant to the agricultural and forestry sectors. Although other types of driver have to be considered, it is clear that even taking these two areas alone, there is scope for further, more detailed analysis of CS2000 information.

  3. In the short term it would be valuable to explore how the key trends in agriculture and forestry agricultural and forestry that occurred during the 1990s are picked up in the results of CS2000. The extent to which one may make a 'read-across' with other information sources such as the June Census, the Farm Business Study and the National Woodland Inventory, for example, would clearly be helpful for the CS2000 user community. Not only would such work inform users about the types of change detected by the Survey. It would also help us define a wider range of indicators that could be used to describe the condition of the wider countryside that would be useful for policy purposes. We recommend that such work can be taken forward in the short to medium term, once CS2000 has been launched in November 2000.

  4. In the longer term it is also clear that there is a strong justification for undertaking a follow-up to the socio-economic survey carried out in the CS sample squares in 1993. Although an important element would be to collect information about the farm enterprises within the survey squares, we have argued that any further work should taken in a wider range of issues that those affecting agriculture. We recommend that all types landowners and managers are interviewed. The goal should be to build up a much better understanding of the rural context of the CS sample squares, and hence the socio-economic and policy factors likely to shape change within them.

  5. CS2000 is the fourth of its kind. With each successive survey the scope of the work programme has been enlarged and its concepts refined, to ensure that the outputs are relevant to current science and policy needs. This study has shown that the framework in which we seek to understand countryside change is evolving rapidly. Previous Countryside Surveys have been based on a rigorous understanding of the environmental setting in which the survey data have been collected. As we look to the future, it is clear that we also need to understand more completely the social and economic situation in which that change is occurring.

  6. Agriculture and forestry will remain important drivers of countryside change. Current trends suggest, however, that many other factors, including the growth of rural industry, social and demographic change, and the relationship between town and country, will control the stock and quality of the habitats and associated landscape features that make up the wider countryside. This study, and the work we suggest should follow from it, will provide the foundation for helping us define our future monitoring needs. Ultimately, it may help us gain a better insight into the environmental consequences of these other, important socio-economic drivers of countryside change.

1 Because of the limited time available for this desk study, analysis was confined to June Census and FBS data for England, because the former were available at a disaggregated, district level from another project. National level information about Scotland and Wales was included, where relevant. Clearly, the detailed regional analysis provided for England could be extended to these other country units in any follow-up work.

2 SSR= Standard Statistical Region

3 PCC=Processes of Countryside Change Study; PCC Typology = Typology of farmers defined by Potter and Lobley (1996).

4 CSEZ = Countryside Survey 2000 environmental zone.

5 Categorisation of  farm types used in June Census and FBS