Copyright Sociological Research Online, 1996
The potential of this approach in the UK is demonstrated by an examination of patterns of social deprivation in 1991 Census data for 391 wards in the South West of England, using the Townsend, Jarman, Breadline Britain and the new DoE Local Conditions indices. Urban and rural patterns are demonstrated in inter-pair correlations between index scores, component variable values, and social class represented as SEGs. A factor analysis similarly shows distinct patterns for urban areas, small towns and rural areas. However, in all cases class, single-parent families, and children living in low- income households show the strongest associations with other deprivation indicators.
An explanation for the empirical findings may be found in two main strands of class analysis. First, following Weber, deprivation and occupational class both derive from market situations, but the reported deprivation patterns cannot be entirely explained in terms of class: other factors (such as life-cycle) need to be included. Second, while there is no clear evidence of residualization in the data, some aspects of consumption sector theory seem to be born out; for example, differential opportunities for access to consumption. In addition, it is suggested that the rural/urban differences raise issues for ameliorative policies, further demonstrating the potential for a closer integration of the social indicators approach into the techniques of sociological analysis.
...thieves and criminals of all kinds, living on the crumbs of society, people without a definite trade, vagabonds, gens sans feu et sans aveu.....discharged soldiers, discharged jailbirds, escaped galley slaves, swindlers, mountebanks, lazzaroni, pickpockets, tricksters, gamblers, maquereaus, brothel keepers, porters, literati, organ-grinders, ragpickers, knife grinders, tinkers, beggars....this scum, offal, refuse of all classes. (Marx, 1962: p. 295)
...overly economically deterministic, allowing little space for the power of human agency and political struggle in patterns of social change. (Burrows and Loader, 1994: p. 4).
...there are no sociological theories about society in general on which a structure of indicators can at present be based. (Moser, 1973: p. 137).
The only real solution to that problem is to compare the bottom 10% (or 20%) ... ranked by a criterion such as education or occupation. (1990: p. 397).
...occupation is basically a pragmatic guide to that person's social position and his or her likely command over resources, and as such has its limitations. It is only an approximate indicator of family living standards or social position (Townsend et al., 1992: p. 14).
Indicator | DoE (1983) | Townsend | Jarman | Carstairs | LWT | DoE, ILC (1994) |
---|---|---|---|---|---|---|
Census data | ||||||
Total unemployment rate | * | * | * | * | All levels | |
Male unemployment rate | * | |||||
Overcrowded households | * | * | * | * | All levels | |
Households lacking amenities | * | All levels | ||||
Not owner occupier households | * | * | ||||
No car households | * | * | * | All levels | ||
Low social class (4&5 or SEG 11) | * | * | * | |||
Lone parent households | * | * | * | |||
Lone pensioner households | * | * | ||||
Under 5s | * | |||||
Children in unsuitable accom. | All levels | |||||
Children in low earning h/h | All levels | |||||
Moving with previous year | * | |||||
Limiting long term illness | * | |||||
Born New Commonwealth | * | * | ||||
17 yr olds not in full time ed. | ward/district | |||||
Non-census data | ||||||
Standard mortality ratio | district | |||||
Long term unemployment | district | |||||
Income support recipients | district | |||||
House contents insurance | district | |||||
Low GCSE attainment | district | |||||
Derelict land | district | |||||
People can be said to be deprived if they lack the....conditions, activities and facilities which are customary, or at least widely encouraged and approved, in the society in which they belong.(1987: pp. 125- 6)
CHLOE | LONEPAR | CARPERH | NOTOO | OVERCR | PREMLTI | SMR | EDPART | QUALS | UNEMPL | LOCLASS | LOCLASSM | LOCLASSF | HICLASS | HICLASSM | HICLASSF | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CHLOE | 1.0000 | |||||||||||||||
LONEPAR | 0.8313 | 1.0000 | ||||||||||||||
CARPERH | -0.8181 | -0.5847 | 1.0000 | |||||||||||||
NOTOO | 0.8044 | 0.7760 | -0.8269 | 1.0000 | ||||||||||||
OVERCR | 0.8162 | 0.7593 | - 0.7557 | 0.8383 | 1.0000 | |||||||||||
PREMLTI | 0.8120 | 0.6005 | -0.7496 | 0.7516 | 0.6261 | 1.0000 | ||||||||||
SMR | 0.7354 | 0.6258 | -0.8475 | 0.8306 | 0.7605 | 0.7133 | 1.0000 | |||||||||
EDPART | 0.6077 | 0.6398 | -0.5819 | 0.6484 | 0.6110 | 0.6063 | 0.4814 | 1.0000 | ||||||||
QUALS | -0.5204 | -0.5454 | 0.2838 | - 0.2261 | -0.2602 | -0.4332 | -0.1636 | -0.5683 | 1.0000 | |||||||
UNEMPL | 0.6970 | 0.4274 | -0.6956 | 0.5325 | 0.6395 | 0.5291 | 0.5461 | 0.2868 | - 0.3237 | 1.0000 | ||||||
LOCLASS | 0.8434 | 0.8369 | -0.7071 | 0.8059 | 0.7834 | 0.7603 | 0.6931 | 0.8018 | - 0.5277 | 0.5053 | 1.0000 | |||||
LOCLASSM | 0.8310 | 0.7413 | -0.7953 | 0.8761 | 0.7925 | 0.7471 | 0.7485 | 0.7469 | -0.4487 | 0.5809 | 1.0000 | |||||
LOCLASSF | 0.7228 | 0.7843 | -0.5256 | 0.6155 | 0.6478 | 0.6569 | 0.5344 | 0.7258 | -0.5223 | 0.3650 | 1.0000 | |||||
HICLASS | - 0.6188 | -0.7000 | 0.3981 | -0.4198 | -0.4426 | -0.4837 | -0.2901 | - 0.6985 | 0.9034 | -0.3351 | 1.0000 | |||||
HICLASSM | -0.7012 | -0.7502 | 0.5194 | - 0.5291 | -0.5157 | -0.5547 | -0.4236 | -0.7324 | 0.8709 | -0.4003 | 1.0000 | |||||
HICLASSF | -0.4250 | -0.5409 | 0.1753 | - 0.2018 | -0.2775 | -0.3229 | -0.0577 | -0.5617 | 0.8523 | -0.2032 | 1.0000 | |||||
TOWNSEND | 0.8943 | 0.7175 | - 0.9279 | 0.9204 | 0.9004 | 0.7717 | 0.8306 | 0.4814 | -0.2863 | 0.7607 | 0.7857 | 0.8656 | 0.5943 | - 0.4266 | -0.5352 | -0.2135 |
LWT | 0.8989 | 0.7681 | - 0.9231 | 0.8643 | 0.8643 | 0.8385 | 0.8668 | 0.6789 | -0.3566 | 0.6632 | 0.8433 | 0.8954 | 0.6661 | - 0.5096 | -0.6153 | -0.2912 |
ILC | 0.8239 | 0.5654 | - 0.9164 | 0.7678 | 0.7678 | 0.6647 | 0.7525 | 0.4947 | -0.2436 | 0.7737 | 0.6286 | 0.7464 | 0.4329 | - 0.3374 | -0.4568 | -0.1208 |
JARMAN | 0.8761 | 0.6646 | - 0.9618 | 0.8159 | 0.8159 | 0.7554 | 0.8674 | 0.5671 | -0.2939 | 0.7370 | 0.7356 | 0.8028 | 0.5651 | - 0.3827 | -0.5009 | -0.1642 |
CHLOE | LONEPAR | CARPERH | NOTOO | OVERCR | PREMLTI | SMR | EDPART | QUALS | UNEMPL | LOCLASS | LOCLASSM | LOCLASSF | HICLASS | HICLASSM | HICLASSF | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CHLOE | 1.0000 | |||||||||||||||
LONEPAR | 0.7178 | 1.0000 | ||||||||||||||
CARPERH | -0.6411 | -0.5149 | 1.0000 | |||||||||||||
NOTOO | 0.2908 | 0.4122 | -0.2952 | 1.0000 | ||||||||||||
OVERCR | 0.4365 | 0.4409 | - 0.3130 | 0.3079 | 1.0000 | |||||||||||
PREMLTI | 0.5652 | 0.3257 | -0.4179 | 0.0708 | 0.1991 | 1.0000 | ||||||||||
SMR | 0.2481 | 0.2342 | -0.3249 | 0.1053 | 0.2589 | 0.3403 | 1.0000 | |||||||||
EDPART | 0.2783 | 0.3070 | -0.2534 | 0.1779 | 0.1806 | 0.2560 | 0.2678 | 1.0000 | ||||||||
QUALS | -0.4190 | -0.3902 | 0.5138 | - 0.2096 | -0.2884 | -0.3486 | -0.3083 | -0.4797 | 1.0000 | |||||||
UNEMPL | 0.4196 | 0.2173 | -0.3565 | 0.0420 | 0.2764 | 0.3155 | 0.0666 | 0.1025 | - 0.2381 | 1.0000 | ||||||
LOCLASS | 0.3121 | 0.2823 | -0.4033 | 0.2355 | 0.1657 | 0.2547 | 0.1733 | 0.1660 | - 0.3665 | 0.1983 | 1.0000 | |||||
LOCLASSM | 0.3167 | 0.2736 | -0.3782 | 0.1493 | 0.1986 | 0.2552 | 0.1001 | 0.1215 | -0.2841 | 0.2556 | 1.0000 | |||||
LOCLASSF | 0.1805 | 0.1602 | -0.2409 | 0.2022 | 0.0559 | 0.1564 | 0.1519 | 0.1513 | -0.2912 | 0.0609 | 1.0000 | |||||
HICLASS | -0.4571 | -0.4526 | 0.6332 | -0.2134 | - 0.3036 | -0.3090 | -0.3435 | -0.3992 | 0.7148 | -0.1845 | 1.0000 | |||||
HICLASSM | -0.4752 | -0.4817 | 0.6434 | -0.2251 | - 0.3355 | -0.2804 | -0.2959 | -0.3696 | 0.6428 | -0.2266 | 1.0000 | |||||
HICLASSF | -0.2768 | -0.2468 | 0.3826 | - 0.1223 | -0.1552 | -0.2652 | -0.2972 | -0.3317 | 0.6130 | -0.0627 | 1.0000 | |||||
TOWNSEND | 0.7486 | 0.6358 | - 0.7066 | 0.6088 | 0.7002 | 0.4776 | 0.3210 | 0.2901 | -0.4835 | 0.4794 | 0.3803 | 0.3701 | 0.2212 | - 0.5202 | -0.5429 | -0.3121 |
LWT | 0.5642 | 0.5246 | - 0.6611 | 0.7324 | 0.3975 | 0.3822 | 0.2756 | 0.2487 | -0.4272 | 0.2647 | 0.3699 | 0.2896 | 0.2776 | - 0.4572 | -0.4692 | -0.2834 |
ILC | 0.7013 | 0.4462 | - 0.5312 | 0.3133 | 0.5186 | 0.5910 | 0.2976 | 0.3104 | -0.3980 | 0.5049 | 0.2623 | 0.2920 | 0.1337 | - 0.3519 | -0.3680 | -0.2216 |
JARMAN | 0.6817 | 0.6544 | - 0.8158 | 0.3848 | 0.4639 | 0.3831 | 0.2900 | 0.2162 | -0.4305 | 0.3815 | 0.5176 | 0.5045 | 0.2953 | - 0.5921 | -0.6063 | -0.3521 |
Factor analysis is a very powerful tool for revealing underlying structures in dataÉand can throw light on complex concepts such as deprivation. (Folwell, 1993: p. 38)
...should be used in association with other multivariate analysis methods such as principal componentsÉIn this way greater insight into the structure of the data will be obtained. The practice of simply applying one particular technique to a set of data, and accepting the solution produced is not to be recommended. Clusters should be evaluated in the light of the results of other techniques. (Everitt, 1977: p. 86)
Factor 1 | Factor 2 | Factor 3 | Factor 4 | |
---|---|---|---|---|
LOCLASS | 0.83 | 0.22 | -0.40 | - 0.13 |
LOCLASSM | 0.84 | 0.33 | - 0.23 | -0.10 |
LOCLASSF | 0.69 | 0.09 | -0.49 | - 0.12 |
HICLASS | - 0.41 | -0.12 | 0.84 | 0.18 |
HICLASSM | -0.52 | -0.16 | 0.75 | 0.15 |
HICLASSF | -0.19 | - 0.05 | 0.88 | 0.20 |
CAR2+ | -0.76 | -0.51 | 0.07 | - 0.21 |
CARPERH | - 0.77 | -0.54 | 0.02 | -0.24 |
CHLOE | 0.74 | 0.48 | - 0.35 | 0.03 |
CHUNSACC | 0.55 | 0.54 | 0.09 | 0.13 |
EDPART | 0.71 | 0.05 | - 0.43 | -0.14 |
LACKAMEN | 0.14 | 0.51 | 0.73 | - 0.09 |
LAHOUSE | 0.80 | -0.12 | - 0.45 | -0.04 |
LONEPAR | 0.73 | 0.18 | -0.43 | - 0.31 |
LONEPEN | - 0.00 | 0.12 | 0.14 | 0.96 |
NOCAR | 0.76 | 0.56 | 0.01 | 0.26 |
NOTOO | 0.92 | 0.28 | -0.01 | - 0.07 |
OVERCR | 0.75 | 0.47 | - 0.07 | -0.27 |
PREMLTI | 0.75 | 0.25 | -0.31 | 0.36 |
QUALS | -0.21 | -0.15 | 0.90 | 0.02 |
SMR | 0.84 | 0.31 | 0.07 | 0.17 |
UNEMPL | 0.28 | 0.92 | - 0.16 | 0.03 |
UNTOTF | 0.04 | 0.88 | 0.03 | 0.03 |
UNTOTM | 0.36 | 0.84 | - 0.20 | 0.03 |
YNGGTS | -0.02 | 0.10 | -0.75 | 0.14 |
YNGUNEMP | 0.41 | 0.78 | - 0.13 | 0.01 |
Eigenvalue | 14.09 | 4.61 | 1.89 | 1.42 |
% Variance explained | 54.20 | 17.80 | 7.30 | 5.40 |
Cumulative variance | 54.20 | 72.00 | 79.30 | 84.70 |
Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 | Factor 6 | |
---|---|---|---|---|---|---|
LOCLASS | 0.20 | 0.42 | 0.12 | 0.12 | 0.82 | -0.01 |
LOCLASSM | 0.13 | 0.16 | 0.27 | 0.17 | 0.75 | 0.04 |
LOCLASSF | 0.22 | 0.57 | - 0.09 | 0.05 | 0.62 | -0.03 |
HICLASS | -0.91 | -0.23 | - 0.08 | -0.08 | -0.20 | -0.00 |
HICLASSM | -0.84 | -0.26 | 0.25 | -0.15 | - 0.16 | 0.10 |
HICLASSF | -0.83 | - 0.13 | 0.03 | 0.05 | -0.22 | 0.03 |
CAR2+ | -0.39 | - 0.30 | -0.66 | -0.19 | -0.18 | -0.34 |
CARPERH | -0.28 | - 0.37 | -0.71 | -0.20 | -0.20 | -0.37 |
CHLOE | 0.43 | 0.67 | 0.23 | 0.43 | 0.23 | 0.02 |
CHUNSACC | 0.08 | -0.03 | 0.80 | 0.30 | - 0.13 | -0.05 |
EDPART | 0.62 | 0.24 | 0.14 | - 0.03 | 0.06 | 0.41 |
LACKAMEN | -0.01 | -0.09 | 0.15 | 0.27 | 0.06 | 0.84 |
LAHOUSE | 0.34 | 0.77 | 0.10 | -0.03 | 0.27 | -0.21 |
LONEPAR | 0.50 | 0.71 | -0.10 | 0.10 | 0.22 | - 0.02 |
LONEPEN | - 0.24 | -0.22 | 0.87 | -0.04 | -0.01 | - 0.06 |
NOCAR | 0.19 | 0.40 | 0.72 | 0.21 | 0.12 | 0.38 |
NOTOO | 0.30 | 0.73 | 0.43 | 0.03 | 0.24 | 0.08 |
OVERCR | 0.29 | 0.71 | 0.02 | 0.25 | 0.19 | 0.34 |
PREMLTI | 0.31 | 0.26 | 0.60 | 0.30 | 0.37 | 0.06 |
QUALS | -0.81 | -0.25 | - 0.12 | -0.11 | -0.17 | -0.03 |
SMR | 0.53 | 0.33 | 0.43 | 0.03 | - 0.16 | -0.02 |
UNEMPL | 0.12 | 0.01 | 0.22 | 0.94 | 0.10 | 0.08 |
UNTOTF | -0.06 | 0.20 | 0.03 | 0.76 | - 0.18 | 0.03 |
UNTOTM | 0.21 | - 0.10 | 0.25 | 0.79 | 0.23 | 0.09 |
YNGGTS | 0.31 | 0.08 | -0.21 | - 0.06 | 0.56 | 0.26 |
YNGUNEMP | -0.06 | 0.29 | 0.11 | 0.71 | 0.24 | 0.31 |
Eigenvalue | 10.86 | 3.81 | 2.15 | 1.69 | 1.27 | 1.06 |
% Variance explained | 41.80 | 14.60 | 8.30 | 6.50 | 4.90 | 4.10 |
Cumulative variance | 41.80 | 56.40 | 64.70 | 71.20 | 76.10 | 80.20 |
Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 | Factor 6 | Factor 7 | |
---|---|---|---|---|---|---|---|
LOCLASS | -0.24 | 0.13 | 0.14 | 0.14 | 0.92 | 0.03 | 0.01 |
LOCLASSM | -0.15 | 0.09 | 0.15 | 0.45 | 0.63 | 0.06 | - 0.19 |
LOCLASSF | - 0.22 | 0.10 | 0.07 | -0.19 | 0.80 | 0.11 | 0.18 |
HICLASS | 0.81 | - 0.25 | -0.21 | -0.11 | -0.34 | -0.00 | 0.08 |
HICLASSM | 0.71 | -0.26 | - 0.27 | -0.22 | -0.26 | 0.07 | 0.10 |
HICLASSF | 0.71 | - 0.12 | -0.02 | 0.09 | -0.35 | -0.13 | 0.01 |
CAR2+ | 0.44 | -0.75 | - 0.27 | -0.26 | -0.12 | -0.02 | -0.00 |
CARPERH | 0.41 | - 0.78 | -0.32 | -0.26 | -0.11 | -0.01 | 0.00 |
CHLOE | -0.27 | 0.32 | 0.50 | 0.52 | 0.06 | 0.23 | - 0.08 |
CHUNSACC | 0.13 | 0.63 | - 0.00 | 0.17 | 0.07 | 0.20 | 0.31 |
EDPART | -0.66 | - 0.10 | 0.22 | -0.05 | -0.08 | 0.25 | 0.13 |
LACKAMEN | 0.02 | -0.15 | 0.05 | 0.21 | 0.05 | 0.72 | 0.10 |
LAHOUSE | -0.28 | 0.18 | 0.81 | -0.03 | 0.13 | -0.13 | - 0.07 |
LONEPAR | - 0.32 | 0.10 | 0.70 | 0.30 | 0.03 | 0.09 | -0.08 |
LONEPEN | 0.02 | 0.89 | -0.08 | - 0.01 | 0.10 | -0.40 | 0.01 |
NOCAR | -0.33 | 0.78 | 0.38 | 0.24 | 0.10 | 0.02 | 0.00 |
NOTOO | 0.01 | 0.08 | 0.83 | -0.16 | 0.17 | 0.05 | 0.19 |
OVERCR | -0.13 | -0.00 | 0.53 | 0.30 | 0.01 | 0.29 | 0.06 |
PREMLTI | -0.22 | 0.27 | 0.07 | 0.39 | 0.10 | 0.53 | - 0.15 |
QUALS | 0.79 | -0.13 | - 0.16 | -0.12 | -0.14 | -0.15 | -0.08 |
SMR | -0.28 | 0.26 | 0.14 | - 0.10 | 0.04 | 0.59 | -0.12 |
UNEMPL | -0.11 | 0.15 | 0.01 | 0.75 | 0.05 | 0.06 | 0.57 |
UNTOTF | -0.05 | 0.10 | 0.07 | 0.21 | 0.04 | -0.00 | 0.83 |
UNTOTM | -0.12 | 0.15 | - 0.03 | 0.82 | 0.03 | 0.08 | 0.22 |
YNGGTS | -0.37 | - 0.02 | -0.10 | 0.20 | -0.04 | 0.42 | 0.21 |
YNGUNEMP | 0.09 | 0.17 | 0.16 | 0.63 | 0.03 | 0.25 | 0.05 |
Eigenvalue | 8.59 | 2.75 | 2.08 | 1.80 | 1.50 | 1.14 | 1.06 |
% Variance explained | 33.00 | 10.60 | 8.00 | 6.90 | 5.80 | 4.40 | 4.10 |
Cumulative variance | 33.00 | 43.60 | 51.60 | 58.60 | 64.30 | 68.70 | 72.80 |
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391 Census Wards in Devon and Cornwall (excluding Scillies)
Variables used in Analysis:
Class variables:
(Economically active)
LOCLASS | SEG 11 |
HICLASS | SEG 1, 2, 3, 4, 5, 13, 14 |
LOCLASSF | Female SEG 11 |
LOCLASSM | Male SEG 11 |
HICLASSF | Female SEG 1-5, 13,14 |
HICLASSM | Male SEG 1-5, 13,14 |
JARMAN | includes Class |
LWT | includes Class |
ILC | |
TOWNSEND |
CAR2+ | 2 or more car households |
CARPERH | cars per household |
CHLOE | children in low earning households (neither parents in work or, if lone parent, not working or working part time) |
CHUNSACC | children in unsuitable accommodation |
EDPART | educational participation - 17yr olds not in FT education |
LACKAMEN | lack of basic amenities |
LAHOUSE | local authority housing |
LONEPAR | lone parent households |
LONEPEN | lone pensioner households |
NOCAR | no car households |
NOTOO | not owner occupier |
OVERCR | overcrowded households(over 1 persons/room) |
PREMLTI | 16-pension age - long term sick |
QUALS | Qualifications - diploma, degree + |
SMR | premature death rate (16-pension age - SMR) |
UNEMPL | unemployed - total |
UNTOTF | female unemployed |
UNTOTM | male unemployed |
YNGGTS | 16-24 ec active - on government training scheme |
YNGUNEMP | 16-24 ec active - unemployed |