Poverty and Income Inequality in Scotland 2011/12

Statistics on the percentage and number of children, working age adults and pensioners living in low income households in Scotland, and the distribution of household income across Scotland.

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Annex 2: Data Sources and Definitions

Data sources

Family Resources Survey, Households Below Average Income (HBAI) dataset:

All the figures in this publication come from the Department for Work and Pensions' (DWP) Households Below Average Income dataset which is produced from the Family Resources Survey. UK figures are published by DWP in 'Households Below Average Income: 2011/12' on the same day as 'Poverty and income inequality in Scotland'. For the UK figures, as well as more detail about the way these figures are collected and calculated, see the DWP website: http://research.dwp.gov.uk/asd/index.php?page=hbai.

Future plans for updating persistent poverty figures

Data on Persistent Poverty has been obtained from the British Household Panel Survey (BHPS) and figures are published here: http://www.scotland.gov.uk/Topics/Statistics/Browse/Social-Welfare/IncomePoverty/Publications. The BHPS has been subsumed into the larger Understanding Society survey from the start of 2009. These figures will be updated when the new data becomes available towards the end of 2013. For more detail see www.understandingsociety.org.uk.

Definitions

Measures of income

The income measure used in HBAI is weekly net (disposable) equivalised household income. This comprises total income from all sources of all household members including dependants.

Income is adjusted for household size and composition by means of equivalence scales, which reflect the extent to which households of different size and composition require a different level of income to achieve the same standard of living. This adjusted income is referred to as equivalised income (see definition below and section 1.2 for more information on equivalisation).

  • Income Before Housing Costs (BHC) includes the following main components: net earnings; profit or loss from self-employment after income tax and NI; all social security benefits, including housing and council tax benefits; all tax credits, including Social Fund grants; occupational and private pension income; investment income; maintenance payments; top-up loans and parental contributions for students, educational grants and payments; the cash value of certain forms of income in kind such as free school meals, free welfare milk and free school milk and free TV licences for the over 75s (where data is available). Income is net of: income tax payments; National Insurance contributions; contributions to occupational, stakeholder and personal pension schemes; council tax; maintenance and child support payments made; and parental contributions to students living away from home.
  • Income After Housing Costs (AHC) is derived by deducting a measure of housing costs from the above income measure.
  • Housing Costs include the following: rent (gross of housing benefit); water rates; mortgage interest payments; structural insurance premiums; ground rent and service charges.

Real prices

Unless otherwise stated, all figures relating to income are in 2011/12 prices. Values from previous years are uprated to account for inflation using the Retail Price Index (RPI).

All BHC incomes in this publication have been adjusted for inflation using a bespoke index supplied by the Office for National Statistics (ONS), consisting of the Retail Prices Index excluding Council Tax, while all AHC incomes in this publication have been adjusted for inflation using the Retail Prices Index excluding housing.

RPI measures the average price change on the basis of the changed expenditure of maintaining the consumption pattern of households and the composition of the consumer population in the base or reference period.

Equivalisation is the process by which household income is adjusted to take into account variations in the size and composition of the households in which individuals live. This reflects the common sense notion that, in order to enjoy a comparable standard of living, a household of say three adults will need a higher income than a single person living alone. The process of adjusting income in this way is known as equivalisation and is needed in order to make sensible income comparisons between households.

Equivalence scales conventionally take an adult couple without children as the reference point, with an equivalence value of one. The process then increases relatively the income of single person households (since their incomes are divided by a value of less than one) and reduces relatively the incomes of households with three or more persons, which have an equivalence value of greater than one.

Consider a single person, a couple with no children, and a couple with two children aged fourteen and ten, all having unadjusted weekly household incomes of £200 (Before Housing Costs). The process of equivalisation, as conducted in HBAI, gives an equivalised income of £299 to the single person, £200 to the couple with no children, but only £131 to the couple with children.

The equivalence scales used here are the modified OECD scales. Two separate scales are used, one for income Before Housing Costs (BHC) and one for income After Housing Costs (AHC). Modified OECD rescaled to couple without children, BHC is as follows:

First Adult 0.67
Spouse 0.33
Other Second Adult 0.33
Third Adult 0.33
Subsequent Adults 0.33
Children aged under 14 years 0.20
Children aged 14 years and over 0.33

The construction of household equivalence values from these scales is quite straightforward. For example, the BHC equivalence value for a household containing a couple with a fourteen year old and a ten year old child together with one other adult would be 1.86 from the sum of the scale values:

0.67 + 0.33 + 0.33 + 0.33 + 0.20 = 1.86

This is made up of 0.67 for the first adult, 0.33 for their spouse, the other adult and the fourteen year old child and 0.20 for the ten year old child. The total income for the household would then be divided by 1.86 in order to arrive at the measure of equivalised household income used in HBAI analysis.

Further information on equivalisation can be found in the following report on the Scottish Government website: http://www.scotland.gov.uk/Topics/Statistics/Browse/Social-Welfare/IncomePoverty/equivalence-scales-paper

Poverty measurement from the Family Resources Survey

Individuals are defined as being in poverty if their equivalised net disposable household income is below 60% of the UK median. The median is the income value which divides a population, when ranked by income, into two equal sized groups. Since the mean is influenced considerably by the highest incomes, median income thresholds are widely accepted as a better benchmark when considering a derived measure for low income. Sixty per cent of the median is the most commonly used low income measure.

For a couple with no children, the UK median income (BHC) in 2011/12 was £427 per week, this is a real terms increase of £42 (11%) since 1998/99 (the inflation adjusted median income in 1998/99 was £385). After housing costs the increase was from £322 per week in 1998/99 (inflation adjusted) to £367 in 2011/12. This is an increase of 14% or £45.

Consequently, the 60% low income threshold, which is used to derive the low income household figures, has increased by £25 per week (BHC) in real terms, from £231 in 1998/99 (inflation adjusted) to £256 in 2011/12. After housing costs the 60% low income threshold has increased by £27 per week in real terms, from £193 to £220.

Relative and absolute poverty:

  • Absolute poverty: individuals living in households whose equivalised income is below 60% of inflation adjusted median income in 2010/11. This is a measure of whether those in the lowest income households are seeing their incomes rise in real terms.
  • Relative poverty: individuals living in households whose equivalised income is below 60% of median income in the same year. This is a measure of whether those in the lowest income households are keeping pace with the growth of incomes in the economy as a whole.

Material deprivation for Children

A suite of questions designed to capture the material deprivation experienced by families with children has been included in the Family Resources Survey since 2004/05. Respondents are asked whether they have 21 goods and services, including child, adult and household items. The list of items was identified by independent academic analysis. See McKay, S. and Collard, S. (2004). Developing deprivation questions for the Family Resources Survey, Department for Work and Pensions Working Paper Number 13 available at http://research.dwp.gov.uk/asd/asd5/WP13.pdf. Together, these questions form the best discriminator between those families that are deprived and those that are not. If they do not have a good or service, they are asked whether this is because they do not want them or because they cannot afford them.

These questions are used as an additional way of measuring living standards for children and their families.

A prevalence weighted approach has been used, in combination with a relative low income threshold. The income threshold is 70% of the median income. Prevalence weighting is a technique of scoring deprivation in which more weight in the deprivation measure is given to families lacking those items that most families already have. This means a greater importance, when an item is lacked, is assigned to those items that are more commonly owned in the population.

Changes to measuring material deprivation in 2011/12

The 21 items in the suite of questions used to measure material deprivation are designed to reflect the items and activities people in the UK believe to be necessary. These items are reviewed periodically to ensure the measure remains a relative measure of poverty. In 2010/11 four new questions about additional items were included in the FRS to be used in the future calculation of material deprivation scores, replacing the four existing items that were identified by research as potentially out of date partly because the proportion of the population considering them necessary had fallen. It is not possible to say whether the large drop in the proportions of people rating these items as necessary was due to a hardening of attitudes following a recession, or part of a longer term trend against certain 'social' measures of deprivation that will persist during an economic recovery. In the 2010/11 FRS, both the new and the old questions were asked. In 2011/12 the four old items were removed. Analysis presented in Annex 3 of the HBAI 2010/11 publication showed that the low income and material deprivation statistics are quite sensitive to the combination of the threshold and items chosen. Using the new items translates into higher prevalence weights, with the effect of increasing the overall sum of the weights suggesting that the higher the overall sum of weights, the lower the overall level of low income and material deprivation. This means that changing the items creates a break in the child material deprivation series, with the measure for 2004/05 to 2010/11 on the old basis. The measure for 2011/12 is presented on the new basis (DWP Statistical Notice). Table A10 below lists the adult and child material deprivation questions from the FRS, showing the those which have been included in 2010/11 and those which were dropped from the survey in 2011/12.

Table A10: Family resources Survey: Adult and child material deprivation questions

Holiday away from home for at least one week a year, whilst not staying with relatives at their home Items included in all years
Have enough money to keep your home in a decent state of decoration
Have household contents insurance
Make regular savings of £10 a month or more for rainy days or retirement
Do you replace any worn out furniture
Replace or repair major electrical goods such as a refrigerator or washing machine, when broken
Have a small amount of money to spend each week on yourself (not on your family)
In the winter are you able to keep your accommodation warm enough
Does your child have a family holiday away from home for at least one week a year
Are there enough bedrooms for every child of 10 or over of a different gender to have their own bedroom
Does your child have leisure equipment such as sports equipment or a bicycle
Does your child have celebrations on special occasions such as birthdays, Christmas or other religious festivals
Does your child do a hobby or leisure activity
Does your child have friends round for tea or a snack once a fortnight
Does your child (if under 6 years and not attending school) go to toddler group/nursery/playgroup at least once a week
Does your child (if attending school) go on school trips
Does your child have an outdoor play space or facilities nearby where they can play safely.
Does your child attend at least one regular organised activity a week outside school, such as sport or a youth group New questions included in 2010/11 onwards
Does your child eat fresh fruit and/or vegetables every day
Does your child have a warm winter coat
Do you keep up with bills and regular debt payments
Have friends or family round for a drink or meal at least once a month Old questions included up to and including 2010/11
Do you have two pairs of all-weather shoes for each adult
Do you have a hobby or leisure activity
Does your child go swimming at least once a month

For further information about material deprivation see Appendix 2 of the DWP 'Households below average income' publication.

A discussion considering the implications of the impact of the threshold changes for measuring absolute child material deprivation is given in Appendix 3 of this publication. Further detail on the approach used is available in the DWP Statistical Notice May 2013.

Material Deprivation for Pensioners

A suite of questions designed to capture the material deprivation experienced by pensioner households has been included in the Family Resources Survey since May 2008. Respondents are asked whether they have access to 15 goods and services. The list of items was identified by independent academic analysis. See:

  • Legard, R., Gray, M. and Blake, M. (2008), Cognitive testing: older people and the FRS material deprivation questions, Department for Work and Pensions Working Paper Number 55. Available at: http://research.dwp.gov.uk/asd/asd5/WP55.pdf and;
  • McKay, S. (2008), Measuring material deprivation among older people: Methodological study to revise the Family Resources Survey questions, Department for Work and Pensions Working Paper Number 54. Available at http://research.dwp.gov.uk/asd/asd5/WP54.pdf.

Together, these questions form the best discriminator between those pensioner families that are deprived and those that are not.

Where they do not have a good or service, pensioner households are asked whether this is because: they do not have the money for this; it is not a priority on their current income; their health / disability prevents them; it is too much trouble or tiring; they have no one to do this with or help them; it is not something they want; it is not relevant to them; other. Where a pensioner lacks one of the material deprivation items for one of the following reasons - they do not have the money for this; it is not a priority for them on their current income; their health / disability prevents them; it is too much trouble or tiring; they have no one to do this with or help them; other - they are counted as being deprived for that item.

The exception to this is for the unexpected expense question, where the follow up question was asked to explore how those who responded 'yes' would cover this cost. Options were: use own income but cut back on essentials; use own income but not need to cut back on essentials; use savings; use a form of credit; get money from friends or family; other. Pensioners are counted as materially deprived for this item if and only if they responded 'no' to the initial question.

The same prevalence weighted approach has been used to that for children, in determining a deprivation score. Prevalence weighting is a technique of scoring deprivation in which more weight in the deprivation measure is given to families lacking those items that most pensioner families already have. This means a greater importance, when an item is lacked, is assigned to those items that are more commonly owned in the pensioner population.

For children, material deprivation is presented as an indicator in combination with a low income threshold. However for pensioners, the concept of material deprivation is broad and very different from low income; therefore, it is appropriate to present it as a separate measure.

A technical note given a full explanation of the pensioner material deprivation measure is available at http://research.dwp.gov.uk/asd/index.php?page=hbai_arc.

Population Coverage

The FRS is a survey of private households. This means that people in residential institutions, such as nursing homes, barracks, prisons or university halls of residence, and also homeless people are excluded from the scope of the analysis presented here. The area of Scotland north of the Caledonian Canal was included in the FRS for the first time in the 2001/02 survey year, and from the 2002/03 survey year, the FRS was extended to include a 100 per cent boost of the Scottish sample. This has increased the sample size available for analysis at the Scottish level. Between 2002/03, the sample size has been around 5 thousand. However, following cost savings introduced to the FRS in 2010, the sample size in Scotland for 2011/12 is 4 thousand. Further detail is available at http://search2.openobjects.com/kbroker/dwp/dwp/search/search.lsim?sr=0&nh=10&cs=iso-8859-1&sc=dwp&sm=0&mt=1&to=0&ha=1098&qt=FRS+sample+size+2011%2F12

Reliability of estimates

The figures are estimates based on sample surveys and are therefore subject to sampling variation. Caution should be exercised in the interpretation of small year-on-year fluctuations. Identification of trends should be based on data for several years. Estimates for the confidence intervals around the key figures presented here will be available on the Income and poverty statistics website after publication via the following link: http://www.scotland.gov.uk/Topics/Statistics/Browse/Social-Welfare/IncomePoverty/Methodology#a6

The Family Resources Survey publication at http://research.dwp.gov.uk/asd/frs/index.php?page=intro contains information on topics such as:

  • Sample design, non-response biases, weighting
  • Item non-response, imputation and editing
  • Accuracy of income data

Detailed HBAI definitions and methodology

More detailed information on definitions and methodology can be found in Appendix 1 and 2 of DWP's publication: http://statistics.dwp.gov.uk/asd/index.php?page=hbai

Contact

Email: Stephen Smith

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