Centre for the Economics of Mental Health, Institute of Psychiatry, Kings College, London
Personal Social Services Research Unit, LSE Health and Social Care, London School of Economics
Child and Adolescent Psychiatry, Institute of Psychiatry, London, UK
Correspondence: Dr Stephen Scott, Box PO 85, Department of Child and Adolescent Psychiatry, Institute of Psychiatry, De Crespigny Park, London SE5 8AF, UK. E-mail: s.scott{at}iop.kcl.ac.uk
Funding detailed in Acknowledgements.
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Aims To identify the costs incurred by children with antisocial behaviour in the UK, and who pays these costs.
Method Eighty children aged 38 years referred to mental health services were studied using the Client Service Receipt Inventory for Childhood.
Results The mean annual total cost was £5960 (median 4597, range 4819 940). The services used were mainly the National Health Service, education and voluntary agencies, but the greatest cost burden, £4637, was borne by the family. Higher cost was predicted by more severe behaviour and being male.
Conclusions The annual cost of severe antisocial behaviour in childhood in the UK is substantial and widespread, involving several agencies, but the burden falls most heavily on the family. Wider uptake of evidence-based interventions is likely to lead to considerable economic benefits in the short term, and probably even more in the long term.
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Measures
Costs
Service use data were collected using the Client Service Receipt Inventory
(CSRI; Beecham & Knapp,
1992) specifically adapted for childhood
(Knapp et al, 1999).
Data were collected at the point of entry into the trial, and covered the
previous 12 months. These data were obtained for each participating child from
the childs main carer, including family demographic and
socio-demographic characteristics, employment status of parents, severity of
disorder and service utilisation. For costing, a broad societal perspective,
including health services, education, social care and informal care (mainly
family) was adopted. The overall cost of care was estimated by multiplying the
units of health and social services used by their unit costs.
Resource use data for each child were collected concerning contact with the National Health Service (NHS), educational and social care services directly as a result of the childs behaviour. Through detailed questioning of the parent, care was taken to ensure that the extra services were indeed attributable to antisocial behaviour. Usage for other reasons such as unrelated illnesses was excluded. Additional data on services used by the childs family directly or indirectly because of the childs behaviour were also collected, as discussed below. Interviewers collected information on the pattern and intensity of services used, including hospital inpatient admissions, out-patient attendance, accident and emergency attendance, general practitioner visits, health visitors, child guidance clinic contact, child development clinic contacts, social worker and health visitor contacts, voluntary agency counselling and advice, nursery school attendance, educational psychologist services, special needs assistance and classroom assistance.
All costs were calculated at nationally applicable 20002001 prices (Netten et al, 2001). Costs were then inflated to 20022003 prices using appropriate health, personal social services and building cost information indices (Netten & Curtis, 2003). These figures are generally held to approximate well to the long-run marginal social opportunity cost values, which are the usual method of costing as recommended for use in economic evaluations (for further details see Drummond et al, 1997). No discounting of costs was necessary since the period of analysis was 1 year. An estimate of lost productivity was derived from the data collected on days taken off work by the main carer because of the childs difficult behaviour, using the human capital approach; this method focuses on the potential lost productivity resulting from sickness (Pritchard & Sculpher, 2000). Wages were assumed as a proxy measure for lost production. The cost of household tasks is the summation of three categories of activities: extra time taken to prepare meals, extra time spent shopping and extra time spent household cleaning because of the childs behaviour. The cost is based on a conservative unit cost per hour of employing a child carer at £5.57 for parents who were unemployed. For mothers who were in paid employment their costs were estimated using their average hourly pay. The cost of additional home repairs was based on the average weekly household expenditure on alterations to dwellings for home improvements (Office for National Statistics, 2003).
Child psychopathology and family characteristics
Measures were taken at the point of entry into the study on demographic and
socio-demographic characteristics and the severity of the childs
behaviour, assessed using the Parent Account of Child Symptoms interview
(PACS; Taylor et al,
1986). The PACS is a semi-structured interview used to assess the
severity and frequency of antisocial behaviours, such as fighting, destruction
and disobedience.
Statistical methods
From the measures, a set of possible predictors was selected on the basis
of previous research and discussions with the clinical expert on the team. We
used multivariate statistical methods, taking the total cost of care as the
dependent variable. The explanatory variables were age, gender of the child,
gender of the main carer, ethnicity of the main carer, marital status of the
main carer, education of the main carer, severity of symptoms in each of three
domains (antisocial behaviour, hyperactivity and emotional problems), the
subjective difficulty the main carer experienced with the child, and whether
there was special educational needs provision made for the child.
Because cost data are typically skewed in their distribution, we planned to use both parametric and non-parametric methods of analysis. Initially, bivariate analysis was used to investigate associations between each of the child and family measures and the total costs of care, using simple linear regression. Associations between costs and continuous variables were conducted, but when we present the descriptive results below we separate two groups distinguished by each variables median value. Both ordinary least squares and generalised linear modelling were then used to examine the associations between baseline characteristics, total costs and component costs such as NHS costs, education service costs, voluntary sector costs and indirect costs. Multiple regression using ordinary least squares can be misleading when the error term is non-normally distributed and has a non-constant variance. If the dependent variable is non-normally distributed, there is a good chance that the residuals will be too, which will invalidate tests of significance associated with fitting a model with ordinary least squares and so produce imprecise estimates of costs (Dunn et al, 2003). An alternative is to use generalised linear modelling to address these concerns about the distribution of the data, as employed previously in the mental health field (Knapp et al, 2002a). In this study, the Park test on the raw scale residuals was used to select one of the relevant family distributions (Gaussian, Poisson, gamma or inverse Gaussian) for the generalised linear model. If the values were consistently near 0, Gaussian was chosen; for values near 1, the Poisson was used; for values nearer to 2, gamma was used; for values nearer to 3, inverse Gaussian was used. For values far below 0 or much bigger than 3 (say 5 and above), it would be necessary to select another link function (Manning & Mullahy, 2001). Once the appropriate family distribution had been selected, generalised linear modelling was repeated with this choice of family using a robust option.
When multiple regression using standard ordinary least squares was conducted, all explanatory variables that had a bivariate association with costs were initially included in the model. Variables that did not have bivariate associations with costs were then included one at a time and were kept if they added significantly to the model. The decision to retain or discard a variable was based on significance at the 10% level. Analyses were conducted using the continuous variables.
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View this table: [in a new window] | Table 1 Characteristics of the 80 children in our sample |
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View this table: [in a new window] | Table 2 Characteristics of the 80 families in our sample |
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View this table: [in a new window] | Table 4 Bivariate analysis of total costs for the child and family over 12 months |
Service use and impact on family
Service use patterns are shown in Table
3.
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View this table: [in a new window] | Table 3 Service use and costs and non-service impact of antisocial behaviour by children over the previous 12 months |
Health
During the previous 12 months the majority of the children (71%) were taken
to their general practitioner for reasons connected to their behaviour
(Table 3). To our surprise, 40%
of the children had had a hospital admission, with a mean duration of 8 days.
Children were admitted because their reckless or disobedient behaviour
directly or indirectly led to accidents such as concussions, scalds, burns,
being hit by a car or hitting their head severely. A further quarter of
children were taken to accident and emergency services, attending on average
twice each over the 12 months prior to interview. Attendance was predominantly
for accidents: for example, bruising their eyes, falling off a bicycle,
falling on a radiator and cutting their neck, eating money, sand in their
eyes, and their hands being shut in doors.
Education
Two-thirds of parents made extra use of nursery services because of their
childs behaviour, and already at the relatively young age of this
sample a third had been seen by an educational psychologist and were receiving
special educational provision.
Other agencies
A fifth of the children had been in touch with social services, but only 6%
of parents reported being in touch with a voluntary sector agency because of
their childs behaviour.
Impact on the family
Families were carrying a substantial burden. They estimated that they spent
a large amount of extra time on daily household tasks because of the
childs behaviour: almost 8 h per week. Additionally, there were extra
house repairs due to the childs destructiveness, and some parents had
to take days off work because of their childs behaviour, chiefly when
the child was sent home from school.
Cost of care
Annualised costs indicate the intensity of service use weighted by their
unit costs. Table 3 provides a
summary of the costs of services and other resource impacts over the previous
12 months. The results show that the mean cost of NHS, voluntary services and
education services used directly by the child was £1277, which is 21% of
the total costs (median £509, range 017 446). Additionally,
service use by other family members because of the childs behaviour
cost £45 mainly owing to contact with primary care and community
health services, such as seeing the general practitioner or a counsellor, or
receiving therapy for anxiety and depression. However, the mean non-service
costs of the childs behaviour to the family were high, at £4637
(median £3217; range 019 533), because of the burden of extra
time spent on household tasks, the need for repairs, and time off work looking
after the child.
The overall mean total cost per child was £5960 per annum (median £4957, range 4819 940). Many children used few or no services; consequently many children had zero or very small costs. However, a smaller number of children made heavy use of relatively expensive services such as in-patient care. The family impact costs represent the highest element, contributing over three-quarters of the total. Indeed, for the majority of the families it was estimated that the time spent on additional household tasks had an opportunity cost of £4526 over the past year. This is equivalent to paying a local authority home care worker £87 per week to provide extra support around the home. The overall balance of costs is shown in Fig. 1.
![]() View larger version (23K): [in a new window] [as a PowerPoint slide] |
Fig. 1 Service and non-service annual costs for child and family (local authority
social services costs not represented as statistically 0%). NHS, National
Health Service.
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The final ordinary least squares regression model is shown in Table 5. When all variables that had a significant bivariate relationship with costs were included, the only variable that was significantly associated with costs was increased severity of antisocial behaviour (P=0.05). Being male was of borderline significance (P=0.09). However, these variables did not explain much of the total cost variance (only 7%). Because of potential distributional problems with the ordinary least squares regression we re-estimated the equation by fitting the generalised linear model (Table 5). Only variables that were significant (P<0.1) in the bivariate testing were included. In the generalised linear model, both increased severity of antisocial behaviour score (P=0.01) and being male (P=0.02) were significant (Table 6). Thus, the relationships between costs and the predictors identified included in the final ordinary least squares and generalised linear models were broadly similar, although being male failed to reach significance using ordinary least squares. Further analyses were conducted with various cost components and demographic and clinical variables. Results using the generalised linear model are shown in Table 6. There were associations between non-service based costs and hyperactivity, antisocial behaviour score and being male.
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View this table: [in a new window] | Table 5 Ordinary least squares (OLS) and generalised linear modelling (GLM) regression analyses for total cost |
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View this table: [in a new window] | Table 6 Ordinary least squares (OLS) and generalised linear modelling (GLM) regression analyses for non-service costs incurred by families |
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Prediction equations of the annual cost accounted for only 7% of the total variation observed in our study, but none the less showed that having more severe behaviour, and being a boy, led to greater expense. The increased cost for boys was mainly due to their having more accidents that required hospital admission. These predictors agree with our long-term follow-up study of cost, in which nearly 30% of eventual cost by age 28 years was predicted by variables present at age 10 years, with more severe behaviour being by far the most important predictor (Scott et al, 2001a). These findings allow for some optimism, since antisocial behaviour is eminently treatable. If treatment is successful, then the service burden and costs should go down by comparable amounts. If, on the other hand, a large proportion of the cost had been predicted by fixed characteristics such as ethnicity, parental socio-economic status or indeed being male, then the prospects for reducing service burden and costs through successful treatment would have to be far more guarded.
The burden falling on the family is one of the striking findings of this study. Component cost analyses suggested positive associations between non-service-based costs carried by families and the childs hyperactivity. Parents accessed more advice and counselling services the greater the emotional difficulties of the child. Children with poorly controlled, aggressive behaviour require constant supervision (Webster-Stratton & Spitzer, 1996) which renders the tasks of daily living more difficult, and means that parents take a great deal longer to carry them out 8 h per week in this study. Families of children with disruptive behaviour usually do not receive the support they require from relatives (Cunningham et al, 1995), which could have adverse consequences for their own health and quality of life. When all else fails, parents may give up their children to the care of the local authority because they find their antisocial behaviour overwhelming and this was found to be the case for a significant number of children in our previous follow-up study (Scott et al, 2001a).
Implementation of effective interventions
Given the high burden and cost of antisocial behaviour in the short term,
and the even higher costs in the long term, the case for using effective
interventions seems overwhelming. There have been several hundred controlled
trials proving the effectiveness of interventions
(Kazdin, 2001), with parenting
programmes having the greatest impact
(Scott, 2002); yet in England
at present only a quarter of children with mental health problems receive
specialist treatment (Ford et al,
2003). With the increasing pressure on child and adolescent mental
health services to focus their limited resources on life-threatening disorders
such as depression, psychosis, self-harm, anorexia and major drug misuse, some
services are refusing to see cases of conduct disorder on the grounds that
they are a social problem. This stance is understandable, given
the very small amounts spent on child and adolescent mental health (about
£10 per head per year; Audit
Commission, 1999), but the thinking is fallacious. First, the
problem is by no means caused only by faulty socialisation indeed,
recent studies show a high genetic contribution. Thus, for example, Scourfield
et al (2004) found
that the heritability of pervasive antisocial behaviour was 100%, with no
environmental contribution at all. Second, other agencies are often less well
placed to assess and treat antisocial behaviour effectively. It requires a
careful assessment of established contributory factors, many of which require
mental health expertise, such as child hyperactivity and maternal depression
(Rutter et al, 1998),
and then the treatments that are effective mostly require mental health
expertise, such as parent training and medication for hyperactivity. Although
considerable efforts are being made to train non-mental-health staff to
deliver some of these interventions, the evidence suggests that treatments
provided without high levels of skill and fidelity to the manual are much less
effective (Henggeler et al,
2002).
In addition to treatment programmes for established cases of severe antisocial behaviour of the kind studied here, there is a strong case for prevention and early intervention strategies. This is because lifetime persistent antisocial behaviour first becomes evident very early, typically when the child is 23 years old (Broidy et al, 2003), and because if left untreated until adolescence, it is then very hard to correct. In the present study the younger children did not incur costs significantly less than those incurred by the older ones, so on financial grounds the sooner effective intervention is started, the greater the cost saving. By late adolescence the total cost of untreated antisocial behaviour is far higher, as it includes criminality and lost earning potential (Greenwood et al, 1996; Walsh, 2001; Aos, 2002). High-quality early prevention can be notably cost-effective (Schweinhart & Weikart, 1998). In the USA the cost of crimes committed by a juvenile delinquent (under 10 years old) was estimated at $80 000 to $350 000 (£56 000232 000), whereas rescuing a high-risk youth from this life path was estimated to save $1.72.3 million (Cohen, 1998). In England, government initiatives such as SureStart are beginning to tackle this issue, although preliminary results are not encouraging (Melhuish et al, 2004), possibly because of the failure to adopt evidence-based interventions widely.
Methodological issues
Our study sample was reasonably large, and drawn from a range of clinics
across London and in south-east England. The families showed characteristics
typical of those who present children with antisocial behaviour across the UK.
We used a careful, semi-structured interviewing approach
(Knapp et al, 1999)
which required the investigator to continue questioning the informant until
the former was sure a reliable answer had been obtained, otherwise no cost was
applied for the service in question. Although the economic section of the
interview was not formally tested for interrater reliability, the immediately
following section on psychopathology was found to have intraclass correlations
of 0.710.82 (Scott et al,
2001b). It remains possible that some parents did not
remember some of the services they used, which might have led to
underestimation of the costs. Also, we did not determine whether the parent
was not seeking work because of the childs behaviour. Anecdotally, this
happens with some frequency, in which case it results in parents failing to be
economically productive and contribute taxes, and leads them to claim
benefits. However, this could be a result of a lack of employable skills (52%
of mothers in the sample left school before the age of 16 years).
Costs were only applied for services used by particular individuals, and were not apportioned for universal service provision. For example, schools have to spend time training teachers and playground supervisors how to deal with the increasing levels of childrens antisocial behaviour and implement anti-bullying programmes; shops and institutions have to install closed-circuit television cameras and employ security staff to deter theft and destruction to property; car drivers have to pay higher insurance premiums to cover vandalism and thefts from vehicles, and so on. If these expenses were included, estimates of the annual cost of antisocial behaviour would be higher.
More generally, the study has attached costs to the services that were used and not to those that were needed. Differences between these could arise because of the limited availability of established services, and according to whether or not any service exists for the problem in question. For established services, such as (say) educational psychology, there may not be sufficient provision to meet the need, so that some children who should have received the service do not do so, and no cost is applied. This applies in large degree to mental health services, where, as noted above, only about a quarter of cases receive specialist help in England at present (Ford et al, 2003). More generally, a service has to exist to be counted as a cost, and for many aspects of antisocial behaviour there is no specific service. Thus, for example, in future someone might set up a service for siblings of antisocial children, because their lives were being made a misery by constant attacks; as it became used, this would add to the cost calculated for antisocial behaviour. For other consequences of antisocial behaviour there may never be a service, but none the less there may be an economic impact. For example, having several disruptive pupils in a class may take up much of the teachers time and energy, thus impairing the quality of education and learning that the remainder receive; these children may then get poorer examination grades and less well-paid jobs. Again, these costs of antisocial behaviour remain uncounted.
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LIMITATIONS
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