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Author Archives: Sam Watson

About Sam Watson

Health economist working on neonatal units and other things at Uni of Warwick and Imperial College.

Data everywhere! – Introduction to Quandl

Economists need data. In this post I want to introduce those of you who don’t know it to a magnificent data source – quandl.com. Quandl is an open source website that indexes a huge range of data – over 6,000,000 data sets according to the website – for almost every country on Earth. The bulk of these data appear to be financial but there is a wealth of socioeconomic data for many countries (see here for their list of health topics, for example).

One of the most useful things about Quandl is its ability to provide that data directly into a usable format. You can even download any of the datasets straight into R; here, I will show you how.

Let’s look at total health spending as a proportion of GDP in the UK. We first find the dataset in Quandl (which is found here) and then click download where we have a number of options. In this case let’s opt for R.

quandl1

We copy and paste the code into R

df<-read.csv('http://www.quandl.com/api/v1/datasets/WHO/20600_56.csv?&trim_start=1995-12-31&trim_end=2010-12-31&sort_order=desc', colClasses=c('Year'='Date'))

And then we plot

ggplot(aes(Year,Value),data=df)+theme_bw()+labs(x="Year",y="Healthcare spending as % of GDP")+geom_line()

hcspendgdp
Simple. There is also an R package available in CRAN that enables you to access data from Quandl without using the website and customising the data set (selecting variables and dates). I suspect that this will make finding appropriate data much easier in future.

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To whom the benefits?

An argument that often comes up when it comes to the distribution of scarce health resources is who should receive them. Many different arguments are posed with varying degrees of sophistication. Various studies have elicited population preferences for distributing scarce health resources. Eliciting societal preferences for the distribution of resources is important but does not necessarily reveal the maxim by which decisions are made. People may favour the young over the old but is this because of a maxim to do with preferring those who have not had a ‘fair innings’ or because the returns to healthcare spending may be greater in the young due to the higher remaining life expectancy and increased economic output? It is important then to also bear in mind the arguments on which distributional decisions are founded. Perhaps, with a greater awareness of the objections and benefits of certain decision criteria, people may re-evaluate their choices.

In many countries, the allocation of health care is often more equal than other goods – it is ‘special’. Its ‘specialness’ can be seen since we would consider its distribution in isolation of other social goods to be morally significant. We would find it morally repugnant if access to health care was determined on the basis of income or assets while some inequality in income is not necessarily objectionable. Health care should therefore be treated differently from mere commodities, such as clothing or cars. Clearly then, equality is an important concern, but equality of what exactly?

Equality of opportunity

Norman Daniels argues that of central importance to health care is the maintenance of equality of opportunity.  Daniels asserts that health care protects the range of opportunities available to an individual – the way they can participate in social, political and economic life. He identifies this as a distinctly Rawlsian theory of justice as fairness. Importantly, he notes that this equality of opportunity is not based on happiness, welfare or utility. He considers this a strength and points out that disabled individuals often rank their welfare higher than do people imagining life with such a disability, or indeed someone with an acute illness. But, the disability may cause a loss to capabilities and opportunities that should be addressed regardless of welfare. This, he discusses, is a weakness of cost-utility analysis.

The equality of opportunity thesis may be subject to some objections. In contemporary society, gender and ethnicity still play a role in determining one’s opportunities. This then may provide an argument for providing gender reassignment surgery or skin colour alteration to those for whom there would be no medical benefit. Basing equality on welfare or utility may not be subject to the same objections since the effect of such a surgery both physically and in altering physical features important to personal identity may be significantly negative in terms of well-being.

Luck egalitarianism

One of the greatest debates in current political and economic discourse surrounding the distribution of health care resources is the importance of personal responsibility. A popular standpoint is one of luck egalitarianism (I have discussed this before). Health care should iron out the inequalities over which the individual has no personal control and beyond that the individual should be responsible for maintaining their own health. To see it from a different angle – if we had two individuals with the same health state the distribution of health care between them should be weighted by prudence. For example, if the driver and passenger of a car were admitted to hospital after a crash which may be considered the driver’s fault, even if it were just a momentary lapse in concentration, the passenger would have a greater claim to health care. However, in this situation, luck egalitarianism does admittedly seem too harsh. Supporters of this school of thought often argue that smokers, the obese, drug addicts and so forth have less of a right to health care, since they were aware of the risks of their actions but undertook them anyway.

I personally believe luck egalitarianism to not be an adequate account of justice. One’s physical reaction to heavy drinking or smoking is to a great extent determined by factors out of ones control, such as genes and socioeconomic factors. Pregnancy might be argued to have been a choice and so should not be supported under luck egalitarianism. Similarly, luck egalitarianism has difficulty distinguishing between reconstructive surgery and cosmetic surgery. An individual’s welfare may be affected by their appearance to some extent, something which they may have no control over, thus, providing cosmetic surgery would be supported.

The priority view

These previous accounts have all been of egalitarianism. However, egalitarianism faces an important objection, raised by Derek Parfit and others. The goal of egalitarianism in health care is to ensure an equality of opportunity or of utility, for example. However, this could easily be achieved by reducing the opportunities or utility of those at the top of the scale. This would certainly be rejected as a course of action. Parfit calls this the ‘leveling down’ objection. He revises egalitarianism and instead proposes prioritarianism or the ‘priority view’. Resources should be distributed in society weighted by where you are in the distribution – those at the bottom of the scale should receive greater benefits. This would reduce inequality while not being subject to the leveling down objection. In this situation, we could imagine a luck prioritarian position or modifying any of the other previously mentioned ideas.

England’s current system of allocation, as maintained by NICE, could be characterised as egalitarian. However, I might argue that it is only weakly egalitarian. It is not aiming to ensure everyone has the same level of utility; rather that everyone has the same opportunity to improve utility. In general, it does not take into account prudence or age or any other personal characteristics. This would have the effect of moving everyone’s health upward and would be egalitarian in the sense of reducing the gap between bottom and top, but this is only because there is a limit to the improvements healthcare can make (QALYs do not go higher than one). If there were no limit to health improvements our current system would not affect the distribution of health but shift everyone equally up the scale. I also believe that opportunity is also a concern as well as utility and since opportunity is correlated with health and quality of life, reducing inequality of one should reduce the inequality in the other. I think, then, that a prioritarian position is perhaps the most tenable – we should favour health care interventions that benefit the least healthy. What weights might be attached to the worst off is open to debate and the philosophical dilemmas to do with aggregating welfare still stand, but in any case, I think the priority view is better than our current system.

From health care to health

As a final note, I will say that I have only discussed the distribution of health care. More and more evidence is showing that as a determinant of overall health, health care is only a small contributor. Health care is ‘the ambulance waiting at the bottom of the cliff’. To extend the above theories to health rather than health care is problematic. We cannot redistribute health directly, so must redistribute the social determinants of health such as housing, income, autonomy in the workplace, etc. In this case, favouring a health distribution on the basis of ability to pay (favouring the poor) would not be morally repugnant. Does this mean the health is not a ‘special’ good, whereas health care is? It at least means that health should be treated differently to health care. In any case, evaluating these ethical and philosophical arguments can only strengthen the way we make these decisions. Perhaps ethics should be more widely taught to policy makers, economists, and others.

Read more

Arneson, R.J., 2000. Luck Egalitarianism and Prioritarianism. Ethics, 110(2), pp.339–349.

Daniels, N., 2001. Justice, health, and healthcare. The American journal of bioethics : AJOB, 1(2), pp.2–16.

Segall, S., 2010. Is Health (Really) Special? Health Policy between Rawlsian and Luck Egalitarian Justice. Journal of Applied Philosophy, 27(4), pp.344–358.

 
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Posted by on May 6, 2013 in Efficiency and Equity

 

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Hidden costs of the recession

In a previous post I considered whether the current Great Recession had been good for your health. Evidence suggests that temporary reductions in income may improve your health for a number of reasons. In part, when I lose my job I may have expectations of finding work again in the short term, my skills may not depreciate in the short term, and I may be able to smooth my consumption with access to credit or savings and do more time-consuming, health-promoting things. But, the longer my spell of unemployment, the less access to health promoting goods I have and the greater the effects of socioeconomic deprivation. A number of studies have remarked on the link between income inequality and poor health (e.g. see here and here).

In the last post, I looked at a cross section of data from the 2011 census. I presented some correlations between the proportion of individuals who were unemployed and the proportion reporting bad health. I, and I am certainly not alone, may argue that myriad other factors could cause this observed relationship. I can’t prove or disprove any hypothesis in the space that this blog permits but I will add the following figure in support of the relationship. Here, I took data from both the 2001 and 2011 censuses for all lower super output areas (LSOAs; geographical areas of approximately 1,500 people) and looked at the relationship between the difference in the proportion unemployed and the difference in the proportion reporting bad health between 2001 and 2011:

change in prop bad health vs change unemployed

Given the long lag between 2001 and 2011, the arguments from the previous post, that this represents changes to structural unemployment rather than short term cyclical unemployment, may still stand. But, for whatever reason, there is a correlation between unemployment and self-reported bad health.

I should mention that the questions about health differed between the two censuses from three options in 2001: ‘good health’, ‘fair health’, or ‘bad health’, compared to five options in 2011: ‘very good health’, ‘good health’, ‘fair health’, ‘bad health’, and ‘very bad health’. I have compared here the percentage reporting the 2001 option ‘bad health’ to the combined ‘bad health’ and ‘very bad health’ option. You may think this is an affront to good data analysis, so to allay your fears I have provided versions of the following two figures that use only 2011 data. You will see that they tell the same story.

The increase to poor health as a result of increased socioeconomic deprivation is costly for a number of reasons. Considering healthcare, direct costs such as hospital admissions for physical and mental health problems may increase, along with the accompanying costs of providing pharmaceuticals and other treatments. One cost that is not well reported in the media is that of unpaid care. One study in the UK estimated the costs of services provided by unpaid carers to be as much as £87 billion per year. Now, those in poor health require care. The following figure shows the relationship between the change in the proportion of people reporting bad health and the change in the proportion of people providing more than 20 hours a week of unpaid care between 2001 and 2011 in each LSOA:

bad health vs unpaid care

bad health vs unpaid care 2011

2011 data only

I am not surprised by this relationship, and I doubt you are either. Then, it should also come as no surprise, given the previous two figures, that when I plot the relationship between the difference in the proportion unemployed and the difference in the proportion providing more than 20 hours unpaid care per week that there is also a strong relationship:

unemployed vs unpaid care

2011 data only

2011 data only

The relationship between health and economic conditions is complicated to say the least. What these data may indicate is that the cost due to increased unemployment may be far more than just reduced growth and output. Unpaid carers often have to leave employment to provide their services. Cutting back on health and social care funding in real terms will only shift the growing burden to individuals in poor areas, where health is worse, rather than to the state.

I would like to point out as a final note, and perhaps one of optimism, that the percentage of people reporting bad health has on average declined between 2001 and 2011. Although this may just be a case of hedonic adaptation…

 
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Posted by on April 26, 2013 in Health and the Economy

 

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