Income Inequality, New Paper

I’ve posted a new paper on income inequality here:

Maybe this is good timing on my part, with Obama being accused of “class war”, Romney paying ridiculously little in taxes, the Occupy movement and the 99 percenters still going strong (I think), and all that. So hopefully, this paper will attract a few eyeballs, at least more than academic writing can normally expect.

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What is Democracy? (58): A Voice Based Selection Process for Politicians

Barry White for President

Barry White for President

It’s both a damning verdict on democracy and a charming play on words: voters apparently use their vote to choose politicians with a certain type of voice (the word “vote” being related to “voice”). More precisely, voters prefer politicians with lower-pitched voices:

Participants in the study, published in the journal of Evolution and Human Behavior, were asked to listen to archival voice recordings of nine U.S. presidents. The researchers, from Canada’s McMaster University, created higher- and lower-pitched versions of each voice. Listeners were then asked to assess the attractiveness, honesty, leadership potential and intelligence — among other qualities — of the speakers.

For nearly every attribute they were asked to rate, participants were significantly more likely to prefer the deeper voice. The only category in which higher voices won? Most Likely to Be Involved in a Government Scandal. …

Previous studies have found that both men and women find men with deeper voices more attractive and more dominant. And in eight U.S. presidential elections between 1960 and 2000, the candidate with the deeper voice has won the popular vote. (source)

Politicians’ looks create a similar distortion of proper democratic processes. Hence I guess the answer to the questions I asked here and here should be “yes” after all.

More posts in this series are here.

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Political Artist (41): Isaac Cordal

refugees, street art by Isaac Cordal

refugees, street art by Isaac Cordal

(source, source)

Isaac Cordal makes lovely miniature sculptures, puts them in the streets and photographs them from a low angle.

More political artists here. More on refugees here.

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Economic Human Rights (39): Does the Concept of Poverty Collapse Under the Weight of Historical Comparisons?

historical poverty

"Now then, my man, week's up! Can't 'ave a 'ome without payin' for it, ye know!"

Many of the people who are considered poor in developed countries have a higher living standard than the average middle class citizens of some centuries ago. If we bracket the minority of the extremely poor in developed countries (the homeless for example), poverty today seems to be a relatively comfortable position to be in, once you see it in a historical perspective.

The same is true for people in poor countries. In 1820, average income per person was low everywhere in the world: about $500 in China and South Asia, and about $1000-$1500 in Europe (1993 US$ PPP). In developing countries today the range is between $1000 and $3100 (the world average is about $6000, the US has more than $40,000). So, the poor of today are equally well off or even better off than the average world citizen 200 years ago. 75% of the world’s population lived on less than $1 a day in 1820. Today, almost no one does in the West. In China it’s less then 20%, in South Asia 40%, in Africa half. Globally, it’s less than a quarter. Historically, almost everyone was poor; today it’s a minority.

So it seems almost futile to talk about poverty today. What is defined as poverty now was the normal way of life not so long ago. However, if that’s the way you want to go, the concept of poverty evaporates. You’ll always find someone who’s worse off. You just need to go sufficiently far back in time (or move in space) to find people who are more deprived and who make the current poor (or the local poor) seem relatively well off. The baseline is then the caveman and everyone else isn’t really “poor”.

Hence, if you want to keep talking about poverty, you can’t engage in historical comparisons. Does that mean that poverty can only be measured against the current average standard of living? That poverty is a percentage of current median income? In that case, there will always be poverty and the fight against it is a Sisyphean task. I’m not entirely convinced of the usefulness of the concept of relative poverty – that you should compare people’s living standards to society’s average standard (where poverty becomes basically income inequality) – and the historical rather than spatial version of relative poverty reinforces my doubts. However, I know that people commonly see poverty as a relative thing and that they may feel deprived because they compare themselves to their living compatriots and not only because they are below a certain absolute level of income, consumption or capabilities. Conversely, the middle classes of some centuries ago, even if they had the same standard of living as some of today’s poor, felt good about themselves because they looked at the poor of their time and felt that they had done comparatively well.

Still, relative poverty is not the only solution to the problem of historical comparisons. Poverty can be measured relative to average historical or current standards of living, but can also be measured by comparing consumption, income or capabilities to a commonly accepted absolute minimum level (for example a minimum amount of calorie intake).

In the latter case, it’s not important how rich the rich really are, or what the median income is, or how poor the poor were centuries ago. It’s important to know what are people’s basic needs, how much they cost, and how many people currently can’t buy the stuff to fulfill their basic needs. Of course, these basic needs can’t always be determined scientifically (as in the case of calorie intake) and some level of arbitrariness is unavoidable. A lot depends on the capabilities we believe are necessary in order to have a minimally decent life, and that’s controversial.

Portrait of Cosette from Les Miserables

Portrait of Cosette from Les Miserables

I also understand that social norms evolve and that basic needs can change over time. Several centuries ago a microwave and a cellphone were obviously not a basic need; now you will be considered poor if you lack these tools. In a pre-modern agrarian society, you would have been considered poor only when you were on the brink of starvation. You didn’t need technological tools, child care, education etc. in order to have a minimally decent life, because no one had those things and your functioning in the economy didn’t require them. Today, if you don’t have them, you’ll feel excluded, less than normal, weird, “trash” and in certain cases you’ll end up deeper in poverty because you’ll have a hard time finding a job if you don’t have a car, a cell phone or child care.

Also, why shouldn’t we become more ambitious over time? Should we be content if we’re able to avoid only the worst kind of deprivation? Or should we try to continually improve many different capabilities? The latter is I think a sign of civilization and progress. That doesn’t mean we should scatter our attention and forget to focus on the worst deprivation. It only means we shouldn’t stop after we’ve dealt with the worst. And we haven’t dealt with the worst simply because the percentages of those worst off have been coming down (see the numbers cited above). Indeed, a smaller share of the world’s population suffers from low income than some time ago. But because of population growth – which is a good thing resulting from higher life expectancy rates – the total number of people with low income is now higher. And total numbers also count, just as much as percentages. As Thomas Pogge has argued, the Holocaust wouldn’t be any less horrible if it turned out that the number of people killed was a smaller percentage of the world’s population than initially thought.

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Statistical Jokes (38): Percentages of Percentages

percentage_points

(source)

I don’t want to insult anyone’s intelligence, but in case you don’t immediately get the joke: is Mr. Grayton’s level of support currently 1% (20-19)? Or 16,2% (81% of 20%, a reduction of 19%)?

More statistical jokes here.

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Human Rights Maps (169): Legislation Prohibiting Employment Discrimination on the Basis of Sexual Orientation and Gender Identity

Anti-discrimination legislation tends to become more inclusive over time, in two ways:

  • more groups enjoy protection against discrimination (the disabled, transsexuals, older people, short people etc.) and
  • discrimination becomes illegal in more social settings (employment, trade etc.).

I’ll focus here on employment discrimination, and more specifically discrimination on the basis of sexual orientation and gender identity.

Employment Discrimination laws seek to prevent discrimination based on race, sex, religion, national origin, physical disability, and age by employers. A growing body of law also seeks to prevent employment discrimination based on sexual orientation. Discriminatory practices include bias in hiring, promotion, job assignment, termination, compensation, retaliation, and various types of harassment. (source)

In the U.S., many states have laws that protect all public employees against employment discrimination, including discrimination of people based on their sexual orientation or gender identity. Many large cities and other localities have similar rules. A minority of states ban this type of discrimination in private employment: 21 states plus DC have laws banning discrimination in private employment that also cover sexual orientation, and 15 plus DC have laws that also cover gender identity.

Here’s a map showing those 21 and 15 states:

Legislation prohibiting employment discrimination on the basis of sexual orientation and Gender Identity in private employment

Legislation prohibiting employment discrimination on the basis of sexual orientation and Gender Identity in private employment

(source)

And here’s a map showing legislation covering both private and public employment:

Legislation Prohibiting Employment Discrimination on the Basis of Sexual Orientation and Gender Identity

Legislation Prohibiting Employment Discrimination on the Basis of Sexual Orientation and Gender Identity

(source)

An interesting new development: employers seem to be discriminating against the unemployed. When evaluating candidates for positions, employers prefer to hire someone who already has a job elsewhere. They often even announce in their job postings that they don’t hire applicants who aren’t currently working. Unemployed candidates, even if they have the same qualifications, are refused because their current lack of a job is supposed to signal laziness or other disqualifying characteristics. Some therefore propose to include also discrimination of the unemployed in legislation prohibiting employment discrimination. Others think that would be a bad idea subjecting businesses to frivolous lawsuits every time an unemployed person fails to get a job.

More on discrimination here. More human rights maps here.

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Income Inequality (26): And Social Mobility

One can argue that high levels of income inequality aren’t much of a problem when social mobility is easy (social mobility being the degree at which people cross into higher or lower income levels than the ones they were born into). Inequality is then the result of skills and effort, the absence of skills and effort, or lifestyle choices. In other words, given easy mobility, inequality is what people deserve or want. If there are few or no obstacles to mobility, people basically choose their position in society: they choose to develop their skills and invest effort, or they don’t.

However, this whitewashing of inequality doesn’t work because the more unequal a society, the less social mobility there is:

correlation between income inequality and social mobility

(source, the “intergenerational earnings elasticity” is a measure of correlation between the income of grown children and their parents, or – in other words – how much a rise in your father’s income affects your expected income; higher values suggest less mobility, 0 means that the kids of rich people earn as much as the kids of the poor)

income inequality and social mobility

(source)

What is the mechanism here? In part, high levels of income inequality make social mobility more difficult: when income inequality is relatively high, people at the wrong end of inequality can offer comparatively less opportunities to their children than the people at the right end – less quality schooling, less quality healthcare etc. The children of wealthy parents have relatively more advantages compared to poor children then they would have in a less unequal society, and they are therefore more likely to end up in a high income group as adults. I assume that social mobility is a good thing and that people’s income should not be determined by the income of their parents.

Let’s assume a stylized economy called Mobilistan, consisting of just 2 families: the Jones family is “wealthy” while the Smith family is less wealthy. In a first scenario, income inequality in Mobilistan is a Gini value of 0.30 resulting from an income of $100,000 for the Jones’ and $25,000 for the Smith’s:

gini calculator

(I’ve used this handy Gini calculator here)

Assuming that the government of Mobilistan offers some education subsidies or public schooling facilities, we can also assume – given the specified levels of incomes - that the children of the Jones family and the Smith family can afford to attend the same schools. Hence, if some of the children of the Smith family work really hard and aren’t burdened with bad genes, and if some of the children of the Jones family drop out, then we may see that some adult children of the Smith family will belong to the same income class as the Jones family, and vice versa. In other words, we see social mobility. The effect of this mobility on income inequality can go either way: it can lead to lower or higher inequality or have no effect at all. It depends on the exact earnings of all the inhabitants of Mobilistan, including the adult offspring.

Now take a second scenario, and complicate things a tiny bit. There are now 4 families in Mobilistan: Smith, Daniels, Jones and Greggs. Both the Smith and Daniels families earn $25,000, and the Jones and Greggs families both earn $1,000,000. This results in a Gini of 0.46, an obviously higher inequality score:

gini calculator

This means that the Jones and Greggs families can afford better schooling for their children, which will make it much more difficult for the children of the Smith and Daniels families to compete for high paying jobs. This effect can be exarcerbated when the Jones and Greggs families start to outbid each other for the best education for their children, thereby making good education more expensive and even less accessible to the children of the Smith and Daniels families.

So instead of saying that inequality is not a problem because there is mobility, we should instead say that mobility is a problem because there is inequality.

More on social mobility here. More posts in this series are here.

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Statistical Jokes (37): Significant Digits

statistical joke

(source)

But please, have some sympathy for the statistician. He’s not really a nihilist and he does care about people dying. All he wants is that the nihil regains its place at the right side of estimated numbers.

More on fake accuracy here. More statistical jokes here.

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Political Graffiti (171): You May Say I’m a Dreamer

imagine graffti

(source)

imagine graffiti

(source)

The complete lyrics are here. The song is here. More political graffiti here.

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Measuring Human Rights (25): Measuring Hunger

hunger

(source)

First, and for those in doubt: hunger is a human rights violations (see article 25 of the Universal Declaration). Second, before we discuss ways to measure this violation, we have to know what it is that we want to measure. It’s surprisingly difficult to define hunger.

Definition of hunger

The word “hunger” in this context does not refer to the subjective sensation that we have when lunch is late. We’re talking here about a chronic lack of food or a sudden and catastrophic lack of food (as in the case of a famine). We measure a lack of food by measuring dietary energy deficiency, which in turn is computed based on average daily calorie intake. The FAO estimates that the average minimum energy requirement per person is 1800 kcal per day. The global average per capita daily calorie intake is currently about 2800 kcal. This average obviously masks extreme differences between the obese and the chronically undernourished.

The FAO minimum energy requirement per person of 1800 kcal is also an average. The minimum calorie need depends on many things: age, climate, health, height, occupation etc.

Usually, the concept of “hunger” as it is defined here is different from “malnutrition“. Hunger is a lack of food defined as a lack of calorie intake. Malnutrition is a lack of quality food, of micronutrients such as vitamins and minerals, and of a divers diet. Hence, people may have access to sufficient quantities of food and still be malnourished.

Hunger and famine are also different concepts. Hunger is a chronic and creeping lack of food, while a famine results from the sudden collapse of food stocks. A famine implies widespread starvation during a limited period. It can’t go on forever because it must stop when everyone has died or when food supplies are restored. Chronic hunger on the other hand can go on forever because it doesn’t imply widespread starvation. Of course, people do die of chronic hunger, and on a global level hunger kills more people than famines do. But whereas in the case of famine people die of starvation, the victims of chronic hunger usually don’t starve to death. When we say that hunger kills someone every 3.6 seconds we usually mean that this person dies from an infectious disease brought on by hunger. Hunger increases people’s vulnerability to diseases which are otherwise nonfatal (e.g. diarrhea, pneumonia etc.). In fact, most hunger related deaths do not occur during famines. Chronic hunger is much more deadly – it’s just not as noticeable as a famine. When and where famines occur, they are more deadly and catastrophic. But they occur, thank God, only exceptionally. Hunger on the other hand is a permanent fixture of the lives of millions and ubiquitous in many countries.

"dying child" by Jac Saorsa

"dying child" by Jac Saorsa

(source)

Measurement of hunger

Given this definition, how do we go about and measure the extent of chronic hunger? (The measurement of famine is a separate problem, discussed here). There are different possible methods:

  • So-called food intake surveys (FIS) estimate dietary intake and try to relate this to energy needs determined by physical activity. Calorie intake below a minimum level means hunger. The problem here is that minimum calorie intake thresholds are somewhat arbitrary and do not always take people’s different calorie requirements into account. Even for a single individual, this threshold can vary over time (depending on the climate, the individual’s age, occupation and health etc.). Moreover, when trying to measure calorie intake, you’re faced with the problem of hunger due to imperfect absorption: it’s not because someone in a sample buys and consumes x number of calories that he or she actually absorbs those calories. The widespread incidence of diarrhea and other health problems often mean that only a fraction of calories eaten are absorbed by the body.
  • In order to bypass this, some propose a measurement method based on revealed preferences. The greater the share of calories people receive from the cheapest foods available to them, the hungrier they are; and, conversely, the more they buy expensive sources of calories, the less hungry they are. Their choice of foods reveals whether they have enough calories. This method therefore eliminates the threshold and absorption problems.

Our approach derives from the fact that when a person is below their nutrition threshold, there is a large utility penalty due to the physical discomfort associated with the body’s physiological and biochemical reaction to insufficient nutrition. At this stage, the marginal utility of calories is extremely high, so a utility-maximizing consumer will largely choose foods that are the cheapest available source of calories, typically a staple like cassava, rice or wheat. However, once they have passed subsistence, the marginal utility of calories declines significantly and they will begin to substitute towards foods that are more expensive sources of calories but that have higher levels of non-nutritional attributes such as taste. Thus, though any individual’s actual subsistence threshold is unobservable, their choice to switch away from the cheapest source of calories reveals that their marginal utility of calories is low and that they have surpassed subsistence. Accordingly, the percent of calories consumed from the staple food source, or the staple calorie share (SCS), can be used as an indicator for nutritional sufficiency. (source, source)

  • Still another method consists of measuring hunger’s physical effects on growth and thinness. Instead of measuring calorie intake, hunger or revealed preferences, you measure people’s length, their stunted growth and their body mass index. However, this is very approximative since length and weight may be determined by lots of factors, many of them unrelated to hunger.
  • And finally there are subjective approaches. The WFP does surveys asking people how often they ate in the last week and what they ate, how often they skip meals, how far they are away from markets, if their hunger is temporary or chronic etc. Gallup does something similar.

More on hunger here. More data here. And more posts in this series here.

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