Showing posts sorted by date for query Gini Coefficient. Sort by relevance Show all posts
Showing posts sorted by date for query Gini Coefficient. Sort by relevance Show all posts

Friday, August 22, 2014

Gini Coefficient

2017 Assembling the World by Income (not Wealth) Inequality - Cottereau > .
23-7-16 Inequality Becoming Problematic | EcEx > .
[Data source : World Bank (2017) https://data.worldbank.org/indicator/... ]
23-2-19 Calculating the most equal country on earth - EcEx > .Insane Scale of Global Wealth Inequality Visualized - Lore > .
Advances in Medicine, Health Delivery, Engineering, and Policy - Circles > .

In economics, the Gini coefficient, sometimes called the Gini index or Gini ratio, is a measure of statistical dispersion intended to represent the income inequality or wealth inequality within a nation or any other group of people. It was developed by the Italian statistician and sociologist Corrado Gini (published in 1912 paper Variability and Mutability (Variabilità e mutabilità). Building on the work of American economist Max Lorenz, Gini proposed that the difference between the hypothetical straight line depicting perfect equality, and the actual line depicting people's incomes, be used as a measure of inequality.

In terms of income-ordered population percentiles, the Gini coefficient is the cumulative shortfall from equal share of the total income up to each percentile. That summed shortfall is then divided by the value it would have in the case of complete equality.

The Gini coefficient is usually defined mathematically based on the Lorenz curve, which plots the proportion of the total income of the population (y axis) that is cumulatively earned by the bottom x of the population (see diagram). The line at 45 degrees thus represents perfect equality of incomes. The Gini coefficient can then be thought of as the ratio of the (grey) area that lies between the line of equality and the Lorenz curve (marked A in the diagram) over the total (grey + blue( area under the line of equality (marked A and B in the diagram); i.e., G = A/(A + B). It is also equal to 2A and to 1 − 2B due to the fact that A + B = 0.5 (since the axes scale from 0 to 1).

The Gini coefficient measures the inequality among values of a frequency distribution (for example, levels of income). A Gini coefficient of zero expresses perfect equality, where all values are the same (for example, where everyone has the same income). A Gini coefficient of one (or 100%) expresses maximal inequality among values (e.g., for a large number of people where only one person has all the income or consumption and all others have none, the Gini coefficient will be nearly one).

For larger groups, values close to one are unlikely. Given the normalization of both the cumulative population and the cumulative share of income used to calculate the Gini coefficient, the measure is not overly sensitive to the specifics of the income distribution, but rather only on how incomes vary relative to the other members of a population. The exception to this is in the redistribution of income resulting in a minimum income for all people. When the population is sorted, if their income distribution were to approximate a well-known function, then some representative values could be calculated.

Gini Coefficient - Wealth Inequality (2018)




















The Gini coefficient was proposed by Gini as a measure of inequality of income or wealth. For OECD countries, in the late 20th century, considering the effect of taxes and transfer payments, the income Gini coefficient ranged between 0.24 and 0.49, with Slovenia being the lowest and Mexico the highestAfrican countries had the highest pre-tax Gini coefficients in 2008–2009, with South Africa the world's highest, variously estimated to be 0.63 to 0.7, although this figure drops to 0.52 after social assistance is taken into account, and drops again to 0.47 after taxation. The global income Gini coefficient in 2005 has been estimated to be between 0.61 and 0.68 by various sources.

There are some issues in interpreting a Gini coefficient. The same value may result from many different distribution curves. The demographic structure should be taken into account. Countries with an aging population, or with a baby boom, experience an increasing pre-tax Gini coefficient even if real income distribution for working adults remains constant. Scholars have devised over a dozen variants of the Gini coefficient.

Thursday, May 31, 2012

⧫ Demographic Predictions

2022+ Demographic Projections ..
2023 Population Distribution ..

⧫ Economics of Manpower

Sunday, April 29, 2012

16 - Globalization and Trade and Poverty

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Globalization and Trade and Poverty - CrCo > .



- Poverty line: Minimum level of income deemed adequate in a particular country.
- Extreme poverty: Severe deprivation of basic needs including, food, safe drinking water, sanitation, health, shelter, education and information.
- UN definition of extreme poverty: People living under <1.25/day (836 mn people as of 2015, down from 1.9 bn in 1950)
- 1 in 7 people still live without electricity.
- Mobile phones are single most transformative technology to the developing world - Jeffrey Sachs
- Leapfrogging - Countries can skip straight to more efficient technology without significant costs
- Hans Rosling (statistician) - 1-2 bn suffer from globalization deficiency.
- Multiplier effect means more
- Paul Krugman, "The Bangladeshi apparel industry is going to consist of what we would consider sweatshops, or it won't exist at all."
- Outsourcing of jobs, exploitation and oppression, is a form of economic colonialism.
- Companies don't follow same rules as developing countries. To tackle this public awareness is growing. e.g. US produces annual publication on list of goods produced by child or forced labor.
- Many experts believe globalization isn't sustainable for the planet because of it's impact on climate change, deforestation and pollution.
- Microcredit, Muhammad Yunus, small loans ($100) enabled people (especially women) to participate in the economy.

17 - Income and Wealth Inequality

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Income and Wealth Inequality - CrCo > .
23-7-16 Inequality Becoming Problematic | EcEx > .
> Econopolitics > >


Two types of economic inequality
- Wealth (accumulated assets such as savings, pensions, real estate, and stocks minus the liabilities) inequality
- The unequal distribution of accumulated assets, minus liabilities
- North America and Europe host 20% of the population yet have 67% of the world’s wealth
- China hosts 20% of the population wet have 8% of the world’s wealth etcetera
- Income inequality
- The extent to which income is distributed in an uneven matter
- Economic Big Bang - “At first countries’ incomes were all bunched together, but with the Industrial Revolution the differences exploded,… [It] pushed some countries forward onto the path to higher incomes while others stayed where they had been for millennia.” - Branko Milanovic
- Industrial Revolution accelerated the gap between the richest and poorest
- Globalisation and international trade are further accelerating this disparity
- “The triumph of globalisation and market capitalism has improved living standards for billions while concentrating billions among the few.” - Richard Freeman
- Skill-biased technological change
- Skilled workers that have the education/skills best suited for technological work whereas it has served as a replacement for unskilled workers
- Further gap between the poor and the rich and the poor and they rocking class
- As economies develop and as manufacturing jobs move overseas, low skill low pay and high skill high pay work are the only jobs left
- Other factors in exacerbating widening gap
- Reduced influence of unions, tax policies that favour the wealthy, allowance for greater CEO salaries, gender, race
- Lorenz curve graph allows us to measure the depth of income inequality
- Can be used to calculate the GINI Index - the most commonly used measure of income equality (the size of the gap between the equal distribution of income and actual distribution) with 0 as complete quality and 100 as complete inequality
- Critiques of income inequality
- Claim all income brackets are making more money but the rich’s share is growing faster
- However in the last 20 years, their average income has been falling while the rich have continually gotten richer
- “Yes, some level of inequality is built in to capitalism… It is inherent to the system. The question is, what level of inequality is acceptable? And when does inequality start doing more harm than good?” - Bill Gates
- Some economists argue greater income inequality is associated with increased violence, drug abuse, incarceration, diluted political equality (rich have disproportionate say in what policies advance and in this have an incentive to promote their own self-interest)
- Solutions
- Education, increased minimum wage, affordable, high quality childcare, provide a social safety net, adjustment of tax code to redistribute income
- Increase income taxes and capital taxes on the rich
- Progressive tax - a tax in which the tax rate increases as the taxable amount increases
- “One idea is to fix loopholes that the rich use to avoid paying taxes. Other economists argue that taxing the rich won’t be as effective as reducing regulation and bureaucratic red tape.”
- No society can surely be flourishing and happy of which the far greater part of the members are poor and miserable - Adam Smith

Tuesday, May 22, 2007

⧫ Geoeconomic Logistics


Logistics, Modeling, Strategy
Asian NATO? ..

Marine/Submarine Infrastructure

Wednesday, April 25, 2007

⧫ Domestic Economics

Domestic Economics
1929 Stock Markets Slump & Crash ..
Agricultural Futures - 21st C ..
Black Market, WW2 ..
Blockchains, Cryptocurrencies, NFTs
Debt - Productive, Counterproductive ..
Demographic Engineering Fail ..
"Dutch Disease" ..Economic Recessions and Recoveries ..


Thursday, March 22, 2007

⧫ Global - Geoeconomics

sī vīs pācem, parā bellum

igitur quī dēsīderat pācem praeparet bellum    therefore, he who desires peace, let him prepare for war sī vīs pācem, parā bellum if you wan...