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The Global Slavery Index is a global study of modern slavery published by the Minderoo Foundation's Walk Free initiative. Four editions have been published: in 2013, 2014, 2016 and 2018. The index has been heavily criticized for its methodology and findings.
The 2018 edition builds on the Global Estimates of Modern Slavery, which estimated that 40.3 million people were in some form of slavery on any given day in 2016. [1]
The Index provides rankings across three dimensions:
The Index targets private citizens, non-governmental organisations, businesses and public officials so that they can work to end modern slavery. All data involved are available for download from the website. [5]
The 2018 Global Slavery Index includes data on three key variables: the prevalence in each country, vulnerability and government responses. In 2018, the methodology underwent changes and significantly expanded its data sources. The methodology is detailed in the report.
In 2017, the inaugural Global Estimates of Modern Slavery were produced by the International Labour Organization (ILO) and the Walk Free Foundation in partnership with the International Organization for Migration. Acknowledged data gaps in earlier editions, including lack of data on forced sexual exploitation and children in modern slavery were addressed by adopting a combined approach when developing the estimates. This involved drawing on three sources of data:
The 2018 Global Slavery Index uses the data sources and regional and global estimates from the Global Estimates of Modern Slavery. [6]
The regional estimates form the starting point for the 2018 national level estimates for 167 countries. Prevalence estimates from the 2018 Global Slavery Index were calculated according to the following process:
The Global Slavery Index was criticized for the methodology it employed to produce prevalence estimates for the 2013, 2014 and 2016 editions. The 2016 prevalence estimates were based on results of surveys in 25 countries through the Gallup World Poll. [7] Results from one country (where survey data was present) were extrapolated to other countries (where data was lacking) with an equivalent risk profile. Measurements of forced sexual exploitation, and of enslaved children, were identified as critical data gaps to address in future estimations. The 2018 Index, however, experienced substantial methodological improvements, including a significant increase in the number of survey data points, and substantial changes to the approach to estimating prevalence in countries without survey data.
Researchers Andrew Guth, Robyn Anderson, Kasey Kinnard and Hang Tran claimed that the 2014 Global Slavery Index's methods reveal weaknesses and raised questions about its replicability and validity. They stated that the use of its data can lead to inaccurate policy formulation and that the methods used in the index are inadequate. [8]
The 2014 Global Slavery Index assigned countries for which no data were available the same rate as surveyed countries that were judged to be similar. For example, prevalence rates for Britain were applied to Ireland and Iceland, and those for America to western European nations, including Germany. This extrapolation attracted criticism. [9]
Scholar Anne Gallagher said the 2014 Global Slavery Index was based on flawed data. Gallagher writes that "the basic unit of measurement of 'modern slavery' is flawed: the definition is self-created and, bizarrely, changes from one year to the next". [10]
Alexis A. Aronowitz called the Index to be "terribly flawed" and pointed out that:
The index is based on mix of sources: population surveys in a few countries; fuzzy estimates by governmental agencies or NGOs; stories in the media; and local experts. For nations lacking any such source, the index creators engage in an "extrapolation" exercise -- they simply apply an estimate from one nation to "similar" nations lacking such estimates. [11]
Debt bondage, also known as debt slavery, bonded labour, or peonage, is the pledge of a person's services as security for the repayment for a debt or other obligation. Where the terms of the repayment are not clearly or reasonably stated, or where the debt is excessively large the person who holds the debt has thus some control over the laborer, whose freedom depends on the undefined or excessive debt repayment. The services required to repay the debt may be undefined, and the services' duration may be undefined, thus allowing the person supposedly owed the debt to demand services indefinitely. Debt bondage can be passed on from generation to generation.
Audience measurement calculates how many people are in an audience, usually in relation to radio listenership and television viewership, but also in relation to newspaper and magazine readership and, increasingly, web traffic. The term is sometimes used with regard to practices that help broadcasters and advertisers determine who is listening, rather than how many people are listening. In some parts of the world, the resulting numbers are referred to as audience share; in other places, the broader term market share is used. This broader meaning is also known as audience research. Measurements are broken down by media market, which corresponds to large and small metropolitan areas.
Child labour is a recurring issue in cocoa production. Ivory Coast and Ghana, together produce nearly 60% of the world's cocoa each year. During the 2018/19 cocoa-growing season, research commissioned by the U.S. Department of Labor was conducted by NORC at the University of Chicago in these two countries and found that 1.48 million children are engaged in hazardous work on cocoa farms including working with sharp tools and agricultural chemicals and carrying heavy loads. That number of children is significant, representing 43 percent of all children living in agricultural households in cocoa growing areas. During the same period cocoa production in Cote d’Ivoire and Ghana increased 62 percent while the prevalence of child labour in cocoa production among all agricultural households increased 14 percentage points. Attention on this subject has focused on West Africa, which collectively supplies 69% of the world's cocoa, and Côte d'Ivoire, supplying 35%, in particular.
The Corruption Perceptions Index (CPI) is an index that scores and ranks countries by their perceived levels of public sector corruption, as assessed by experts and business executives. The CPI generally defines corruption as an "abuse of entrusted power for private gain". The index is published annually by the non-governmental organisation Transparency International since 1995.
Gallup, Inc. is an American multinational analytics and advisory company based in Washington, D.C. Founded by George Gallup in 1935, the company became known for its public opinion polls conducted worldwide. Gallup provides analytics and management consulting to organizations globally. In addition the company offers educational consulting, the CliftonStrengths assessment and associated products, and business and management books published by its Gallup Press unit.
Poverty in India remains a major challenge despite overall reductions in the last several decades as its economy grows. According to an International Monetary Fund paper, extreme poverty, defined by the World Bank as living on US$1.9 or less in purchasing power parity (PPP) terms, in India was as low as 0.8% in 2019, and the country managed to keep it at that level in 2020 despite the unprecedented COVID-19 outbreak. According to the World Bank, India experienced a significant decline in the prevalence of extreme poverty from 22.5% in 2011 to 10.2% in 2019. A working paper of the bank said rural poverty declined from 26.3% in 2011 to 11.6% in 2019. The decline in urban areas was from 14.2% to 6.3% in the same period. The poverty level in rural and urban areas went down by 14.7 and 7.9 percentage points, respectively. According to United Nations Development Programme administrator Achim Steiner, India lifted 271 million people out of extreme poverty in a 10-year time period from 2005–2006 to 2015–2016. A 2020 study from the World Economic Forum found "Some 220 million Indians sustained on an expenditure level of less than Rs 32 / day—the poverty line for rural India—by the last headcount of the poor in India in 2013."
Slavery has been called "deeply rooted" in the structure of the northwest African country of Mauritania and estimated to be "closely tied" to the ethnic composition of the country, although it has also been estimated that "Widespread slavery was traditional among ethnic groups of the largely nonpastoralist south, where it had no racial origins or overtones; masters and slaves alike were black", despite the cessation of slavery across other African countries and an official ban on the practice since 1905.
The where-to-be-born index was an index last published by the Economist Intelligence Unit (EIU) in 2013, which aimed to measure which country would provide the best opportunities for a healthy, safe and prosperous life in the years after its publication.
Contemporary slavery, also sometimes known as modern slavery or neo-slavery, refers to institutional slavery that continues to occur in present-day society. Estimates of the number of enslaved people today range from around 38 million to 49.6 million, depending on the method used to form the estimate and the definition of slavery being used. The estimated number of enslaved people is debated, as there is no universally agreed definition of modern slavery; those in slavery are often difficult to identify, and adequate statistics are often not available.
Human trafficking is the trade of humans for the purpose of forced labour, sexual slavery, or commercial sexual exploitation.
The 2010 maternal mortality rate per 100,000 births for Tanzania was 790. This is compared with 449 in 2008 and 610.2 in 1990. The UN Child Mortality Report 2011 reports a decrease in under-five mortality from 155 per 1,000 live births in 1990 to 76 per 1,000 live births in 2010, and in neonatal mortality from 40 per 1,000 live births to 26 per 1,000 live births. The aim of the report The State of the World's Midwifery is to highlight ways in which the Millennium Development Goals can be achieved, particularly Goal 4 – Reduce child
The Financial Secrecy Index (FSI) is a report published by the advocacy organization Tax Justice Network (TJN) which ranks countries by financial secrecy indicators, weighted by the economic flows of each country.
Walk Free is an international human rights organisation based in Perth, Western Australia. Its main goal is ending modern slavery in all its forms.
Statistics on unemployment in India had traditionally been collected, compiled and disseminated once every ten years by the Ministry of Labour and Employment (MLE), primarily from sample studies conducted by the National Sample Survey Office. Other than these 5-year sample studies, India had historically not collected monthly, quarterly or yearly nationwide employment and unemployment statistics on a routine basis. In 2016, the Centre for Monitoring Indian Economy, a non-governmental entity based in Mumbai, started sampling and publishing monthly unemployment in India statistics.
Human trafficking in Southeast Asia has long been a problem for the area and is still prevalent today. It has been observed that as economies continue to grow, the demand for labor is at an all-time high in the industrial sector and the sex tourism sector. A mix of impoverished individuals and the desire for more wealth creates an environment for human traffickers to benefit in the Southeast Asia region. Many nations within the region have taken preventive measures to end human trafficking within their borders and punish traffickers operating there.
The World Happiness Report is a publication that contains articles and rankings of national happiness, based on respondent ratings of their own lives, which the report also correlates with various life factors. The report primarily uses data from the Gallup World Poll. As of March 2024, Finland has been ranked the happiest country in the world seven times in a row.
The Freedom Fund is an international non-profit organisation dedicated to identifying and investing in the most effective frontline efforts to end slavery. In 2017, the International Labour Organization reported that on any given day in 2016, there were 40 million people living in modern slavery worldwide across a wide range of industries.
According to the World Health Organization (2015), the "worldwide population of overweight and obese adults increased between 1980 and 2013 from 30 percent to 38 percent in women, and 29 percent to 37 percent in men". The prevalence of obesity continues to rise in all age groups in this developing country.
India has an estimated 100 million people formally diagnosed with diabetes, which makes it the second most affected in the world, after China. Furthermore, 700,000 Indians died of diabetes, hyperglycemia, kidney disease or other complications of diabetes in 2020. One in six people (17%) in the world with diabetes is from India. The number is projected to grow by 2045 to become 134 million per the International Diabetes Federation.
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