Afar, Ethiopia, February 2022. Women seek shade while waiting to be registered at the Agda Hotel compound, where millions of displaced Eritreans and Ethiopians have fled to escape violence at the Barhale refugee camp. Photo Credit: Eduardo Soteras/AFP. Getty Images.
GLobal Slavery INdex

Global FIndings

An estimated 50 million people were living in situations of modern slavery on any given day in 2021, according to the latest Global Estimates of Modern Slavery. Of these people, approximately 27.6 million were in forced labour and 22 million were in forced marriages.

The most vulnerable — women, children, and migrants — remain disproportionately affected. More than 12 million of all people in modern slavery are children, and women and girls account for over half of them (54 per cent). Migrant workers were three times more likely to be in forced labour than non-migrant workers.

Modern slavery occurs in every country, regardless of wealth. More than half (52 per cent) of all forced labour and a quarter of all forced marriages can be found in upper-middle income or high-income countries.

The new Global Estimates revealed that the situation is worse than when we last measured in 2016. Since then, the number of men, women, and children forced to work against their will or in a forced marriage has risen by 10 million. The worsening situation has occurred against a backdrop of increasing conflict, environmental degradation, over a decade of global democratic decline,1 a global rollback of women’s rights,2 and the economic and social impacts of the COVID-19 pandemic and responses to it. These compounding crises have led to significant disruption to employment and education, increases in extreme poverty, and forced and unsafe migration, which together heighten the risk of all forms of modern slavery, particularly for those who are already vulnerable.

Overview and trends

The Global Slavery Index is a national breakdown of the extent of modern slavery in 160 countries. This section presents findings of our country-level analysis of the extent and drivers of modern slavery, together with actions taken by governments to respond to modern slavery.

From global to national estimates

The 10 countries with the highest prevalence of modern slavery are:

  1. North Korea

  2. Eritrea

  3. Mauritania

  4. Saudi Arabia

  5. Türkiye

  6. Tajikistan

  7. United Arab Emirates

  8. Russia

  9. Afghanistan

  10. Kuwait

Four of the five world regions — Africa, Arab States, Asia and the Pacific, and Europe and Central Asia — are represented in the list of countries with highest prevalence, which underscores the global reach of modern slavery.

Figure 1: Estimated prevalence of modern slavery (noting estimated prevalence per 1,000 population for the 10 countries with highest prevalence)

The 10 countries with highest prevalence share some political, social, and economic characteristics, including limited protections for civil liberties and human rights. Many of these countries are in volatile regions, which have experienced political instability, conflict, and/or authoritarianism. Many are home to large numbers of vulnerable people, such as refugees or migrant workers. Migrant workers comprise the vast majority of the workforce in Saudi Arabia, the United Arab Emirates, and Kuwait where they effectively fall under the control of employers due to the kafala (sponsorship) system and have few, if any, labour rights.

While our understanding of the relationship between conflict and modern slavery is growing, protracted conflict is a known risk multiplier, as breakdown in the rule of law, loss of social support networks, and the large-scale disruption that occurs during conflicts all serve to increase risk of both forced labour and forced marriage. North Korea, Eritrea, and Afghanistan have all been involved in protracted conflicts.3 Türkiye, which hosts millions of refugees from Syria, and Russia were both involved in the Syrian conflict. Russia also launched an invasion of Ukraine in 2022 after having annexed Crimea in 2014.4 A lack of data in countries experiencing conflict means that estimates in these countries, and the regions they are situated in, will fall short of the true extent of modern slavery.

North Korea, Eritrea, Mauritania, and Afghanistan were among the ten countries with highest prevalence of modern slavery in the 2018 Global Slavery Index and remained in the list of countries with the highest prevalence in 2023. North Korea and Eritrea each have a high prevalence of state-imposed forced labour. While international conventions recognise that states have the power to compel citizens to work, this is limited to specific circumstances; for example, compulsory military service or obligatory work or service for citizens in emergency situations such as famine and natural disaster. A state exceeds these limits when it compels citizens to work as a punishment for expressing or acting on political views, or for the purpose of economic development, or as a means of racial, ethnic, social, or religious discrimination.

In North Korea, one in 10 people are in modern slavery, with the vast majority being forced to work by the state. This is a conservative estimate in a country that the UN Office of the High Commissioner for Human Rights found engages in widespread and systematic abuses such as torture, wrongful imprisonment, and forced labour against its citizens.5 There are also reports of North Korean women being lured or coerced into leaving the country to be sold as brides in China. Women who escape from those situations and return to North Korea often face punishment by the authorities rather than receiving support as victims of bride trafficking.6

Eritrea has the world’s second highest prevalence of modern slavery (9 per cent of the population), representing an estimated 320,000 people. The Eritrean government runs a mandatory national conscription program through which citizens between the ages of 18 and 40 must undertake military service but typically are forced to perform work of a non-military nature.7 The length of this national conscription is indefinite, with reports of Eritreans spending decades in service of the government. This has led to an estimated 15 per cent of the population — primarily those under 40 — fleeing the country to avoid conscription.8 In doing so, many face further risk of exploitation.

Eritrea also has among the weakest government responses to modern slavery, second only to North Korea. Its state-imposed forced labour system fundamentally undermines any other response to modern slavery, including the ratification of relevant conventions, or existence of national legislation. Corporations have been linked to state-imposed forced labour in Eritrea. Allegations made in 2014 against Nevsun Resources, a Canadian-based mining company, claimed it was complicit in the use of forced labour by the firm’s sub-contractor at the Bisha mine in Eritrea. The case, which ended in a settlement with plaintiffs for an undisclosed amount in October 2020,9 is seen as a positive step towards corporate accountability for forced labour in their supply chains.

As the last country to abolish slavery, which it did in 1981, Mauritania continues to have one of the highest rates of slavery (32 people in every thousand). Despite this, hereditary slavery continues to impact the Haratine and Afro-Mauritanian communities, with many survivors and their descendants dependent upon former “masters” because of limited skills and lack of alternative economic opportunities.10 The government has taken some steps to address the issue, such as criminalising slavery and creating anti-slavery tribunals, but enforcement remains weak. In addition, societal attitudes and cultural norms continue to contribute to the perpetuation of slavery.11 In Mauritania, minority groups face discrimination in various areas, including education, employment, and access to public services, while there are also numerous reports of arbitrary detention, torture, and other forms of repression of political dissidents, journalists, and human rights activists.12

The 10 countries with the largest estimated numbers of people in modern slavery include some of the world’s most populous. Collectively, these countries — India (11 million), China (5.8 million), North Korea (2.7 million), Pakistan (2.3 million), Russia (1.9 million), Indonesia (1.8 million), Nigeria (1.6 million), Türkiye (1.3 million), Bangladesh (1.2 million), and the United States (1.1 million) — account for nearly two in every three people living in modern slavery and over half the world’s population. Notably, six of these countries are G20 nations — India, China, Russia, Indonesia, Türkiye, and the United States.

With the exception of Japan, the countries with lowest prevalence of modern slavery are from northern or western Europe — Switzerland, Norway, Germany, Netherlands, Sweden, Denmark, Belgium, Ireland, and Finland. Yet, even in these countries, thousands of people continue to be forced to work or marry, despite their high levels of economic development, gender equality, social welfare, and political stability, as well as strong criminal justice systems.13

A regional assessment reveals that while vulnerability to modern slavery is lowest in Europe across all dimensions, discrimination on the basis of race, ethnicity, sexual orientation, or migration status is the largest driver of modern slavery. Migrants, asylum seekers, refugees, and ethno-cultural minorities face discrimination, including limited access to services and protection. More people are migrating now than at any other point in the last five decades.14 As more people flee conflict and abuse of their human rights, Europe has increasingly closed its borders — either physically15 or through ever more complex and opaque migration policies. “Fortress Europe” does not stop asylum seekers and migrants from arriving, but instead forces people to take riskier routes.16

Part of the issue is that there is not a simple, coherent migration policy across the European Union. The Dublin system, for example, means that asylum seekers should seek asylum in the first country they reach in Europe.17 However, the so-called “migrant crisis” in 2015, which led to approximately one million people landing on European shores to seek asylum, with thousands dying en route, exposed the weaknesses in the system. The burden disproportionately fell on states bordering the Mediterranean, such as Greece and Italy, with asylum seekers and migrants originating from Syria, Afghanistan, and Iraq and a significant, albeit smaller, number arriving via Libya.18 Since then, EU countries have been negotiating a system based on “solidarity and fair sharing of responsibility,”19 but they have not come to an agreement. In March 2023, migration ministers from Austria, Belgium, Denmark, France, Germany, Netherlands, and Switzerland released a joint statement to strengthen the Dublin system, reaffirming that asylum seekers would need to seek asylum in the first country they reached in Europe in a bid to curb illegal migration.20

What are governments doing to address modern slavery?

The last few years have taught us that the ability to respond to modern slavery in times of crisis requires governments to continually invest in modern slavery responses and to build resilient systems that can withstand external shocks. However, governments in the top 10 global responses to modern slavery in 2023 have largely stagnated.

Figure 2: Government responses to modern slavery (noting scores for the 10 countries with strongest responses)

The top 10 are traditionally characterised by having more resources at their disposal, relatively strong political will, and a strong civil society to hold government to account. Notably, in 2018 Australia passed its Modern Slavery Act,21 which requires companies that have a consolidated revenue of over AU$100 million (approximately US$67 million) per annum to report on the actions they are taking to respond to modern slavery. In Portugal, there is evidence of an increasing number of referrals of victims to services.22 These changes remain the exception and not the rule, with few new developments. At the very top, the United Kingdom’s (UK) overall response has declined since 2018; the government saw an increase in referrals of just 1 per cent, but a worsening of measures on victim protection and access to visas, largely as a result of the 2022 Nationality and Borders Act.23 A proposed Illegal Migration Bill24 introduced in March 2023 is a potential violation of international law and the UN Refugee Convention and it shows that the UK is at risk of continuing its downward trend.

There is promising action outside of the top 10. In August 2020, Tonga ratified the ILO Convention, 1999 (No. 182) to reach universal ratification ensuring all children now have legal protection against the worst forms of child labour.25 Since 2018, a further 15 countries have criminalised human trafficking in line with UN Trafficking Protocol, bringing the total number of countries to 137. Nearly 150 countries have a National Action Plan related to some form of modern slavery — a 30 per cent increase since 2018. Some countries stand out: Brunei has acceded to the Protocol to Prevent, Suppress and Punish Trafficking in Persons, Especially Women and Children,26 finalised a National Action Plan on tackling human trafficking,27 and established a National Committee on Trafficking in Persons since the last Global Slavery Index.28 Oman,29 Qatar,30 and Saudi Arabia31 adopted some reforms to the kafala (or sponsorship) system, the Republic of the Congo criminalised human trafficking in domestic legislation in 2019,32 and Canada amended its Custom Tariff to incorporate restrictions on forced labour.33

When correlated against GDP per capita PPP (current international $), countries such as Albania, Georgia, Montenegro, the Philippines, and Bosnia and Herzegovina have relatively stronger responses despite the fewer resources at their disposal. In 2021, the Philippines raised the minimum of age of marriage to 1834 while in Albania a Victim Advisory Board was established to involve survivors in the design of awareness-raising campaigns, police interviews of victims, and the treatment of victims during court proceedings.35

Figure 3: Correlation between GDP (PPP) per capita and government responses to modern slavery

Encouragingly, countries are starting to recognise the expertise of those with lived experience. Sixteen governments from across the globe have either consulted with survivors as part of policy development or have provided them seats on their national coordinating councils or as part of a separate survivor advisory council. Since 2015, the United States Advisory Council on Human Trafficking has provided a formal avenue for survivors to advise on federal policies to the President’s Interagency Task Force to Monitor and Combat Trafficking in Persons.36 In Rwanda, the government consulted with survivors as part of the development of the National Action Plan. That said, 16 still represents a small fraction of the 176 governments37 included in the government response assessment.

There have been positive developments in tackling the specific vulnerabilities of women and girls. A new indicator introduced in 2023 reveals that 35 countries have set the age of marriage to 18 for girls and boys with no exception, with the UK joining the likes of Ireland, the Philippines, Costa Rica, Rwanda, and Malawi by announcing in early 2023 that it will raise the age to 18 and remove the exception for 16 and 17 year-olds to marry with parental consent.38 Fifty countries have now criminalised forced marriage, an increase of 12 since the last report. While encouraging, criminalisation should be implemented as part of a suite of legislative protections in national legislation. Less encouragingly, few governments are taking a more holistic approach to tackle the underlying drivers of forced marriage and providing protections including access to civil protection orders, safe accommodation, emergency funds, and psychosocial support. Nearly half (59 countries) of the 130 governments that provide access to public primary education are reporting lower primary enrolment rates for girls.

There is some progress on measures to hold businesses more accountable in tackling modern slavery. Four countries have implemented mandatory Human Rights Due Diligence (mHRDD) legislation, which holds businesses accountable for failing to identify, and act upon, the actual and potential risks for workers in their operations and supply chains, including the risk of forced labour. Norway,39 France,40 and Switzerland,41 have established mHRDD legislation, with Germany’s coming into force in early 2023.42 The Netherlands is currently exploring mHRDD43 as an alternative to its child labour due diligence legislation.44 The strongest mHRDD legislation includes penalties for a company’s failure to prevent forced labour in supply chains and includes a right of action for those who have been impacted.

Increasingly, mHRDD is seen as part of a suite of measures implemented by governments to hold both business and public procurement accountable. Import controls, such as the Tariff Act45 and the 2021 Uyghur Forced Labour Prevention Act in the US, prevent the entry of goods produced by forced labour, and specifically by Uyghurs held in state-imposed forced labour in the latter case.46 The UK has used Magnitsky legislation to impose travel bans and sanctions on individuals who commit forced labour.47 Other countries have identified high risk sectors and work collaboratively with the private sector to tackle exploitation; the Democratic Republic of the Congo (DRC), for example, created a regulatory authority to tackle child labour in cobalt and coltan mines.48

The countries taking the least action to respond to modern slavery remain as in 2018 — Somalia, Libya, Iran, Eritrea, and North Korea. These countries continue to be characterised by conflict and/or active involvement from the government in modern slavery either through corruption and complicity or state-imposed forced labour. Those countries with some of the weakest responses have been excluded — Afghanistan, Palestine, South Sudan, Syria, and Yemen — due to ongoing conflict and extreme disruption.

Alleged complicity in modern slavery crimes was reported in 90 countries in our assessment. This ranged from active involvement in committing modern slavery crimes to turning a blind eye to the action of criminals. In Zimbabwe, for example, those working in the judicial system, including police, magistrates, prosecutors, clerks, and court messengers, allegedly take bribes for not arresting artisanal mine operators, or swiftly releasing those in custody,49 who have purportedly kidnapped workers and forced them to work. In Tajikistan, there are allegations that endemic corruption among government officials facilitates trafficking of victims across borders.50

State-imposed forced labour is practiced in 17 countries in the GSI, and this greatly undermines any other aspect of a government response. The figure is likely much higher — our assessment is based on legal loopholes that enable forced labour to occur and publicly available evidence that this has occurred since 2018.

When correlated against GDP per capita, Luxembourg, Singapore, Qatar, Hong Kong, Brunei Darussalam, Kuwait, South Korea, Switzerland, and the United Arab Emirates (UAE) have taken limited action despite larger resources at their disposal. The kafala, or sponsorship program, in the Gulf states has long been criticised for exacerbating the vulnerability of migrant populations that these countries have long relied upon. The World Cup in Qatar and Dubai World Expo in UAE spurred reforms,51 many of which have largely remained on paper rather than being fully implemented.52 Migrants also working in countries in Southeast Asia, such as Hong Kong,53 South Korea,54 and Singapore,55 face discrimination and limited protections alongside tied visas, which prohibit migrant workers from leaving their jobs and finding employment elsewhere in the country. Tied visas are not unique to these countries, as shown by a growing hostile environment across Europe to asylum seekers fleeing persecution and discrimination. Many wealthy countries across the Index are failing in their duties to protect the most vulnerable.

Table 1: Government response score, by country (in order from highest to lowest within each category)*
60-69.9% 50-59.9% 40-49.9% 30-39.9% 20-29.9% 10-19.9% <0-9.9%
United Kingdom Azerbaijan Bangladesh Benin Burundi Somalia Iran
Australia Belgium Malta China Republic of the Congo Libya Eritrea
Netherlands Croatia Paraguay Lesotho Central African Republic North Korea
Portugal Czechia Qatar Mongolia Palau
United States Italy Saudi Arabia Morocco Venezuela
Ireland Latvia Sri Lanka Senegal Zimbabwe
Norway Philippines Trinidad and Tobago Malawi Sudan
Spain Argentina Türkiye Oman Turkmenistan
Sweden Bosnia and Herzegovina Belarus South Korea Vanuatu
Albania Cyprus Bolivia Côte d’Ivoire Chad
Austria Lithuania Guatemala Haiti Gabon
Denmark North Macedonia Honduras Kuwait Russia
France Romania Iceland Maldives Equatorial Guinea
Georgia Slovakia Kyrgyzstan Niger
Germany Estonia Moldova Pakistan
Greece Serbia Singapore Algeria
Canada Slovenia Tunisia Burkina Faso
Finland Uruguay Viet Nam Democratic Republic of the Congo
Montenegro Bahrain Taiwan Djibouti
Bulgaria Colombia Eswatini
Chile Dominican Republic Gambia
Hungary Fiji Guinea
Mexico India Mauritius
Peru Jordan Nicaragua
Poland Kazakhstan Tajikistan
Thailand Kenya Brunei Darussalam
Armenia Lao PDR Mauritania
New Zealand Uganda Timor-Leste
Nigeria Uzbekistan Guinea-Bissau
Bahamas Belize Iraq
South Africa El Salvador Lebanon
Brazil Ethiopia Seychelles
Costa Rica Ghana Sierra Leone
Ecuador Israel Togo
Guyana Malaysia Hong Kong
Jamaica Mozambique Cabo Verde
Luxembourg Nepal Cuba
Panama Saint Vincent and the Grenadines Liechtenstein
Saint Lucia Zambia Mali
Ukraine Kosovo Papua New Guinea
Indonesia Angola Solomon Islands
Rwanda Antigua and Barbuda Suriname
Switzerland Egypt
United Arab Emirates Japan

 * Afghanistan, Palestine, South Sudan, Syria, and Yemen have been excluded due to ongoing conflict and extreme disruption to government function.


1Freedom House 2022, The Global Expansion of Authoritarian Rule. Available from: [2 March 2023].
2Birchall J 2020, Data and Evidence on Global Rollback of Women and Girls Rights Since 2016, K4D Helpdesk Report. Available from: [2 March 2023].
3 The World Bank 2022, Poverty and Shared Prosperity 2022: Reversals of Fortune. Available from: [2 March 2023].
4Council on Foreign Relations 2023, Ukraine: Conflict at the Crossroads of Europe and Russia. Available from: [5 March 2023].
5UN Human Rights Council 2014, Report of the Commission of Inquiry on Human Rights in the Democratic Peoples Republic of Korea – A/HRC/25/63. Available from:]. [5 March 2023].
6McCabe, H & Eglen, L 2022, ‘‘I bought you. You are my wife’: ‘Modern Slavery’ and Forced Marriage’, Journal of Human Trafficking, pp. 1–24. Available from: [15 March 2023].
7International Labour Organization 2019, Observation (CEACR) – adopted 2018, published 108th ILO session (2019): Eritrea. Available from:,P11110_COUNTRY_ID,P11110_COUNTRY_NAME,P11110_COMMENT_YEAR:3958326,103282,Eritrea,2018. [15 March 2023].
8Human Rights Watch 2019, They Are Making Us into Slaves, Not Educating Us | How Indefinite Conscription Restricts Young Peoples Rights, Access to Education in Eritrea. Available from: [14 March 2023].
92020, ‘Nevsun lawsuit (re Bisha mine, Eritrea)’, Business & Human Rights Resource Centre. Available from: [20 December 2022].
10Office to Monitor and Combat Trafficking in Persons 2022, Trafficking in Persons report: Mauritania, United States Department of State. Available from: [14 March 2023].
11As above; United Nations Office of the High Commissioner for Human Rights 2022, Special Rapporteur on Contemporary Forms of Slavery End of Mission Statement: Mauritania. Available from: [14 March 2023].
12Amnesty International 2019, Mauritania report 2019. Available from: [5 March 2023].
13 OECD 2021, OECD Better Life Index. Available from: [14 March 2023]; World Economic Forum 2021, Global Gender Gap Report 2021. Available from [14 March 2023]; United Nations Development Programme 2021, Human Development Report 2020. Available from: [14 March 2023].
14International Organization for Migration 2022, World Migration Report. Available from: [10 April 2023].
152022, ‘EU Countries Continue to Extend Physical Barriers to Prevent Illegal Entry of Migrants’, Schengen visa news, 8 September 2022. Available from: [22 March 2023]; 2022, ‘Walls and fences at EU borders’, European Parliament. Available from: [22 March 2023].
16Hagen-Zanker, J & Mallet, R, ‘Migration policy: three things to know about ‘Fortress Europe’, ODI. Available from: [22 March 2023].
17Migration and Home Affairs, ‘Country responsible for asylum application (Dublin Regulation)’, European Commission. Available from: [22 March 2023].
18‘Migratory Routes’, Frontex. Available from: [22 March 2023].
19Migration and Home Affairs, ‘Country responsible for asylum application (Dublin Regulation)’, European Commission. Available from: [22 March 2023].
20Ministers and State Secretaries of Interior and/or Migration of the Republic of Austria, the Kingdom of Belgium, the Kingdom of Denmark, the French Republic, the Federal Republic of Germany, the Kingdom of the Netherlands, the Swiss Confederation 2023, ‘Joint Communiqué’, Politico, 8 March. Available from: [22 March 2023]; Orbán, T 2023, ‘EU Countries Call for Stricter Asylum Rules’, The European Conservative, 11 March. Available from: [22 March 2023].
21Modern Slavery Act, 2018 (Australia Cmlth).
22Observatório do tráfico de seres humanos 2020, Tráfico de seres humanos, relatório de 2019, Ministério da Administração Interna. Available from: [22 March 2023].
23Nationality and Borders Act, 2022 (UK Parliament).
24Illegal Migration Bill, 2023 (UK Parliament).
252020, ‘ILO Child Labour Convention achieves universal ratification, 4 August 2020, International Labour Organization. Available from:–en/index.htm. [5 April 2023].
26United Nations Treaty Collection n.d., 12. a Protocol to Prevent, Suppress and Punish Trafficking in Persons, Especially Women and Children, supplementing the United Nations Convention against Transnational Organized Crime. Available from: [15 September 2021].
27Office to Monitor and Combat Trafficking in Persons 2021, Trafficking in Persons Report: Brunei Country Narrative, United States Department of State, pp. 139-141. Available from: [13 June 2022].
28Hayat, H 2021, ‘Brunei stands firm against human trafficking’, Borneo Bulletin, 27 January. Available from: [13 June 2022].
292020, ‘Oman eases restrictions on sponsorship transfer’, Migrant-Rights.Org, 8 June. Available from: [3 November 2020].
302020, ‘Qatar: Significant Labor and Kafala Reforms’, Human Rights Watch, 24 September. Available from: [2 November 2020].
312020, ‘Saudi Arabia eases ‘kafala’ system restrictions on migrant workers’, BBC News, 4 November. Available from: [5 November 2021]; 2020, ‘Ministry of Human Resources and Social Development Launches Labor Reforms for Private Sector Workers’, Saudi Press Agency, 4 November. Available from: [13 May 2021].
32Office to Monitor and Combat Trafficking in Persons 2020, Trafficking in Persons Report: Republic of Congo Narrative, United States Department of State, p. 166. Available from: [23 May 2022].
33Office to Monitor and Combat Trafficking in Persons 2021, Trafficking in Persons Report: Canada Country Narrative, United States Department of State, pp. 164-168. Available from: [29 November 2021].
34An Act Prohibiting the Practice of Child Marriage and Imposing Penalties for Violations Thereof, 2021 (Republic Act No. 11596) (The Philippines); Parrocha, A 2022, ‘Duterte signs law criminalizing child marriage’, Philippine News Agency, 6 January. Available from:,Republic%20Act%20(R.A.)&text=Under%20the%20law%2C%20the%20facilitation,%E2%80%9Cunlawful%20and%20prohibited%20acts.%E2%80%9D. [31 January 2022].
35Group of Experts on Action against Trafficking in Human Beings 2020, Evaluation Report: Albania. Third Evaluation Round: Access to justice and effective remedies for victims of trafficking in human beings, Council of Europe. Available from: [22 March 2023].
36Office to Monitor and Combat Trafficking in Persons 2023, U.S. Advisory Council on Human Trafficking, US Department of State. Available from: [22 March 2023].
37We have excluded Afghanistan, Palestine, South Sudan, Syria, and Yemen due to ongoing conflict and extreme disruption. We have also excluded small island states where these were not included in the US Trafficking in Persons Report and/ or excluded from at least five global datasets.
382023, ‘Legal age of marriage in England and Wales rises to 18’,, 27 February. Available from:,18%20in%20England%20and%20Wales. [22 March 2023].
39The Transparency Act, 2021. (Norway)
40Law on the Corporate Duty of Vigilance, 2017 (Act no. 2017-399) (France)
41Swiss Code of Obligations, 964j et seqq (Switzerland), Due Diligence and Transparency Ordinance, 2023 (Switzerland)
42Act on Corporate Due Diligence in Supply Chains, 2021 (Germany)
432023, ‘An Update on Proposed Dutch Mandatory Human Rights Due Diligence Legislation – The November 2022 Amended Bill’, Ropes & Gray, 5 January. Available from: [22 March 2023].
44Child Labour Due Diligence Law, 2019 (Netherlands)
45Tariff Act of 1930 (United States)
46Office of the Spokesperson 2022, ‘Press Statement: Implementation of the Uyghur Forced Labor Prevention Act’, United States Department of State, 21 June. Available from: [12 July 2022]; Uyghur Forced Labor Prevention Act (H.R.6210) (United States)
47Foreign, Commonwealth & Development Office 2022, UK Sanctions List Publication, United Kingdom. Available from: [23 August 2022]; Joint Standing Committee on Foreign Affairs, Defence and Trade 2020, Criminality, corruption and impunity: Should Australia join the Global Magnitsky movement?, Commonwealth of Australia, p. 40. Available from: [23 August 2022].
48Bureau of International Labor Affairs 2020, 2020 Findings on the Worst Forms of Child Labor, United States Department of Labor, p. 427. Available from: [13 July 2022].
492020, ‘All That Glitters is Not Gold: Turmoil in Zimbabwe’s Mining Sector’, International Crisis Group, 24 November. Available from: [22 March 2023].
50Global Organized Crime Index, Tajikistan. Available from: [22 March 2022].
512021, ‘Qatar: World Cup contractors allegedly misusing visas to recruit Nepali workers left vulnerable to contract substitution & fee-charging; incl. Supreme Committee & co. responses’, Business & Human Rights Resource Centre, 6 September. Available from: [2 February 2022]; Pattisson, P & McIntyre, N 2021, ‘Revealed: 6,500 migrant workers have died in Qatar since World Cup awarded’, The Guardian, 23 February. Available from: [2 February 2022]; Business & Human Rights Resource Centre 2021, Checked Out: Migrant Worker Abuse in Qatars World Cup Luxury Hotels. Available from: [30 November 2021]; Pattisson, P 2021, ‘Migrant guards in Qatar ‘still paid under £1 an hour’ ahead of World Cup’, The Guardian, 1 June. Available from: [2 February 2022]; Equidem 2020, The Cost of Contagion: The human rights impacts of COVID-19 on migrant workers in the Gulf. Available from: [30 November 2021]; Debre, I & Harb, M 2021, ‘Expo 2020′s workers face hardships despite Dubai’s promises’, AP News, 5 December. Available from: [13 February 2022].
52Amnesty International 2020, Reality Check 2020: Countdown to the 2022 World Cup Migrant Workers Rights in Qatar, p. 15. Available from: [31 January 2022].
532023, ‘Hong Kong to launch public consultation on further regulating migrant domestic worker ‘job-hopping’’, Hong Kong Free Press, 17 March. Available from: [22 March 2023].
54OECD 2019, ‘Low-skilled labour migration in Korea’, in OECD, Recruiting Immigration Workers: Korea. Available from: [23 March 2023].
55HOME & Liberty Shared 2019, Behind Closed Doors: Forced Labour in the Domestic Work Sector in Singapore. Available from: [23 March 2023].
56International Labour Organization & Walk Free 2017, Methodology of the Global Estimates of Modern Slavery: Forced Labour and Forced Marriage. Available from:
57As above.
58As above.
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