Do hate speech detectors discriminate against African Americans?
Shocking article on arXiv.org from the at the Annual Meeting for the Association for Computational Linguistics 2019. It reports that the algorithms used by “sophisticated” hate bias checkers are not neutral – they are based on standard American English. Therefore tweets by black Americans are proportionally more likely to be flagged up as abusive than […]
Human Trafficking
30th July was World Day Against Trafficking in Persons. The official UN website provides background on the need for the day and related United Nations publications. Other useful sources for facts include: UNODC Global Report on Trafficking in Persons 2018 provides data on types, victims and regional flows. It records that 70% of the detected trafficking victims […]
Global Childhood report published
Save the Children has just published its third annual report which examines the condition of children in different nations worldwide. It includes data on ill-health, malnutrition, exclusion from education, child labour, child marriage, early pregnancy and violent death and compares data from 2000-2019 giving a snapshot of changes. Look at the country rankings to see […]
Does being a woman academic hold you back?
Find out by downloading a new research study published by staff from Cardiff University this week. It is based on a survey of over 2200 staff from Russell Group universities and found that women were often in lower positions due to a combination of factors – having children, being a woman in general and doing […]
The International Day against Homophobia, Transphobia and Biphobia is 17th May
IDAHOBIT 2019 The International Day against Homophobia, Transphobia and Biphobia is 17th May Stonewall has shared some key support organisations. Its website has examples of continuing discrimination. The TUC has also released reports of LGBT harassment at work Censorship can and still does continue. Each year the American Library Association provides a list of books that […]
Modern Slavery Data Stories
Created by the UN University Centre for Policy Research using datasets from the ILO, IOM, Walk Free Foundation, SmartLab, UK Government, Delta 8.7 and the United Nations University Centre for Policy Research, this site has visual maps which show the prevalence of modern slavery worldwide and efforts to eliminate it. There are also individual data dashboards. Questions […]
Sri Lanka terrorism threats; get some academic facts
The recent terrorist attacks in Sri Lanka have left the world in shock. How common is terrorism in Sri Lanka? Global Terrorism Database Maintained by The National Consortium for the Study of Terrorism and Responses to Terrorism (START) enables you to trace and compare past incidents by country, type of attack and perpetuator. It covers 1970-2017 SATP […]
LGBTI inclusion index
United Nations Development Programme has just devised the first indicators on how to measure LGBTI inclusion. This is part of the process of measuring the delivery of 2030 development objectives. It provides provides a set of 51 indicators in the areas of health, education, civil and political participation, economic empowerment, security and violence.
Cybersecurity UK
Recently the UK government revealed research on the most hacked passwords. You can download the top 100,000 from the National Cyber research centre. For information on how common identity and online fraud is see CIFAS research summaries. This also gives basic data on the most frequently targeted groups. How much do people know about cybersecurity? The same […]
Attitudes to Domestic Violence in Low and Middle Income Countries: a multi-level approach to primary prevention
This project was funded by the Economic and Social Research Council (ESRC) Future Research Leaders Awards and led by the University of Bristol. The three main aims of this study were to examine the prevalence and distribution of women’s and men’s acceptance of Intimate Partner violence in 49 low- and middle-income countries to identify systemic […]

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