If someone were to describe a person of colour as an animal, their comments would be rightly called out as racist. When artificial intelligence does the same thing, however, the creators of that AI are careful to avoid using the “r” word.
Earlier this month, a video on Facebook featuring a number of black men ended with a prompt asking the viewer if they wanted to “keep seeing videos about Primates”. Facebook’s subsequent apology described the caption as an “error” which was “unacceptable”.
An ever-growing catalogue of algorithmic bias against people of colour is referred to by the offending companies using increasingly familiar language: “problematic”, “unfair”, a “glitch” or an “oversight”.
Campaigners are now pressing for more acknowledgement by these businesses that the AI systems they have built – and that have a growing impact on our lives – may be inherently racist.
“This animalisation of racialised people has been going on since at least 2015, from a great many companies, including Google, Apple and now Facebook,” says Nicolas Kayser-Bril, a data journalist working for advocacy organisation AlgorithmWatch.
The infamous incident in 2015, in which two people of colour were labelled by Google Photos as “gorillas”, caused an outcry, but Kayser-Bril is scathing about the lack of action.
“Google simply removed the labels that showed up in the news story,” he says. “It's fair to say that there is no evidence that these companies are working towards solving the racism of their tools.”
To remove systemic racism would necessitate huge work on the part of many institutions in society, including regulators and governments.
Nicolas Kayser-Bril,
data journalist
The bias demonstrated by algorithms extends far beyond the mislabelling of digital photos. Tay, a chatbot created by Microsoft in 2016, was using racist language within hours of its launch. The same year, a misconceived AI beauty contest consistently rated white people more attractive than people of colour.
Facial-recognition software has been shown to perform significantly better on white people than black, leaving people of colour susceptible to wrongful arrest when such systems are used by police.
AI has also been shown to introduce levels of prejudice and bias into social media, online gaming and even government policy – and yet the subsequent apologies apportion the blame to the AI itself, rather like a parent trying to explain the actions of a naughty child.
But as campaigners point out, AI only has one teacher: human beings. We might think that AI is neutral, a useful way of removing bias from human decision making, but it appears to be imbued with all the inequalities inherent in society.
"Data is a reflection of our history,” says computer scientist Joy Buolamwini in the Netflix documentary Coded Bias. “The past dwells within our algorithms.”
In a striking scene from the documentary, Buolamwini, a woman of colour, uses a facial recognition system that reports back “no face detected”. When she puts on a white mask, she passes the test immediately. The reason: the algorithm making the decision has been trained on overwhelmingly white data sets.
For all the efforts being made around the world to forge a more inclusive society, AI only has the past to learn from. “If you feed a system data from the past, it's going to replicate and amplify whatever bias is present,” says Kayser-Bril. “AI, by construction, is never going to be progressive.”
Data can end up creating feedback loops and self-fulfilling prophecies. In the US, police using predictive software direct greater surveillance of black neighbourhoods because that is where existing systems are prioritising. Prospective employers and credit agencies using biased systems will end up making unfair decisions, and those at the sharp end will never know that a computer was responsible.
This opacity, according to Kayser-Bril, is both concerning and unsurprising. “We have no idea of how widespread the problem is because there is no way to systematically audit the system,” he says. “It's opaque – but I would argue that it's not really a problem for these private companies. Their job is not to be transparent and to do good.”
Some companies certainly appear to be acting positively. In 2020, Facebook promised to “build products to advance racial justice … this includes our work to amplify black voices".
Every apology from Silicon Valley is accompanied by a commitment to work on the problem. But a UN report published at the beginning of this year was clear where the fault lies.
“AI tools are mainly designed by developers in the West," it said. "In fact, these developers are overwhelmingly white men, who also account for the vast majority of authors on AI topics.”
The report went on to call for more diversity in the field of data science.
People working in the industry may bristle at accusations of racism, but as Ruha Benjamin explains in her book Race After Technology, it is possible to perpetuate racist systems without having any ill intent.
“No malice needed, no N-word required, just lack of concern for how the past shapes the present,” she writes.
But with AI systems having been painstakingly built and taught from the ground up over the past few years, what chance is there of reversing the damage?
“The benchmarks that these systems use have only very recently started to take into account systemic bias,” says Kayser-Bril. "To remove systemic racism would necessitate huge work on the part of many institutions in society, including regulators and governments.”
This uphill struggle was eloquently expressed by Canadian computer scientist Deborah Raji, writing for the MIT Technology Review.
“The lies embedded in our data are not much different from any other lie white supremacy has told,” she says. “They will thus require just as much energy and investment to counteract.”
Padmaavat
Director: Sanjay Leela Bhansali
Starring: Ranveer Singh, Deepika Padukone, Shahid Kapoor, Jim Sarbh
3.5/5
How to help
Send “thenational” to the following numbers or call the hotline on: 0502955999
2289 – Dh10
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6025 – Dh20
6027 – Dh 100
6026 – Dh 200
Sholto Byrnes on Myanmar politics
The years Ramadan fell in May
UAE currency: the story behind the money in your pockets
Intercontinental Cup
Namibia v UAE Saturday Sep 16-Tuesday Sep 19
Table 1 Ireland, 89 points; 2 Afghanistan, 81; 3 Netherlands, 52; 4 Papua New Guinea, 40; 5 Hong Kong, 39; 6 Scotland, 37; 7 UAE, 27; 8 Namibia, 27
MATCH INFO
Pakistan 106-8 (20 ovs)
Iftikhar 45, Richardson 3-18
Australia 109-0 (11.5 ovs)
Warner 48 no, Finch 52 no
Australia win series 2-0
THE SPECS
Engine: 1.5-litre turbocharged four-cylinder
Transmission: Constant Variable (CVT)
Power: 141bhp
Torque: 250Nm
Price: Dh64,500
On sale: Now
The specs: 2018 Nissan Patrol Nismo
Price: base / as tested: Dh382,000
Engine: 5.6-litre V8
Gearbox: Seven-speed automatic
Power: 428hp @ 5,800rpm
Torque: 560Nm @ 3,600rpm
Fuel economy, combined: 12.7L / 100km
Fifa%20World%20Cup%20Qatar%202022%20
%3Cp%3E%3Cstrong%3EFirst%20match%3A%20%3C%2Fstrong%3ENovember%2020%0D%3Cbr%3E%3Cstrong%3EFinal%2016%20round%3A%20%3C%2Fstrong%3EDecember%203%20to%206%0D%3Cbr%3E%3Cstrong%3EQuarter-finals%3A%20%3C%2Fstrong%3EDecember%209%20and%2010%0D%3Cbr%3E%3Cstrong%3ESemi-finals%3A%20%3C%2Fstrong%3EDecember%2013%20and%2014%0D%3Cbr%3E%3Cstrong%3EFinal%3A%20%3C%2Fstrong%3EDecember%2018%3C%2Fp%3E%0A
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Everybody%20Loves%20Touda
%3Cp%3E%3Cstrong%3EDirector%3A%3C%2Fstrong%3E%20Nabil%20Ayouch%C2%A0%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EStarring%3A%3C%2Fstrong%3E%20Nisrin%20Erradi%2C%20Joud%20Chamihy%2C%20Jalila%20Talemsi%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ERating%3A%20%3C%2Fstrong%3E4%2F5%3C%2Fp%3E%0A
Ten tax points to be aware of in 2026
1. Domestic VAT refund amendments: request your refund within five years
If a business does not apply for the refund on time, they lose their credit.
2. E-invoicing in the UAE
Businesses should continue preparing for the implementation of e-invoicing in the UAE, with 2026 a preparation and transition period ahead of phased mandatory adoption.
3. More tax audits
Tax authorities are increasingly using data already available across multiple filings to identify audit risks.
4. More beneficial VAT and excise tax penalty regime
Tax disputes are expected to become more frequent and more structured, with clearer administrative objection and appeal processes. The UAE has adopted a new penalty regime for VAT and excise disputes, which now mirrors the penalty regime for corporate tax.
5. Greater emphasis on statutory audit
There is a greater need for the accuracy of financial statements. The International Financial Reporting Standards standards need to be strictly adhered to and, as a result, the quality of the audits will need to increase.
6. Further transfer pricing enforcement
Transfer pricing enforcement, which refers to the practice of establishing prices for internal transactions between related entities, is expected to broaden in scope. The UAE will shortly open the possibility to negotiate advance pricing agreements, or essentially rulings for transfer pricing purposes.
7. Limited time periods for audits
Recent amendments also introduce a default five-year limitation period for tax audits and assessments, subject to specific statutory exceptions. While the standard audit and assessment period is five years, this may be extended to up to 15 years in cases involving fraud or tax evasion.
8. Pillar 2 implementation
Many multinational groups will begin to feel the practical effect of the Domestic Minimum Top-Up Tax (DMTT), the UAE's implementation of the OECD’s global minimum tax under Pillar 2. While the rules apply for financial years starting on or after January 1, 2025, it is 2026 that marks the transition to an operational phase.
9. Reduced compliance obligations for imported goods and services
Businesses that apply the reverse-charge mechanism for VAT purposes in the UAE may benefit from reduced compliance obligations.
10. Substance and CbC reporting focus
Tax authorities are expected to continue strengthening the enforcement of economic substance and Country-by-Country (CbC) reporting frameworks. In the UAE, these regimes are increasingly being used as risk-assessment tools, providing tax authorities with a comprehensive view of multinational groups’ global footprints and enabling them to assess whether profits are aligned with real economic activity.
Contributed by Thomas Vanhee and Hend Rashwan, Aurifer
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%3Cp%3E1.%20Protracted%20but%20less%20intense%20war%20(60%25%20likelihood)%3C%2Fp%3E%0A%3Cp%3E2.%20Negotiated%20end%20to%20the%20conflict%20(30%25)%3C%2Fp%3E%0A%3Cp%3E3.%20Russia%20seizes%20more%20territory%20(20%25)%3C%2Fp%3E%0A%3Cp%3E4.%20Ukraine%20pushes%20Russia%20back%20(10%25)%3C%2Fp%3E%0A%3Cp%3E%3Cem%3EForecast%20by%20Economist%20Intelligence%20Unit%3C%2Fem%3E%3C%2Fp%3E%0A
Election pledges on migration
CDU: "Now is the time to control the German borders and enforce strict border rejections"
SPD: "Border closures and blanket rejections at internal borders contradict the spirit of a common area of freedom"
BELGIUM%20SQUAD
%3Cp%3EGoalkeepers%3A%20Thibaut%20Courtois%2C%20Simon%20Mignolet%2C%20Koen%20Casteels%0D%3Cbr%3E%0D%3Cbr%3EDefenders%3A%20Jan%20Vertonghen%2C%20Toby%20Alderweireld%2C%20Leander%20Dendoncker%2C%20Zeno%20Debast%2C%20Arthur%20Theate%2C%20Wout%20Faes%0D%3Cbr%3E%0D%3Cbr%3EMidfielders%3A%20Hans%20Vanaken%2C%20Axel%20Witsel%2C%20Youri%20Tielemans%2C%20Amadou%20Onana%2C%20Kevin%20De%20Bruyne%2C%20Yannick%20Carrasco%2C%20Thorgan%20Hazard%2C%20Timothy%20Castagne%2C%20Thomas%20Meunier%0D%3Cbr%3E%0D%3Cbr%3EForwards%3A%20Romelu%20Lukaku%2C%20Michy%20Batshuayi%2C%20Lo%C3%AFs%20Openda%2C%20Charles%20De%20Ketelaere%2C%20Eden%20Hazard%2C%20Jeremy%20Doku%2C%20Dries%20Mertens%2C%20Leandro%20Trossard%3C%2Fp%3E%0A
The%20stats%20and%20facts
%3Cp%3E1.9%20million%20women%20are%20at%20risk%20of%20developing%20cervical%20cancer%20in%20the%20UAE%3C%2Fp%3E%0A%3Cp%3E80%25%20of%20people%2C%20females%20and%20males%2C%20will%20get%20human%20papillomavirus%20(HPV)%20once%20in%20their%20lifetime%3C%2Fp%3E%0A%3Cp%3EOut%20of%20more%20than%20100%20types%20of%20HPV%2C%2014%20strains%20are%20cancer-causing%3C%2Fp%3E%0A%3Cp%3E99.9%25%20of%20cervical%20cancers%20are%20caused%20by%20the%20virus%3C%2Fp%3E%0A%3Cp%3EA%20five-year%20survival%20rate%20of%20close%20to%2096%25%20can%20be%20achieved%20with%20regular%20screenings%20for%20cervical%20cancer%20detection%3C%2Fp%3E%0A%3Cp%3EWomen%20aged%2025%20to%2029%20should%20get%20a%20Pap%20smear%20every%20three%20years%3C%2Fp%3E%0A%3Cp%3EWomen%20aged%2030%20to%2065%20should%20do%20a%20Pap%20smear%20and%20HPV%20test%20every%20five%20years%3C%2Fp%3E%0A%3Cp%3EChildren%20aged%2013%20and%20above%20should%20get%20the%20HPV%20vaccine%3C%2Fp%3E%0A
match info
Chelsea 2
Willian (13'), Ross Barkley (64')
Liverpool 0
What are the influencer academy modules?
- Mastery of audio-visual content creation.
- Cinematography, shots and movement.
- All aspects of post-production.
- Emerging technologies and VFX with AI and CGI.
- Understanding of marketing objectives and audience engagement.
- Tourism industry knowledge.
- Professional ethics.
Race card
5pm: Maiden (PA) Dh80,000 (Turf) 1,600m
5.30pm: Handicap (PA) Dh80,000 (T) 1,600m
6pm: Arabian Triple Crown Round-1 Listed (PA) Dh230,000 (T) 1,600m
6.30pm: Wathba Stallions Cup Handicap (PA) Dh70,000 (T) 1,400m
7pm: Maiden (PA) Dh80,000 (T) 1,200m
7.30pm: Handicap (TB) Dh100,000 (T) 2,400m
Electric scooters: some rules to remember
- Riders must be 14-years-old or over
- Wear a protective helmet
- Park the electric scooter in designated parking lots (if any)
- Do not leave electric scooter in locations that obstruct traffic or pedestrians
- Solo riders only, no passengers allowed
- Do not drive outside designated lanes
LIVERPOOL SQUAD
Alisson Becker, Virgil van Dijk, Georginio Wijnaldum, James Milner, Naby Keita, Roberto Firmino, Sadio Mane, Mohamed Salah, Joe Gomez, Adrian, Jordan Henderson, Alex Oxlade-Chamberlain, Adam Lallana, Andy Lonergan, Xherdan Shaqiri, Andy Robertson, Divock Origi, Curtis Jones, Trent Alexander-Arnold, Neco Williams
COMPANY PROFILE
Name: Xpanceo
Started: 2018
Founders: Roman Axelrod, Valentyn Volkov
Based: Dubai, UAE
Industry: Smart contact lenses, augmented/virtual reality
Funding: $40 million
Investor: Opportunity Venture (Asia)
Dates for the diary
To mark Bodytree’s 10th anniversary, the coming season will be filled with celebratory activities:
- September 21 Anyone interested in becoming a certified yoga instructor can sign up for a 250-hour course in Yoga Teacher Training with Jacquelene Sadek. It begins on September 21 and will take place over the course of six weekends.
- October 18 to 21 International yoga instructor, Yogi Nora, will be visiting Bodytree and offering classes.
- October 26 to November 4 International pilates instructor Courtney Miller will be on hand at the studio, offering classes.
- November 9 Bodytree is hosting a party to celebrate turning 10, and everyone is invited. Expect a day full of free classes on the grounds of the studio.
- December 11 Yogeswari, an advanced certified Jivamukti teacher, will be visiting the studio.
- February 2, 2018 Bodytree will host its 4th annual yoga market.
WITHIN%20SAND
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