Even artificial intelligence tools are showing bias in recruiting women. Tom Nicholson / Huawei via Getty
Even artificial intelligence tools are showing bias in recruiting women. Tom Nicholson / Huawei via Getty
Even artificial intelligence tools are showing bias in recruiting women. Tom Nicholson / Huawei via Getty
Even artificial intelligence tools are showing bias in recruiting women. Tom Nicholson / Huawei via Getty

Discrimination is not just the domain of humans. Now artificial intelligence is showing gender bias too


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“For most of history,” wrote Virginia Woolf, “Anonymous was a woman.” For centuries, women have been ignored by history or simply written out of it. The problem with anonymity is that no one knows who you are; your talents cannot be recognised; nor can you receive the credit that is your due. As a result, you cannot progress in life or your career – that is, if you have one. You are, to all intents and purposes, a nobody.

Look at the women who made contributions in fields such as science. It is only relatively recently that attempts have been made to redress the balance by honouring those whom the history books have omitted or erased from our story of collective human achievement.

When it came to authors, female writers in the West often wrote anonymously, or under noms de plume that were either masculine or obscured their gender, to get published and be widely read in male circles.

These biases against women are not entirely a thing of the past. They persist against women in every sphere, whether that's representation, pay disparity, access or leadership. Next week at the Abu Dhabi Diplomacy Conference, for example, experts will be gathering to discuss why so few women worldwide take up diplomatic posts and represent their countries overseas.

Pinpointing the deep-seated prejudice that influences people’s opinions is difficult. They might not even be aware of the fact that they carry a bias based on gender or ethnicity. And suggesting to those making choices that they are guilty of bias is a minefield in itself as few people would want to be accused of discrimination. Add to that the fact that those who rise to the top are unlikely to accept that they might have done so because the system is weighted in their favour, both at a structural and individual level. Everyone wants to believe they have got to where they are based on merit - but the huge discrepancies demonstrate that is not always the case.

We need systems in place that can eliminate these biases. Making CVs anonymous is now increasingly common practice; studies show that can make a difference, both in terms of who is selected for interview and offered a job.

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Read more from Shelina Janmohamed:

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The great shining light on the horizon should be the use of artificial intelligence. Machine learning is seen as a panacea to many of our issues of in-built discrimination. A number of organisations have been actively developing AI that can help with recruitment by sifting through job applications and CVs to select the best candidates.

But things are not quite as rosy as they might seem. Amazon announced last month that it was scrapping an AI tool it had been developing for recruitment purposes as it had been rejecting women wholesale. Candidates were given scores by the AI machine but a year into its development, the company realised it was not rating them in a gender-neutral way. Because its algorithms had been developed based on CVs submitted over a 10-year period, most of which came from men, it automatically rejected any resumes that contained the word “women”.

In a world where AI tools are being developed to help those involved in fighting crime and establishing law and order, it is even more imperative to ensure they are built without discriminating based on gender, race or colour. Diversity recognition and equality must be at the forefront of any new developments.

In the USA, facial recognition software is being used to find criminals. Research has found that they can be accurate – but primarily for white men, with accuracy as high as 99 per cent. But when it comes to women – and black women in particular – it can drop to as low as 35 per cent, meaning there is a very real threat of wrongful arrest, prosecution and punishment based on false data.

There is a lesson to be learned from the erasure of so many people from our collective past, as well as the discrimination that is still being perpetuated today – by both humans and machines. We need new ways to redress the balance and new mechanisms to do so too.

We are standing on the cusp of an exciting new future. It cannot be tainted by the very worst of human nature. If machines are learning those traits from us, we need to tackle our own prejudices first and foremost, no matter how painful that might be.

Shelina Janmohamed is the author of Love in a Headscarf and Generation M: Young Muslims Changing the World

Company Profile

Name: Thndr
Started: 2019
Co-founders: Ahmad Hammouda and Seif Amr
Sector: FinTech
Headquarters: Egypt
UAE base: Hub71, Abu Dhabi
Current number of staff: More than 150
Funds raised: $22 million

The specs: 2019 Haval H6

Price, base: Dh69,900

Engine: 2.0-litre turbocharged four-cylinder

Transmission: Seven-speed automatic

Power: 197hp @ 5,500rpm

Torque: 315Nm @ 2,000rpm

Fuel economy, combined: 7.0L / 100km

The alternatives

• Founded in 2014, Telr is a payment aggregator and gateway with an office in Silicon Oasis. It’s e-commerce entry plan costs Dh349 monthly (plus VAT). QR codes direct customers to an online payment page and merchants can generate payments through messaging apps.

• Business Bay’s Pallapay claims 40,000-plus active merchants who can invoice customers and receive payment by card. Fees range from 1.99 per cent plus Dh1 per transaction depending on payment method and location, such as online or via UAE mobile.

• Tap started in May 2013 in Kuwait, allowing Middle East businesses to bill, accept, receive and make payments online “easier, faster and smoother” via goSell and goCollect. It supports more than 10,000 merchants. Monthly fees range from US$65-100, plus card charges of 2.75-3.75 per cent and Dh1.2 per sale.

2checkout’s “all-in-one payment gateway and merchant account” accepts payments in 200-plus markets for 2.4-3.9 per cent, plus a Dh1.2-Dh1.8 currency conversion charge. The US provider processes online shop and mobile transactions and has 17,000-plus active digital commerce users.

• PayPal is probably the best-known online goods payment method - usually used for eBay purchases -  but can be used to receive funds, providing everyone’s signed up. Costs from 2.9 per cent plus Dh1.2 per transaction.

MATCH INFO

England 2
Cahill (3'), Kane (39')

Nigeria 1
Iwobi (47')

UAE currency: the story behind the money in your pockets
Jetour T1 specs

Engine: 2-litre turbocharged

Power: 254hp

Torque: 390Nm

Price: From Dh126,000

Available: Now

Company Profile:

Name: The Protein Bakeshop

Date of start: 2013

Founders: Rashi Chowdhary and Saad Umerani

Based: Dubai

Size, number of employees: 12

Funding/investors:  $400,000 (2018) 

Brief scores:

Toss: Northern Warriors, elected to field first

Bengal Tigers 130-1 (10 ov)

Roy 60 not out, Rutherford 47 not out

Northern Warriors 94-7 (10 ov)

Simmons 44; Yamin 4-4

What vitamins do we know are beneficial for living in the UAE

Vitamin D: Highly relevant in the UAE due to limited sun exposure; supports bone health, immunity and mood.Vitamin B12: Important for nerve health and energy production, especially for vegetarians, vegans and individuals with absorption issues.Iron: Useful only when deficiency or anaemia is confirmed; helps reduce fatigue and support immunity.Omega-3 (EPA/DHA): Supports heart health and reduces inflammation, especially for those who consume little fish.

F1 The Movie

Starring: Brad Pitt, Damson Idris, Kerry Condon, Javier Bardem

Director: Joseph Kosinski

Rating: 4/5

Health Valley

Founded in 2002 and set up as a foundation in 2006, Health Valley has been an innovation in healthcare for more than 10 years in Nijmegen, the Netherlands.
It serves as a place where companies, businesses, universities, healthcare providers and government agencies can collaborate, offering a platform where they can connect and work together on healthcare innovation.
Its partners work on technological innovation, new forms of diagnostics and other methods to make a difference in healthcare.
Its agency consists of eight people, four innovation managers and office managers, two communication advisers and one director. It gives innovation support to businesses and other parties in its network like a broker, connecting people with the right organisation to help them further

How to help

Send “thenational” to the following numbers or call the hotline on: 0502955999
2289 – Dh10
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6027 – Dh 100
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England XI for second Test

Rory Burns, Keaton Jennings, Ben Stokes, Joe Root (c), Jos Buttler, Moeen Ali, Ben Foakes (wk), Sam Curran, Adil Rashid, Jack Leach, James Anderson

THE BIO

Age: 30

Favourite book: The Power of Habit

Favourite quote: "The world is full of good people, if you cannot find one, be one"

Favourite exercise: The snatch

Favourite colour: Blue

The specs: 2018 Opel Mokka X

Price, as tested: Dh84,000

Engine: 1.4L, four-cylinder turbo

Transmission: Six-speed auto

Power: 142hp at 4,900rpm

Torque: 200Nm at 1,850rpm

Fuel economy, combined: 6.5L / 100km

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The five pillars of Islam

1. Fasting 

2. Prayer 

3. Hajj 

4. Shahada 

5. Zakat 

Who has lived at The Bishops Avenue?
  • George Sainsbury of the supermarket dynasty, sugar magnate William Park Lyle and actress Dame Gracie Fields were residents in the 1930s when the street was only known as ‘Millionaires’ Row’.
  • Then came the international super rich, including the last king of Greece, Constantine II, the Sultan of Brunei and Indian steel magnate Lakshmi Mittal who was at one point ranked the third richest person in the world.
  • Turkish tycoon Halis Torprak sold his mansion for £50m in 2008 after spending just two days there. The House of Saud sold 10 properties on the road in 2013 for almost £80m.
  • Other residents have included Iraqi businessman Nemir Kirdar, singer Ariana Grande, holiday camp impresario Sir Billy Butlin, businessman Asil Nadir, Paul McCartney’s former wife Heather Mills. 
Hunting park to luxury living
  • Land was originally the Bishop of London's hunting park, hence the name
  • The road was laid out in the mid 19th Century, meandering through woodland and farmland
  • Its earliest houses at the turn of the 20th Century were substantial detached properties with extensive grounds

 

Real estate tokenisation project

Dubai launched the pilot phase of its real estate tokenisation project last month.

The initiative focuses on converting real estate assets into digital tokens recorded on blockchain technology and helps in streamlining the process of buying, selling and investing, the Dubai Land Department said.

Dubai’s real estate tokenisation market is projected to reach Dh60 billion ($16.33 billion) by 2033, representing 7 per cent of the emirate’s total property transactions, according to the DLD.

The Little Things

Directed by: John Lee Hancock

Starring: Denzel Washington, Rami Malek, Jared Leto

Four stars

In 2018, the ICRC received 27,756 trace requests in the Middle East alone. The global total was 45,507.

 

There are 139,018 global trace requests that have not been resolved yet, 55,672 of these are in the Middle East region.

 

More than 540,000 individuals approached the ICRC in the Middle East asking to be reunited with missing loved ones in 2018.

 

The total figure for the entire world was 654,000 in 2018.

The Voice of Hind Rajab

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Director: Kaouther Ben Hania

Rating: 4/5

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Director: Rupert Wyatt

Rating: 3/5

Dengue%20fever%20symptoms
%3Cp%3EHigh%20fever%20(40%C2%B0C%2F104%C2%B0F)%3Cbr%3ESevere%20headache%3Cbr%3EPain%20behind%20the%20eyes%3Cbr%3EMuscle%20and%20joint%20pains%3Cbr%3ENausea%3Cbr%3EVomiting%3Cbr%3ESwollen%20glands%3Cbr%3ERash%26nbsp%3B%3C%2Fp%3E%0A
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John Cena pinned Triple H in a singles match

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Bludgeon Brothers retain the SmackDown Tag Team titles against the Usos

Seth Rollins retains the Intercontinental title against The Miz, Finn Balor and Samoa Joe

AJ Styles remains WWE World Heavyweight champion after he and Shinsuke Nakamura are both counted out

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Brock Lesnar retains the WWE Universal title against Roman Reigns in a steel cage match

Braun Strowman won the 50-man Royal Rumble by eliminating Big Cass last

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%3Cul%3E%0A%3Cli%3EThe%20loss%20of%20sodium%20chloride%20in%20our%20sweat%20can%20lead%20to%20confusion%20and%20an%20altered%20mental%20status%20and%20slurred%20speech%3C%2Fli%3E%0A%3Cli%3EBody%20temperature%20above%2039%C2%B0C%3C%2Fli%3E%0A%3Cli%3EHot%2C%20dry%20and%20red%20or%20damp%20skin%20can%20indicate%20heatstroke%3C%2Fli%3E%0A%3Cli%3EA%20faster%20pulse%20than%20usual%3C%2Fli%3E%0A%3Cli%3EDizziness%2C%20nausea%20and%20headaches%20are%20also%20signs%20of%20overheating%3C%2Fli%3E%0A%3Cli%3EIn%20extreme%20cases%2C%20victims%20can%20lose%20consciousness%20and%20require%20immediate%20medical%20attention%3C%2Fli%3E%0A%3C%2Ful%3E%0A
What can you do?

Document everything immediately; including dates, times, locations and witnesses

Seek professional advice from a legal expert

You can report an incident to HR or an immediate supervisor

You can use the Ministry of Human Resources and Emiratisation’s dedicated hotline

In criminal cases, you can contact the police for additional support

Mercer, the investment consulting arm of US services company Marsh & McLennan, expects its wealth division to at least double its assets under management (AUM) in the Middle East as wealth in the region continues to grow despite economic headwinds, a company official said.

Mercer Wealth, which globally has $160 billion in AUM, plans to boost its AUM in the region to $2-$3bn in the next 2-3 years from the present $1bn, said Yasir AbuShaban, a Dubai-based principal with Mercer Wealth.

Within the next two to three years, we are looking at reaching $2 to $3 billion as a conservative estimate and we do see an opportunity to do so,” said Mr AbuShaban.

Mercer does not directly make investments, but allocates clients’ money they have discretion to, to professional asset managers. They also provide advice to clients.

“We have buying power. We can negotiate on their (client’s) behalf with asset managers to provide them lower fees than they otherwise would have to get on their own,” he added.

Mercer Wealth’s clients include sovereign wealth funds, family offices, and insurance companies among others.

From its office in Dubai, Mercer also looks after Africa, India and Turkey, where they also see opportunity for growth.

Wealth creation in Middle East and Africa (MEA) grew 8.5 per cent to $8.1 trillion last year from $7.5tn in 2015, higher than last year’s global average of 6 per cent and the second-highest growth in a region after Asia-Pacific which grew 9.9 per cent, according to consultancy Boston Consulting Group (BCG). In the region, where wealth grew just 1.9 per cent in 2015 compared with 2014, a pickup in oil prices has helped in wealth generation.

BCG is forecasting MEA wealth will rise to $12tn by 2021, growing at an annual average of 8 per cent.

Drivers of wealth generation in the region will be split evenly between new wealth creation and growth of performance of existing assets, according to BCG.

Another general trend in the region is clients’ looking for a comprehensive approach to investing, according to Mr AbuShaban.

“Institutional investors or some of the families are seeing a slowdown in the available capital they have to invest and in that sense they are looking at optimizing the way they manage their portfolios and making sure they are not investing haphazardly and different parts of their investment are working together,” said Mr AbuShaban.

Some clients also have a higher appetite for risk, given the low interest-rate environment that does not provide enough yield for some institutional investors. These clients are keen to invest in illiquid assets, such as private equity and infrastructure.

“What we have seen is a desire for higher returns in what has been a low-return environment specifically in various fixed income or bonds,” he said.

“In this environment, we have seen a de facto increase in the risk that clients are taking in things like illiquid investments, private equity investments, infrastructure and private debt, those kind of investments were higher illiquidity results in incrementally higher returns.”

The Abu Dhabi Investment Authority, one of the largest sovereign wealth funds, said in its 2016 report that has gradually increased its exposure in direct private equity and private credit transactions, mainly in Asian markets and especially in China and India. The authority’s private equity department focused on structured equities owing to “their defensive characteristics.”

Drishyam 2

Directed by: Jeethu Joseph

Starring: Mohanlal, Meena, Ansiba, Murali Gopy

Rating: 4 stars

Isle of Dogs

Director: Wes Anderson

Starring: Bryan Cranston, Liev Schreiber, Ed Norton, Greta Gerwig, Bill Murray, Jeff Goldblum, Scarlett Johansson

Three stars

Other workplace saving schemes
  • The UAE government announced a retirement savings plan for private and free zone sector employees in 2023.
  • Dubai’s savings retirement scheme for foreign employees working in the emirate’s government and public sector came into effect in 2022.
  • National Bonds unveiled a Golden Pension Scheme in 2022 to help private-sector foreign employees with their financial planning.
  • In April 2021, Hayah Insurance unveiled a workplace savings plan to help UAE employees save for their retirement.
  • Lunate, an Abu Dhabi-based investment manager, has launched a fund that will allow UAE private companies to offer employees investment returns on end-of-service benefits.
Six large-scale objects on show
  • Concrete wall and windows from the now demolished Robin Hood Gardens housing estate in Poplar
  • The 17th Century Agra Colonnade, from the bathhouse of the fort of Agra in India
  • A stagecloth for The Ballet Russes that is 10m high – the largest Picasso in the world
  • Frank Lloyd Wright’s 1930s Kaufmann Office
  • A full-scale Frankfurt Kitchen designed by Margarete Schütte-Lihotzky, which transformed kitchen design in the 20th century
  • Torrijos Palace dome
MATCH INFO

Uefa Champioons League semi-final, first leg:

Liverpool 5
Salah (35', 45 1'), Mane (56'), Firmino (61', 68')

Roma 2
Dzeko (81'), Perotti (85' pen)

Second leg: May 2, Stadio Olimpico, Rome

Celta Vigo 2
Castro (45'), Aspas (82')

Barcelona 2
Dembele (36'), Alcacer (64')

Red card: Sergi Roberto (Barcelona)

SCHEDULE

December 8: UAE v USA (Sharjah Cricket Stadium)

December 9: USA v Scotland (Sharjah Cricket Stadium)

December 11: UAE v Scotland (Sharjah Cricket Stadium)

December 12: UAE v USA (ICC Academy Oval 1)

December 14: USA v Scotland (ICC Academy Oval 1)

December 15: UAE v Scotland (ICC Academy Oval 1)

All matches start at 10am

 

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
Key fixtures from January 5-7

Watford v Bristol City

Liverpool v Everton

Brighton v Crystal Palace

Bournemouth v AFC Fylde or Wigan

Coventry v Stoke City

Nottingham Forest v Arsenal

Manchester United v Derby

Forest Green or Exeter v West Brom

Tottenham v AFC Wimbledon

Fleetwood or Hereford v Leicester City

Manchester City v Burnley

Shrewsbury v West Ham United

Wolves v Swansea City

Newcastle United v Luton Town

Fulham v Southampton

Norwich City v Chelsea