Governments, financial regulators and businesses should step up their efforts to address the challenges of developing and deploying trustworthy artificial intelligence in the financial sector, the Organisation for Economic Co-operation and Development said.
AI, which is a set of applications including machine learning and robotics, holds “tremendous potential to improve productivity and innovation” in the financial sector.
As AI applications become increasingly integrated into business and finance, the use of trustworthy AI will become increasingly important for ensuring trustworthy financial markets
OECD report
However, its extensive adoption in the industry requires the right infrastructure that includes access to sufficient computational capacity and economical high-speed internet services, the Paris-based organisation said in its “Business and Finance Outlook 2021" report.
“AI can create new risks or reinforce existing risks,” the report said.
“The myriad uses of AI call for balanced policy approaches that can support AI development and adoption while mitigating risks.”
Some of the risks associated with AI include “entrenching bias, lack of explainability of financial decisions, introducing new forms of cyber attacks and automating jobs ahead of society adjusting to the changes”.
It also raises challenges related to “privacy, autonomy, transparency and accountability”, which are particularly complex in the financial sector, said the report.
It added that complex AI algorithms that are difficult or even impossible to explain could “amplify existing risks in financial markets or give rise to new risks".
Over the past few years, AI adoption in finance has grown substantially, enabled by the abundance of available data and the increase in the lower cost of computing capacity.
The financial and insurance sector is among the top 10 industries in terms of the amount of venture capital investments in AI start-ups, investing over $4 billion globally last year, OECD data showed. Almost 65 per cent of the VC investments in the sector went to American AI start-ups.
Overall, investors poured money into AI-focused companies at a historic rate during the Covid-19 pandemic, a study by Stanford University showed.
Total global AI investment, including private investment, public offerings, mergers and acquisitions and minority stakes, increased by 40 per cent last year for a total of $67.9bn, compared with a 12 per cent jump from 2018 to 2019.
In the financial sector, AI has the potential to improve customer experiences, identify investment opportunities, grant more credit at better conditions, enable transactions, enhance market efficiency, reinforce financial stability and promote greater financial inclusion.
“As AI applications become increasingly integrated into business and finance, the use of trustworthy AI will become increasingly important for ensuring trustworthy financial markets,” the OECD report said.
Trusted and explainable AI is also crucial to widespread adoption of the technology and the success of businesses.
A recent survey by IBM showed that the vast majority of businesses believe the ability to explain how their AI arrived at a decision was important. More than three quarters of those surveyed said that trusting AI output was fair, safe and reliable.
“Existing financial regulations may fall short of addressing systemic risks presented by wide-scale adoption of AI-based FinTech by financial firms,” OECD said.
“AI uptake in a highly regulated sector such as finance could benefit from a policy environment that is flexible enough to keep up with technological and business model developments and promote innovation, yet remains safe and provides legal certainty,” it added.
The OECD Principles, adopted globally in May 2019, became the first international standard agreed upon by governments for the responsible stewardship of trustworthy AI.
In April, the EU proposed AI regulation that requires developers and users to abide by certain data management rules, record-keeping and transparency. However, the proposal is a direct challenge to a commonly held view in Silicon Valley that laws should not interfere with emerging technology.
The AI market is booming as governments invest in technology to drive efficiency and cost savings.
The UAE, the Arab world's second-largest economy, is projected to benefit the most in the Middle East from AI adoption. The technology is expected to contribute up to 14 per cent to the country’s gross domestic product — equivalent to $97.9bn — by 2030, a report by consultancy PwC showed.
SPEC%20SHEET%3A%20SAMSUNG%20GALAXY%20Z%20FOLD%204
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If you go
The Flights
Emirates and Etihad fly direct to Johannesburg from Dubai and Abu Dhabi respectively. Economy return tickets cost from Dh2,650, including taxes.
The trip
Worldwide Motorhoming Holidays (worldwidemotorhomingholidays.co.uk) operates fly-drive motorhome holidays in eight destinations, including South Africa. Its 14-day Kruger and the Battlefields itinerary starts from Dh17,500, including campgrounds, excursions, unit hire and flights. Bobo Campers has a range of RVs for hire, including the 4-berth Discoverer 4 from Dh600 per day.
RESULTS
%3Cp%3E%0D5pm%3A%20Deerfields%20%E2%80%93%20Handicap%20(PA)%20Dh80%2C000%20(Turf)%202%2C200m%0D%3Cbr%3EWinner%3A%20Taajer%2C%20Richard%20Mullen%20(jockey)%2C%20Salem%20Al%20Ketbi%20(trainer)%0D%3Cbr%3E5.30pm%3A%20The%20Galleria%20%E2%80%93%20Handicap%20(PA)%20Dh80%2C000%20(T)%201%2C600m%0D%3Cbr%3EWinner%3A%20Zafaranah%2C%20Antonio%20Fresu%2C%20Musabah%20Al%20Muhairi%0D%3Cbr%3E6pm%3A%20Wathba%20Stallions%20Cup%20%E2%80%93%20Maiden%20(PA)%20Dh70%2C000%20(T)%201%2C200m%0D%3Cbr%3EWinner%3A%20Ifahat%20Du%20Loup%2C%20Abdul%20Aziz%20Al%20Balushi%2C%20Sulaiman%20Al%20Ghunaimi%0D%3Cbr%3E6.30pm%3A%20Mazyad%20%E2%80%93%20Handicap%20(PA)%20Dh80%2C000%20(T)%201%2C200m%0D%3Cbr%3EWinner%3A%20AF%20Majalis%2C%20Tadhg%20O%E2%80%99Shea%2C%20Ernst%20Oertel%0D%3Cbr%3E7pm%3A%20Dalma%20%E2%80%93%20Maiden%20(PA)%20Dh80%2C000%20(T)%201%2C400m%0D%3Cbr%3EWinner%3A%20Bassam%20Al%20Wathba%2C%20Bernardi%20Pinheiro%2C%20Majed%20Al%20Jahouri%0D%3Cbr%3E7.30pm%3A%20World%20Trade%20Centre%20%E2%80%93%20Handicap%20(TB)%20Dh80%2C000%20(T)%201%2C400m%0D%3Cbr%3EWinner%3A%20Fawaareq%2C%20Dane%20O%E2%80%99Neill%2C%20Doug%20Watson%3C%2Fp%3E%0A
The specs
BMW M8 Competition Coupe
Engine 4.4-litre twin-turbo V8
Power 625hp at 6,000rpm
Torque 750Nm from 1,800-5,800rpm
Gearbox Eight-speed paddleshift auto
Acceleration 0-100kph in 3.2 sec
Top speed 305kph
Fuel economy, combined 10.6L / 100km
Price from Dh700,000 (estimate)
On sale Jan/Feb 2020
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COMPANY%20PROFILE%20
%3Cp%3E%3Cstrong%3ECompany%20name%3A%20%3C%2Fstrong%3EAlmouneer%3Cbr%3E%3Cstrong%3EStarted%3A%3C%2Fstrong%3E%202017%3Cbr%3E%3Cstrong%3EFounders%3A%3C%2Fstrong%3E%20Dr%20Noha%20Khater%20and%20Rania%20Kadry%3Cbr%3E%3Cstrong%3EBased%3A%20%3C%2Fstrong%3EEgypt%3Cbr%3E%3Cstrong%3ENumber%20of%20staff%3A%20%3C%2Fstrong%3E120%3Cbr%3E%3Cstrong%3EInvestment%3A%20%3C%2Fstrong%3EBootstrapped%2C%20with%20support%20from%20Insead%20and%20Egyptian%20government%2C%20seed%20round%20of%20%3Cbr%3E%243.6%20million%20led%20by%20Global%20Ventures%3Cbr%3E%3C%2Fp%3E%0A
Ferrari 12Cilindri specs
Engine: naturally aspirated 6.5-liter V12
Power: 819hp
Torque: 678Nm at 7,250rpm
Price: From Dh1,700,000
Available: Now
The specs
Engine: 1.5-litre turbo
Power: 181hp
Torque: 230Nm
Transmission: 6-speed automatic
Starting price: Dh79,000
On sale: Now
Fanney Khan
Producer: T-Series, Anil Kapoor Productions, ROMP, Prerna Arora
Director: Atul Manjrekar
Cast: Anil Kapoor, Aishwarya Rai, Rajkummar Rao, Pihu Sand
Rating: 2/5
Libya's Gold
UN Panel of Experts found regime secretly sold a fifth of the country's gold reserves.
The panel’s 2017 report followed a trail to West Africa where large sums of cash and gold were hidden by Abdullah Al Senussi, Qaddafi’s former intelligence chief, in 2011.
Cases filled with cash that was said to amount to $560m in 100 dollar notes, that was kept by a group of Libyans in Ouagadougou, Burkina Faso.
A second stash was said to have been held in Accra, Ghana, inside boxes at the local offices of an international human rights organisation based in France.
GRAN%20TURISMO
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Get inspired
Here are a couple of Valentine’s Day food products that may or may not go the distance (but have got the internet talking anyway).
Sourdough sentiments: Marks & Spencer in the United Kingdom has introduced a slow-baked sourdough loaf dusted with flour to spell out I (heart) you, at £2 (Dh9.5). While it’s not available in the UAE, there’s nothing to stop you taking the idea and creating your own message of love, stencilled on breakfast-inbed toast.
Crisps playing cupid: Crisp company Tyrells has added a spicy addition to its range for Valentine’s Day. The brand describes the new honey and chilli flavour on Twitter as: “A tenderly bracing duo of the tantalising tingle of chilli with sweet and sticky honey. A helping hand to get your heart racing.” Again, not on sale here, but if you’re tempted you could certainly fashion your own flavour mix (spicy Cheetos and caramel popcorn, anyone?).
The biog
Full name: Aisha Abdulqader Saeed
Age: 34
Emirate: Dubai
Favourite quote: "No one has ever become poor by giving"
Walls
Louis Tomlinson
3 out of 5 stars
(Syco Music/Arista Records)
Abu Dhabi traffic facts
Drivers in Abu Dhabi spend 10 per cent longer in congested conditions than they would on a free-flowing road
The highest volume of traffic on the roads is found between 7am and 8am on a Sunday.
Travelling before 7am on a Sunday could save up to four hours per year on a 30-minute commute.
The day was the least congestion in Abu Dhabi in 2019 was Tuesday, August 13.
The highest levels of traffic were found on Sunday, November 10.
Drivers in Abu Dhabi lost 41 hours spent in traffic jams in rush hour during 2019
Classification of skills
A worker is categorised as skilled by the MOHRE based on nine levels given in the International Standard Classification of Occupations (ISCO) issued by the International Labour Organisation.
A skilled worker would be someone at a professional level (levels 1 – 5) which includes managers, professionals, technicians and associate professionals, clerical support workers, and service and sales workers.
The worker must also have an attested educational certificate higher than secondary or an equivalent certification, and earn a monthly salary of at least Dh4,000.
Empires%20of%20the%20Steppes%3A%20A%20History%20of%20the%20Nomadic%20Tribes%20Who%20Shaped%20Civilization
%3Cp%3E%3Cstrong%3EAuthor%3A%20%3C%2Fstrong%3EKenneth%20W%20Harl%3Cstrong%3E%3Cbr%3EPublisher%3A%20%3C%2Fstrong%3EHanover%20Square%20Press%3Cstrong%3E%3Cbr%3EPages%3A%20%3C%2Fstrong%3E576%3C%2Fp%3E%0A
Our family matters legal consultant
Name: Dr Hassan Mohsen Elhais
Position: legal consultant with Al Rowaad Advocates and Legal Consultants.
Uefa Nations League
League A:
Germany, Portugal, Belgium, Spain, France, England, Switzerland, Italy, Poland, Iceland, Croatia, Netherlands
League B:
Austria, Wales, Russia, Slovakia, Sweden, Ukraine, Republic of Ireland, Bosnia-Herzegovina, Northern Ireland, Denmark, Czech Republic, Turkey
League C:
Hungary, Romania, Scotland, Slovenia, Greece, Serbia, Albania, Norway, Montenegro, Israel, Bulgaria, Finland, Cyprus, Estonia, Lithuania
League D:
Azerbaijan, Macedonia, Belarus, Georgia, Armenia, Latvia, Faroe Islands, Luxembourg, Kazakhstan, Moldova, Liechtenstein, Malta, Andorra, Kosovo, San Marino, Gibraltar
The specs: Audi e-tron
Price, base: From Dh325,000 (estimate)
Engine: Twin electric motors and 95kWh battery pack
Transmission: Single-speed auto
Power: 408hp
Torque: 664Nm
Range: 400 kilometres
ENGLAND SQUAD
Goalkeepers Pickford (Everton), Pope (Burnley), Henderson (Manchester United)
Defenders Alexander-Arnold (Liverpool), Chilwell (Chelsea), Coady (Wolves), Dier (Tottenham), Gomez (Liverpool), James (Chelsea), Keane (Everton), Maguire (Manchester United), Maitland-Niles (Arsenal), Mings (Aston Villa), Saka (Arsenal), Trippier (Atletico Madrid), Walker (Manchester City)
Midfielders: Foden (Manchester City), Henderson (Liverpool), Grealish (Aston Villa), Mount (Chelsea), Rice (West Ham), Ward-Prowse (Southampton), Winks (Tottenham)
Forwards: Abraham (Chelsea), Calvert-Lewin (Everton), Kane (Tottenham), Rashford (Manchester United), Sancho (Borussia Dortmund), Sterling (Manchester City)
Avatar: Fire and Ash
Director: James Cameron
Starring: Sam Worthington, Sigourney Weaver, Zoe Saldana
Rating: 4.5/5
ELIO
Starring: Yonas Kibreab, Zoe Saldana, Brad Garrett
Directors: Madeline Sharafian, Domee Shi, Adrian Molina
Rating: 4/5
Federer's 19 grand slam titles
Australian Open (5 titles) - 2004 bt Marat Safin; 2006 bt Marcos Baghdatis; 2007 bt Fernando Gonzalez; 2010 bt Andy Murray; 2017 bt Rafael Nadal
French Open (1 title) - 2009 bt Robin Soderling
Wimbledon (8 titles) - 2003 bt Mark Philippoussis; 2004 bt Andy Roddick; 2005 bt Andy Roddick; 2006 bt Rafael Nadal; 2007 bt Rafael Nadal; 2009 bt Andy Roddick; 2012 bt Andy Murray; 2017 bt Marin Cilic
US Open (5 titles) - 2004 bt Lleyton Hewitt; 2005 bt Andre Agassi; 2006 bt Andy Roddick; 2007 bt Novak Djokovic; 2008 bt Andy Murray
ENGLAND SQUAD
Goalkeepers: Jack Butland, Jordan Pickford, Nick Pope
Defenders: John Stones, Harry Maguire, Phil Jones, Kyle Walker, Kieran Trippier, Gary Cahill, Ashley Young, Danny Rose, Trent Alexander-Arnold
Midfielders: Eric Dier, Jordan Henderson, Dele Alli, Jesse Lingard, Raheem Sterling, Ruben Loftus-Cheek, Fabian Delph
Forwards: Harry Kane, Jamie Vardy, Marcus Rashford, Danny Welbeck
Cherry
Directed by: Joe and Anthony Russo
Starring: Tom Holland, Ciara Bravo
1/5
F1 The Movie
Starring: Brad Pitt, Damson Idris, Kerry Condon, Javier Bardem
Director: Joseph Kosinski
Rating: 4/5
THURSDAY'S ORDER OF PLAY
Centre Court
Starting at 10am:
Lucrezia Stefanini v Elena Rybakina (6)
Aryna Sabalenka (4) v Polona Hercog
Sofia Kenin (1) v Zhaoxuan Yan
Kristina Mladenovic v Garbine Muguruza (5)
Sorana Cirstea v Karolina Pliskova (3)
Jessica Pegula v Elina Svitolina (2)
Court 1
Starting at 10am:
Sara Sorribes Tormo v Nadia Podoroska
Marketa Vondrousova v Su-Wei Hsieh
Elise Mertens (7) v Alize Cornet
Tamara Zidansek v Jennifer Brady (11)
Heather Watson v Jodie Burrage
Vera Zvonareva v Amandine Hesse
Court 2
Starting at 10am:
Arantxa Rus v Xiyu Wang
Maria Kostyuk v Lucie Hradecka
Karolina Muchova v Danka Kovinic
Cori Gauff v Ulrikke Eikeri
Mona Barthel v Anastasia Gasanova
Court 3
Starting at 10am:
Kateryna Bondarenko v Yafan Wang
Aliaksandra Sasnovich v Anna Bondar
Bianca Turati v Yaroslava Shvedova