Trusted and explainable AI is crucial to widespread adoption of technology and the success of businesses. Getty Images
Trusted and explainable AI is crucial to widespread adoption of technology and the success of businesses. Getty Images
Trusted and explainable AI is crucial to widespread adoption of technology and the success of businesses. Getty Images
Trusted and explainable AI is crucial to widespread adoption of technology and the success of businesses. Getty Images

More effort required to boost trust in AI in financial sector, OECD says


Alkesh Sharma
  • English
  • Arabic

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”.

The hand of humanoid robot AILA (artificial intelligence lightweight android) operates a switchboard. Reuters
The hand of humanoid robot AILA (artificial intelligence lightweight android) operates a switchboard. Reuters

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.

In the financial sector, AI has the potential to improve customer experiences and promote greater financial inclusion. Bloomberg
In the financial sector, AI has the potential to improve customer experiences and promote greater financial inclusion. Bloomberg

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
 

AS%20WE%20EXIST
%3Cp%3EAuthor%3A%20Kaoutar%20Harchi%C2%A0%3C%2Fp%3E%0A%3Cp%3EPublisher%3A%20Other%20Press%3C%2Fp%3E%0A%3Cp%3EPages%3A%20176%3C%2Fp%3E%0A%3Cp%3EAvailable%3A%20Now%3C%2Fp%3E%0A
HEY%20MERCEDES%2C%20WHAT%20CAN%20YOU%20DO%20FOR%20ME%3F
%3Cp%3EMercedes-Benz's%20MBUX%20digital%20voice%20assistant%2C%20Hey%20Mercedes%2C%20allows%20users%20to%20set%20up%20commands%20for%3A%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20Navigation%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20Calls%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20In-car%20climate%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20Ambient%20lighting%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20Media%20controls%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20Driver%20assistance%3C%2Fp%3E%0A%3Cp%3E%E2%80%A2%20General%20inquiries%20such%20as%20motor%20data%2C%20fuel%20consumption%20and%20next%20service%20schedule%2C%20and%20even%20funny%20questions%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EThere's%20also%20a%20hidden%20feature%3A%3C%2Fstrong%3E%20pressing%20and%20holding%20the%20voice%20command%20button%20on%20the%20steering%20wheel%20activates%20the%20voice%20assistant%20on%20a%20connected%20smartphone%20%E2%80%93%20Siri%20on%20Apple's%20iOS%20or%20Google%20Assistant%20on%20Android%20%E2%80%93%20enabling%20a%20user%20to%20command%20the%20car%20even%20without%20Apple%20CarPlay%20or%20Android%20Auto%3C%2Fp%3E%0A
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
%3Cp%3E%3Cstrong%3EDirector%3A%3C%2Fstrong%3E%20Neill%20Blomkamp%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EStars%3A%3C%2Fstrong%3E%20David%20Harbour%2C%20Orlando%20Bloom%2C%20Archie%20Madekwe%2C%20Darren%20Barnet%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ERating%3A%3C%2Fstrong%3E%203%2F5%3C%2Fp%3E%0A
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

Updated: September 24, 2021, 7:30 PM