A new report by Refinitiv shows firms have made huge progress with the technology but that more could be done
Machine learning has long been a favorite topic of conversation in the corp-speak world. Scroll down your LinkedIn feed and you’re sure to see some video, complete with annoying subtitles, talking about “a shocking new machine learning robot disrupting the tech industry.”
But outside of Gary Vaynerchuk’s Twitter feed, machine learning is making real headway in some industries. Nowhere is this truer than in the world of financial services.
A new report, published by data provider Refinitiv on Monday, indicates that adoption of the technology is actually greater than previously thought.
In fact, according to the report, 90 percent of firms now deploy machine learning to analyze content with 78 percent of companies also saying that the technology is a core component of their business strategy.
Not all easy
Still, that doesn’t mean it’s all smooth sailing for firms using machine learning. Refinitiv’s report indicates that there have been a number of challenges in adopting the technology and getting it to perform specific tasks.
“Like fixed income, there is no standardised messaging language [in the FX markets] so data from different venues and market data providers is reaching the institution in multiple formats,” said Matthew Hodgson, the chief executive officer and founder of FX data provider Mosaic Smart Data.
“For machine learning to provide a view across all channels of activity in the market, you must normalise data from across all of these venues. Doing so is a huge engineering challenge.”
Sorting through the pile
Financial institutions are also struggling to deal with huge volumes of poor quality data. In its report, Refinitiv writes that for data scientists at some firms, normalizing and cleaning data was taking up 90 percent of their time.
To be fair, it appears to have only been a small number of outlying firms that were devoting this much time to sorting through poor quality data. Nonetheless, on average firms are - regardless of business type - spending 30 percent of their time dealing with this particular problem.
“I think we’re still in early phases for AI in the FX market,” Pfeiffer told Finance Magnates.
“Looking at the Refinitiv report, a lot of attention is being placed on using machine learning to analyse individual company data, which doesn’t generate actionable signals to power FX decision making, like it would in equities or fixed income.”
More money or better data?
If Refinitiv’s report is to be trusted, communicating these data problems to senior management is going to be an important part of solving them.
A survey carried out by the data provider found that data scientists rank poor quality data as the biggest hurdle to greater adoption of machine learning. For c-level executives, this was secondary to a lack of funding.
These two opinions may not actually contradict one another. C-level executives may think that more funding would equal better data. Thus, if funds are lacking to provide better data, then, for those senior executives, a lack of funds becomes the biggest barrier to machine learning adoption.
But if simply sinking more money into machine learning projects won’t improve data quality, then there’s no point in doing it.
In either case, Refinitiv’s report is indicative of what many people have been saying for a while - machine learning is coming but it’s going to take some time for the technology to start working at full capacity.
Machine learning has long been a favorite topic of conversation in the corp-speak world. Scroll down your LinkedIn feed and you’re sure to see some video, complete with annoying subtitles, talking about “a shocking new machine learning robot disrupting the tech industry.”
But outside of Gary Vaynerchuk’s Twitter feed, machine learning is making real headway in some industries. Nowhere is this truer than in the world of financial services.
A new report, published by data provider Refinitiv on Monday, indicates that adoption of the technology is actually greater than previously thought.
In fact, according to the report, 90 percent of firms now deploy machine learning to analyze content with 78 percent of companies also saying that the technology is a core component of their business strategy.
Not all easy
Still, that doesn’t mean it’s all smooth sailing for firms using machine learning. Refinitiv’s report indicates that there have been a number of challenges in adopting the technology and getting it to perform specific tasks.
“Like fixed income, there is no standardised messaging language [in the FX markets] so data from different venues and market data providers is reaching the institution in multiple formats,” said Matthew Hodgson, the chief executive officer and founder of FX data provider Mosaic Smart Data.
“For machine learning to provide a view across all channels of activity in the market, you must normalise data from across all of these venues. Doing so is a huge engineering challenge.”
Sorting through the pile
Financial institutions are also struggling to deal with huge volumes of poor quality data. In its report, Refinitiv writes that for data scientists at some firms, normalizing and cleaning data was taking up 90 percent of their time.
To be fair, it appears to have only been a small number of outlying firms that were devoting this much time to sorting through poor quality data. Nonetheless, on average firms are - regardless of business type - spending 30 percent of their time dealing with this particular problem.
“I think we’re still in early phases for AI in the FX market,” Pfeiffer told Finance Magnates.
“Looking at the Refinitiv report, a lot of attention is being placed on using machine learning to analyse individual company data, which doesn’t generate actionable signals to power FX decision making, like it would in equities or fixed income.”
More money or better data?
If Refinitiv’s report is to be trusted, communicating these data problems to senior management is going to be an important part of solving them.
A survey carried out by the data provider found that data scientists rank poor quality data as the biggest hurdle to greater adoption of machine learning. For c-level executives, this was secondary to a lack of funding.
These two opinions may not actually contradict one another. C-level executives may think that more funding would equal better data. Thus, if funds are lacking to provide better data, then, for those senior executives, a lack of funds becomes the biggest barrier to machine learning adoption.
But if simply sinking more money into machine learning projects won’t improve data quality, then there’s no point in doing it.
In either case, Refinitiv’s report is indicative of what many people have been saying for a while - machine learning is coming but it’s going to take some time for the technology to start working at full capacity.
Lucera and KGI Securities Set Out to Enhance Market Performance in Asia
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1 week to go until FMAS:24 kicks off and we couldn't skip our interviews with some of this year's sponsors 🤩 Starting off strong with Hannelé De Necker, CEO OF IFX Brokers.
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FMAS:24 | Sneak Peak
FMAS:24 | Sneak Peak
FMAS:24 | Sneak Peak
FMAS:24 | Sneak Peak
FMAS:24 | Sneak Peak
FMAS:24 | Sneak Peak
Here's a sneak peek into the FMAS:24 vibrant atmosphere! Join us at Africa’s premium financial event for a transformative experience that combines the best of finance and technology.
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Here's a sneak peek into the FMAS:24 vibrant atmosphere! Join us at Africa’s premium financial event for a transformative experience that combines the best of finance and technology.
From May 20-22, 2024, the Sandton Convention Centre in Sandton, South Africa, will be the hub for over 3,500 attendees to engage in unparalleled networking opportunities, learn from over 150 industry-leading speakers, and explore innovations from 120+ exhibitors.
Secure your free ticket now 🔗 https://events.financemagnates.com/yQx0l?utm_source=youtube&utm_campaign=fmas-is-back&utm_medium=video&RefId=FMAS24+Video+Ad+%5B1%5D
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Here's a sneak peek into the FMAS:24 vibrant atmosphere! Join us at Africa’s premium financial event for a transformative experience that combines the best of finance and technology.
From May 20-22, 2024, the Sandton Convention Centre in Sandton, South Africa, will be the hub for over 3,500 attendees to engage in unparalleled networking opportunities, learn from over 150 industry-leading speakers, and explore innovations from 120+ exhibitors.
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Here's a sneak peek into the FMAS:24 vibrant atmosphere! Join us at Africa’s premium financial event for a transformative experience that combines the best of finance and technology.
From May 20-22, 2024, the Sandton Convention Centre in Sandton, South Africa, will be the hub for over 3,500 attendees to engage in unparalleled networking opportunities, learn from over 150 industry-leading speakers, and explore innovations from 120+ exhibitors.
Secure your free ticket now 🔗 https://events.financemagnates.com/yQx0l?utm_source=youtube&utm_campaign=fmas-is-back&utm_medium=video&RefId=FMAS24+Video+Ad+%5B1%5D
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From May 20-22, 2024, the Sandton Convention Centre in Sandton, South Africa, will be the hub for over 3,500 attendees to engage in unparalleled networking opportunities, learn from over 150 industry-leading speakers, and explore innovations from 120+ exhibitors.
Secure your free ticket now 🔗 https://events.financemagnates.com/yQx0l?utm_source=youtube&utm_campaign=fmas-is-back&utm_medium=video&RefId=FMAS24+Video+Ad+%5B1%5D
#fmas24 #fmas #fmevents #financeinafrica #traders #investors #affiliates #forexTraders #investmentOpportunities #B2BNetworking #finTech #Innovations #TradingCommunity #BusinessOpportunities #AfricanBusiness #Johannesburg #southafrica
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Join 3500+ Attendees at FMAS:24 | Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 | Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 | Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 | Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 | Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 | Africa's Premium Financial Event
Looking to expand your network in #Africa? Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
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Looking to expand your network in #Africa? Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
📣 Stay updated with the latest in finance and trading!
Follow Finance Magnates for news, insights, and event updates across our social media platforms. Connect with us today:
🔗 LinkedIn: https://www.linkedin.com/company/financemagnates/
👍 Facebook: https://www.facebook.com/financemagnates/
📸 Instagram: https://www.instagram.com/financemagnates_official
🐦 X (Twitter): https://twitter.com/financemagnates/
📡 RSS Feed: https://www.financemagnates.com/feed/
▶️ Telegram: https://t.me/financemagnatesnews
Don't miss out on our latest videos, interviews, and event coverage.
🔔 Subscribe to our YouTube channel for more!🔔
Looking to expand your network in #Africa? Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
📣 Stay updated with the latest in finance and trading!
Follow Finance Magnates for news, insights, and event updates across our social media platforms. Connect with us today:
🔗 LinkedIn: https://www.linkedin.com/company/financemagnates/
👍 Facebook: https://www.facebook.com/financemagnates/
📸 Instagram: https://www.instagram.com/financemagnates_official
🐦 X (Twitter): https://twitter.com/financemagnates/
📡 RSS Feed: https://www.financemagnates.com/feed/
▶️ Telegram: https://t.me/financemagnatesnews
Don't miss out on our latest videos, interviews, and event coverage.
🔔 Subscribe to our YouTube channel for more!🔔
Looking to expand your network in #Africa? Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
📣 Stay updated with the latest in finance and trading!
Follow Finance Magnates for news, insights, and event updates across our social media platforms. Connect with us today:
🔗 LinkedIn: https://www.linkedin.com/company/financemagnates/
👍 Facebook: https://www.facebook.com/financemagnates/
📸 Instagram: https://www.instagram.com/financemagnates_official
🐦 X (Twitter): https://twitter.com/financemagnates/
📡 RSS Feed: https://www.financemagnates.com/feed/
▶️ Telegram: https://t.me/financemagnatesnews
Don't miss out on our latest videos, interviews, and event coverage.
🔔 Subscribe to our YouTube channel for more!🔔
Looking to expand your network in #Africa? Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
📣 Stay updated with the latest in finance and trading!
Follow Finance Magnates for news, insights, and event updates across our social media platforms. Connect with us today:
🔗 LinkedIn: https://www.linkedin.com/company/financemagnates/
👍 Facebook: https://www.facebook.com/financemagnates/
📸 Instagram: https://www.instagram.com/financemagnates_official
🐦 X (Twitter): https://twitter.com/financemagnates/
📡 RSS Feed: https://www.financemagnates.com/feed/
▶️ Telegram: https://t.me/financemagnatesnews
Don't miss out on our latest videos, interviews, and event coverage.
🔔 Subscribe to our YouTube channel for more!🔔
Looking to expand your network in #Africa? Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
📣 Stay updated with the latest in finance and trading!
Follow Finance Magnates for news, insights, and event updates across our social media platforms. Connect with us today:
🔗 LinkedIn: https://www.linkedin.com/company/financemagnates/
👍 Facebook: https://www.facebook.com/financemagnates/
📸 Instagram: https://www.instagram.com/financemagnates_official
🐦 X (Twitter): https://twitter.com/financemagnates/
📡 RSS Feed: https://www.financemagnates.com/feed/
▶️ Telegram: https://t.me/financemagnatesnews
Don't miss out on our latest videos, interviews, and event coverage.
🔔 Subscribe to our YouTube channel for more!🔔
Join 3500+ Attendees at FMAS:24 - Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 - Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 - Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 - Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 - Africa's Premium Financial Event
Join 3500+ Attendees at FMAS:24 - Africa's Premium Financial Event
Looking to expand your network in #Africa?
Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
Looking to expand your network in #Africa?
Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
Looking to expand your network in #Africa?
Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
Looking to expand your network in #Africa?
Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
Looking to expand your network in #Africa?
Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa
Looking to expand your network in #Africa?
Join 3500+ attendees at FMAS:24, where online trading, fintech, payments, and crypto meet! Connect with industry leaders and innovators for an unmatched networking experience.
20-22 MAY 2024
Sandton Convention Center, Sandton, South Africa
Register now to secure your spot: https://bit.ly/3JbUpCK
#fmas #fmas24 #fmevents #networking #finance #africa