Anyone whos visited the New York Stock Exchange lately knows technology has already taken a toll on Wall Street jobs.
And the decimation is only going to continue as the artificial intelligence industry booms.
By 2025, AI technologies will reduce employees in the capital markets worldwide by 230,000 people, according to a report from Opimas that came out last week. Financial institutions may see a 28% improvement in their cost-to-income ratios.
Additionally, financial firms will spend more than $1.5 billion this year on AI-related technologies and $2.8 billion annually by 2021, not including their investments in AI startups, the Opimas report estimated.
Its clear that AI will change Wall Street, but it is probably too simple to merely attribute the change to the promises of AI. Instead, it is several technologies that fall under the broader umbrella of artificial intelligence that are attacking the industry from all sides.
Process-oriented jobs are being killed by robotic process automation, a lower-IQ form of AI in which small pieces of software are programmed to do simple tasks, like looking up a document or a piece of information.
More analytical jobs are being replaced with things like machine learning, deep learning and the like that can digest large volumes of real-time data quickly and learn to find telling patterns with a speed the human brain cant match.
This has implications for jobs all over capital markets, from the front office to risk, fraud and even HR. And it will create some new jobs though not entry-level ones.
AI is going to touch every aspect of jobs in the capital markets, said Ed Donner, co-founder and CEO of untapt, a startup that presented at the last Accenture fintech demo day and that uses deep learning to match tech job candidates to the right positions. Its not just support functions, its not just operations; its also the front office. And retail banking and private wealth management are affected as well.
Some of this is buzz, for sure, but AIs boom is due to the convergence of several trends: costs associated with the advanced computing and data-storage hardware behind AI have come down. Its now possible to feed AI engines the massive amounts of data they need to learn to do the job of people. And major vendors have all come out with products that can work with existing technology, rather than requiring systems to be ripped out.
Quieter front office
Front-office sales and trading jobs have already dropped, partly because so many firms use algorithmic trading. Theres been a 20% to 30% headcount reduction overall in the front office over the past few years, said David Weiss, senior analyst at Aite Group.
Trade floors are a shadow of their former selves," and "market making and high-touch trading now employ fewer people, Weiss said.
This trend will accelerate as AI advances.
Natural language processing is helping to gain a greater understanding of conversations people are having, the intent of conversations in the front office, said Terry Roche, head of fintech research at the TABB Group. And mining data to gain greater insight to whats happening so it can give sales traders alerts about investment opportunities for their clients.
Analysts and researchers in the front office are being replaced by AI that can monitor vast arrays of data sources in real time, detect signals and put together analyst reports, Donner noted. The startup Kensho, in which Goldman Sachs has invested, is one example. A smaller startup called Agolo is another.
Emptying middle and back offices
Many jobs have been lost in middle and back offices, because those areas tend to be loaded with processes that are connected by human manual intervention, said Axel Pierron, managing director at Opimas.
What AI brings there is the ability to do handwriting recognition and image recognition, as well as robotic process automation, he said. Were already seeing the huge efficiency gains that AI can provide to the industry.
AI is also making a dent in compliance staff.
Compliance went on a huge hiring spree over the past several years in response to global regulatory mandates and regional enforcement actions, Weiss said. Artificial intelligence tech is being deployed to get a better holistic view as well as finally reduce false-positives in ways that more bodies failed to. So that is the next area for attrition and reduced staffing needs.
IBM has fed the contents of the Dodd-Frank Act into its "Jeopardy!"-winning AI machine, Watson. It bought regulatory compliance firm Promontory and wants Watson to imbibe the firms experts knowledge. The startup Quarule is also working on AI for financial compliance.
Asset management firms first
Employees at asset management firms are especially vulnerable, Pierron said.
You have a combined effect of the trend toward exchange-traded funds and self-investment, so it becomes harder to justify the management fee. There is already that tendency toward automating and robo-trading, he said. AI will complement that.
The success of robo-advisers like Wealthfront and Betterment, of course, has been one driver of this change.
But the change is also coming from within, Pierron said.
If you look at hedge fund ROI over the past 10 years, most of the industry has been below the S&P 500, which means there is already a high level of questioning around the added value provided by a human doing a trade themselves, using their gut feeling, he said. Here we already have the right mindset to implement AI and its already being implemented.
The hedge-fund manager Steve Cohen, whose SAC Capital pleaded guilty to insider trading in December, is said to be hoping to replace people with AI machines at his new firm, Point72 Asset Management.
According to Bloomberg, the firm, which manages Cohens personal fortune of $11 billion, is parsing data from its portfolio managers and testing models that mimic their trades.
AI is also being used to watch human traders for signs of rogue behavior. Nasdaq has been doing this for some time on its exchanges. Firms are starting to deploy the technology to monitor market data, trader activity and trader communications simultaneously.
Its collecting data about the traders within your organization to create a profile of them, and if the trader breaks the profile of typical activity, thats identified and flagged for greater analysis, Roche said.
Where will the displaced find new jobs?
Where will all the laid off (or unhired) Wall Streeters go?
Thats a really good question, Roche said. My son is going to be 18 in a month and hes going off to college in autumn. Im really thankful hes going to study for a double major in IT management and supply-chain management.
The shift away from entry-level jobs is happening everywhere, including in malls and fast-food restaurants, Roche noted.
CaliBurger just deployed Flippy the robot, which cooks burgers, he said. Where are those jobs going to go? Its a much broader societal question.
Pierron pointed out that there will be a transition period these jobs will not evaporate in one day.
Thats a much broader discussion around the impact of AI in the industry, not just in capital markets but in our economy we will have to think about what will be that next job creation, he said. With any natural evolution, you have the competencies that are becoming less relevant and you have core competencies and complementing competencies around AI.
Where new jobs will be generated
Vendors that offer robotic process automation and machine and deep learning software will be able to add AI-related jobs, as will the value-added resellers and consulting firms that implement and maintain the technology.
Within Wall Street firms, three categories of new skill sets will become more important, according to Donner: software engineering, data science, and a hybrid of business and digital skills.
This last category is someone whos reporting into the business and knows about the business but also wears a digital hat and knows what it takes to make their business increasingly digital, Donner said. That kind of skill set is going to be more and more predominant in the coming year.
He also sees jobs moving out of primary financial hubs like New York and into financial tech centers near tech schools.
Goldman has a big tech center in Salt Lake City, JPMorgan has one in Houston and other places, Deutsche is in North Carolina, he noted. This shift is happening now and it will continue to happen over the next 10 years.
From the Hathaway Effect to a flash crash
One danger of AIs takeover of Wall Street is the chance that machine learning engines could misinterpret signals and make disastrous trades off them.
Such lapses already occur. Theres the so-called Hathaway Effect, in which the price of Berkshire Hathaway stock tends to bump up by 2% or so around the same time that Anne Hathaway is in the news, for instance when it was announced she was going to co-host the Academy Awards.
Its believed to be because of the number of AI programs finding signals, seeing the word Hathaway and making incorrect deductions and trading decisions, Donner said. Hopefully theyll get smarter and the Hathaway Effect will go away.
Worries about what AI will do under different conditions has held some firms back from using it, Roche noted. So validating the machine thinking by running test and validation scenarios and putting restrictions and stops in place will be critical.
A broader danger is that misinterpreted signals could bring a whole market down. Firms reliance on artificial intelligence systems without human oversight could lead to multiple simultaneous identical reactions to adverse geopolitical or market conditions and greatly amplify them think deeper, tech-induced flash crashes.
The Street will have to give careful thought to where it keeps some humans to watch the robots.
Editor at Large Penny Crosman welcomes feedback at penny.crosman@sourcemedia.com.
Penny Crosman is Editor at Large at American Banker.
Read more:
All the ways AI will slash Wall Street jobs - American Banker
- AI File Extension - Open . AI Files - FileInfo [Last Updated On: June 14th, 2016] [Originally Added On: June 14th, 2016]
- Ai | Define Ai at Dictionary.com [Last Updated On: June 16th, 2016] [Originally Added On: June 16th, 2016]
- ai - Wiktionary [Last Updated On: June 22nd, 2016] [Originally Added On: June 22nd, 2016]
- Adobe Illustrator Artwork - Wikipedia, the free encyclopedia [Last Updated On: June 25th, 2016] [Originally Added On: June 25th, 2016]
- AI File - What is it and how do I open it? [Last Updated On: June 29th, 2016] [Originally Added On: June 29th, 2016]
- Ai - Definition and Meaning, Bible Dictionary [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- ai - Dizionario italiano-inglese WordReference [Last Updated On: July 25th, 2016] [Originally Added On: July 25th, 2016]
- Bible Map: Ai [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai dictionary definition | ai defined - YourDictionary [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Ai (poet) - Wikipedia, the free encyclopedia [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- AI file extension - Open, view and convert .ai files [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- History of artificial intelligence - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- Artificial intelligence (video games) - Wikipedia, the free ... [Last Updated On: August 30th, 2016] [Originally Added On: August 30th, 2016]
- North Carolina Chapter of the Appraisal Institute [Last Updated On: September 8th, 2016] [Originally Added On: September 8th, 2016]
- Ai Weiwei - Wikipedia, the free encyclopedia [Last Updated On: September 11th, 2016] [Originally Added On: September 11th, 2016]
- Adobe Illustrator Artwork - Wikipedia [Last Updated On: November 17th, 2016] [Originally Added On: November 17th, 2016]
- 5 everyday products and services ripe for AI domination - VentureBeat [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Realdoll builds artificially intelligent sex robots with programmable personalities - Fox News [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- ZeroStack Launches AI Suite for Self-Driving Clouds - Yahoo Finance [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI and the Ghost in the Machine - Hackaday [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Why Google, Ideo, And IBM Are Betting On AI To Make Us Better Storytellers - Fast Company [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Roses are red, violets are blue. Thanks to this AI, someone'll fuck you. - The Next Web [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Wearable AI Detects Tone Of Conversation To Make It Navigable (And Nicer) For All - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Who Leads On AI: The CIO Or The CDO? - Forbes [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- AI For Matching Images With Spoken Word Gets A Boost From MIT - Fast Company [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Teach undergrads ethics to ensure future AI is safe compsci boffins - The Register [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- AI is here to save your career, not destroy it - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- A Heroic AI Will Let You Spy on Your Lawmakers' Every Word - WIRED [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- With a $16M Series A, Chorus.ai listens to your sales calls to help your team close deals - TechCrunch [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Microsoft AI's next leap forward: Helping you play video games - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Samsung Galaxy S8's Bixby AI could beat Google Assistant on this front - CNET [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- 3 common jobs AI will augment or displace - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Stephen Hawking and Elon Musk endorse new AI code - Irish Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- SumUp co-founders are back with bookkeeping AI startup Zeitgold - TechCrunch [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Five Trends Business-Oriented AI Will Inspire - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI Systems Are Learning to Communicate With Humans - Futurism [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Pinterest uses AI and your camera to recommend pins - Engadget [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Chinese Firms Racing to the Front of the AI Revolution - TOP500 News [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Real life CSI: Google's new AI system unscrambles pixelated faces - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- AI could transform the way governments deliver public services - The Guardian [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Amazon Is Humiliating Google & Apple In The AI Wars - Forbes [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- What's Still Missing From The AI Revolution - Co.Design (blog) [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Legaltech 2017: Announcements, AI, And The Future Of Law - Above the Law [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Can AI make Facebook more inclusive? - Christian Science Monitor [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- How a poker-playing AI could help prevent your next bout of the flu - ExtremeTech [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Dynatrace Drives Digital Innovation With AI Virtual Assistant - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- AI and the end of truth - VentureBeat [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Taser bought two computer vision AI companies - Engadget [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Google's DeepMind pits AI against AI to see if they fight or cooperate - The Verge [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- The Coming AI Wars - Huffington Post [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Is President Trump a model for AI? - CIO [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Who will have the AI edge? - Bulletin of the Atomic Scientists [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- How an AI took down four world-class poker pros - Engadget [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- We Need a Plan for When AI Becomes Smarter Than Us - Futurism [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- See how old Amazon's AI thinks you are - The Verge [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford to invest $1 billion in autonomous vehicle tech firm Argo AI - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Zero One: Are You Ready for AI? - MSPmentor [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford bets $1B on Argo AI: Why Silicon Valley and Detroit are teaming up - Christian Science Monitor [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google Test Of AI's Killer Instinct Shows We Should Be Very Careful - Gizmodo [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Google's New AI Has Learned to Become "Highly Aggressive" in Stressful Situations - ScienceAlert [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- An artificially intelligent pathologist bags India's biggest funding in healthcare AI - Tech in Asia [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford pledges $1bn for AI start-up - BBC News [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Dyson opens new Singapore tech center with focus on R&D in AI and software - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How to Keep Your AI From Turning Into a Racist Monster - WIRED [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How Chinese Internet Giant Baidu Uses AI And Machine Learning - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Humans engage AI in translation competition - The Stack [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Watch Drive.ai's self-driving car handle California city streets on a ... - TechCrunch [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Cryptographers Dismiss AI, Quantum Computing Threats - Threatpost [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Is AI making credit scores better, or more confusing? - American Banker [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI and Robotics Trends: Experts Predict - Datamation [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- IoT And AI: Improving Customer Satisfaction - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI's Factions Get Feisty. But Really, They're All on the Same Team - WIRED [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Elon Musk: Humans must become cyborgs to avoid AI domination - The Independent [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Facebook Push Into Video Allows Time To Catch Up On AI Applications - Investor's Business Daily [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Defining AI, Machine Learning, and Deep Learning - insideHPC [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI Predicts Autism From Infant Brain Scans - IEEE Spectrum [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- The Rise of AI Makes Emotional Intelligence More Important - Harvard Business Review [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's AI Learns Betrayal and "Aggressive" Actions Pay Off - Big Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- AI faces hype, skepticism at RSA cybersecurity show - PCWorld [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- New AI Can Write and Rewrite Its Own Code to Increase Its Intelligence - Futurism [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]