Artificial Intelligence in the Finance Industry

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Presentation transcript:

Artificial Intelligence in the Finance Industry http://fortune.com/2017/02/17/ai-artificial-intelligence-investment/ http://www.verdict.co.uk/say-hello-robo-bankers-ai-affecting-banking-finance/ http://www.investmentexecutive.com/-/canada-s-financial-services-sector-moving-fast-on-ai https://www.forbes.com/sites/falgunidesai/2016/06/30/the-age-of-artificial-intelligence-in-fintech/#16e4d1850281

Let’s define AI in the context of a task.. If a machine were to perform a task or process, would you consider the machine to possess intelligence? AI can involve machine learning, natural language processing & knowledge representation There are many applications of AI research in these areas Natural language processing Machine learning (machines “learn” when exposed to new data) Expert systems (software that can provide advice)

38% of companies already use AI in some capacity Head Data Scientist at Credit Suisse quit to start their own AI firm JP Morgan poached their Global Head of Machine Learning from Microsoft Bank of America poached Head of Labs from Deutsche Bank BNP Paribas hiring 75 people for AI unit RBC opened AI lab in Edmonton

Current Impact Industry Changes Success Stories Leading financial institutions have started hiring Chief AI Officers and investing in AI labs & incubators AI-powered banking bots are commonplace Intelligent personal investment products are available at scale Starting in 2019, CFA exam will have an AI section Estimated that companies will spend $12.5B on AI technology/software in 2017 Many companies are building custom in-house solutions JP Morgan Chase deployed AI for document processing (300k+ hours reduced to seconds) Hedge funds are using AI to detect acquisitions from humanly imperceptible market changes Top three credit agencies implemented AI for risk assessments Leading financial institutions: PwC, JP Morgan Chase Document processing: work that took lawyers/loan officers 360,000 hours now completed in seconds 2017 AI spend

What does this mean for our future esp in Finance?

Appendices

Potential for AI Growth Potential for Human Growth Finance Jobs & Functions Potential for AI Growth Potential for Human Growth Intercompany reconciliations Quarterly close & earnings reporting Financial analysis & reporting Accounting & auditing Investment advisors Trading Compliance & fraud detection Business strategy & planning Financial engineering Financial data science Financial operations & analytics Fintech Leading financial institutions: PwC, JP Morgan Chase Document processing: work that took lawyers/loan officers 360,000 hours now completed in seconds

Future Impact Bull-and-bear cycles that govern our economic theory & policy could become extinct Embracing AI could wipe out an entire generation of entry-level finance jobs (30% in 5 years) Intelligence Augmentation (IA) will be the new norm as we merge AI with human insight Leading financial institutions: PwC, JP Morgan Chase Document processing: work that took lawyers/loan officers 360,000 hours now completed in seconds

Risk, Reporting & Compliance Potential Benefits of End-to-End Automation From…. To…. Client Onboarding 175 handoffs, 20+ teams 10 steps, 2-3 teams One size fits all coverage Low-touch sales for e-only clients Sales 1000s of EUDAS, >15% admin time <5% admin time through flexible tool Trading High re-work rates, 260x cost for exceptions Zero exception tolerance, first-time right capture Trade Capture Siloed, cross-asset At-scale, integrated utility Clearing Operations Siloed, highly manual exception management Cross-bank automated utility Settlements/Recs High-touch, costly service teams for basic activities App-based, electronic self-servicing Servicing >T+3 RWA calculations Near-real time RWA calculations Trade Risk Management >10k manual adjustments Real-time P&L P&L Dozens of reporting tools; manual recs Single,integrated F2B reporting Reporting Risk, Reporting & Compliance Manual reporting, collateral calculations Single integrated reporting & calculation engine x-asset Cols/Vals http://news.efinancialcareers.com/ca-en/255435/the-mckinsey-co-guide-to-staying-employed-in-banking/ Sample-based monitoring & controls Alert-based controls & intelligent routing Control & Compliance Source: McKinsey Analysis

DISCUSSION

WHAT IS AI?

USE CASES FOR AI

DATA

RISKS

WHAT’S NEXT?

APPENDIX | Sources Natural language processing https://www.forbes.com/sites/mariyayao/2017/04/19/chatbots-go-cha-ching-the-impact-of-ai-in-finance/#3a63b5d820e3 Natural language processing Machine learning (machines “learn” when exposed to new data) Expert systems (software that can provide advice)