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Investment Process
Dr Drago Indjic
Oxquant
Warwick Business School
21 November 2019
Quick Survey
• Q1. What is ETF?
• Q2. Anyone trading/investing DIY?
– Q1b. Any ETF owners?
• Q2. Try estimating your net wealth path
• Accumulation - (aspirational) expected pension pot
• Q/As
– Please write down your questions as we go
– or just @dindjic
Personal Profile
• Dipl Ing (Belgrade, SFRY), PhD (Imperial)
• Quantitative finance (1993-)
– Institutional asset management: hedge funds
– Alternative Beta, London Business School
– Finance industry change of sea post-2008
• Fintech (2015-)
– Retail digital investment agent(s); ETFs
– Suitability, risk attitudes, goals, life-events, (CX/IX)
Quantitative Contents
• Fund products and fund industry
• Small retail investors
• Delegated investment management
• B2B -> D2C
• Exchange Traded Products
• Robo-advisory
• Research topics: MBA, MSc, PhD
Past Seminars
• High frequency trading, Warwick (2007); 2019/20 teaching: Hedge Funds, (LBS,
2003-date), Fintech (QMUL) and Principles of Investment Management (Regents)
• https://www.slideshare.net/dindjic
QMUL Fintech (2019/20)
• .
Last Professional 5 Years
• https://www.richfox.com/
ETFs and
Funds and Fund ManCo
• Fund
• Off-shore Ltd (authorised by e.g. Guernsey, Cayman)
manages off-shore fund: corporate “substance” and
fund governance (NEDs)
• Manager
• On-shore, taxed (FCA authorised) LLP with private
agreements (staff, service contracts, quant strategy)
• Manager(s) ↔ Founders-owners; micro-enterprise
• Distribution limits: governmental policies
• HNW or “professional” or not; “controlled substance”
Fund Industry
• Demand (of yield)
• Retail vs institutional asset management
• Delegated2 at (?) price; no QC/warranty/money back
• Intermediaries
• Choosing between 100k+ products in various universes
• IFAs; cost of customer acquisition; “bargain” hunt
• Supply (of funds)
• Investment sale or service; margin pressures
• Over-capacity – new launches as well as graveyards
Fund Marketing
• Mutual, hedge and ETF fund universes
• Awards, rankings, off/on-shore; “investment policy” …
Delegated Management
• Fund Industry
• EFAMA: EUR 10tn UCITS + 6tn AIF
• Labour, inputs, brands …
• Demand: intermediated
– Fund platforms, consultants, selectors etc
• Principal/Agent Problem
• Contract design: incentives - commissions; mis-selling
• FCA RDR (2014) and FAMR regulatory sea change
– https://www.fca.org.uk/news/press-releases/fca-begins-
review-financial-advice-market
Fund Distribution
• .
Retail Customers
• Not professional/qualified - inclusive
– fiduciary; client money, depositary …
• Not wealth management
– Not self-directed trading
– Zero accumulation: portfolio funding problem
– Glide path; “terminal” wealth; path dependency
• Massive customisation: goal/liability driven
– Client suitability; risk profiling; goal horizon
– Preferences: path, utility, subjective probabilities
Beta vs Alpha
Fund Vendors Racing to Bottom
• Performance/Flow ≠ Cost/Flow relationship
• Fund families margins and break-even AUM
• Funds: <0.1% pa; product all inclusive <0.5%
• Negative fees during initial launch phase
Focus
• Advisory gap & suitability
– Product or service - massive customisation
– Inclusive: small initial amounts and contributions
– Inclusiveness; default solution
• Competition + better outcome
• Customer protection: literacy; risk profile; goals
feasibility (affordability)
• Cross-European?
Personal Investment Solutions
• Demand shift: investment apps, massive
• “Digital, customer-centricity, shift in end customer base
combine to radically alter the fund management”
• Product “quality” and value for money
• Risk profiling
• Complementing total past investment experience
• Portfolio engine racing
• Calibrated to risk profile; p(target)
• Choice of portfolio components; opex inc trading costs
• How many components (over time)?
Why ETFs?
• It does exactly what it says on the tin
– Pre-packaged underlying(s)
– Easy to trade
• http://www.londonstockexchange.com/global/portfolio
/portfolio-and-trading-simulator.htm
• Efficiency: fierce competition
– Tracking licensed index – or self-indexed
– Micro-structure: market makers/HFT
– Distribution: moare AUM
ETF/ETP Border Force
• A fund company, free(er) distribution
• UCITS “Boilerplate”: read the label/leaflet/accounts;
• Usually operating under Luxemburg or Irish flag/law
• “Passive”, plain vanilla index funds
• Fixed objective and risk parameters
• Pure investment strategy:, data-driven
• An index maintenance and/or weighting scheme
• Transparent, systematic; thus predictable risk
• Lowest cost Beta, small unit cost, (good) liquidity
Non-standard ETFs
• Inverse and leveraged
• Fixed income
• Note: NIRP “floor” index criteria (FTSE); Convertibles
• Commodities
• Smart Beta
• factor portfolios and alternative weighted indexes
• Alternative investment strategies
• Volatility; Alterative Beta
Smart Beta
• Early 2000s
• “Undiscovered Beta”
• Alternative to CAPM
• Indexes: non-capitalization weighted, better diversified
• Factor: novel Beta risk premia
Reverse Viewpoint
– Index products may replicate reverse index
Alt Beta
• e.g. CTA: (select) fund (Winton, Palomar), an
index fund or alternative/smart Beta?
– Capacity? Fees? Bargaining power?
Fintech Customer Journey
• Source: OneSpan
Robo Advisor Design
• Platform
• Robo-as-a-Service
• Universe: ETF/active funds, single stocks …
• Risk profiling
• Risk mapping
• Portfolio engine
• Construction and rebalancing
• Order management system
Implementation
• Suitability
• Risk rated product: profiling
• Implementation: bootstrap by €/£20 pm
• Personal advice vs guidance (segmentation)
• Product quality: independence/conflicts of interests
• Financial planning goals over stream of life events
• Deliver investment experience (engagement, fun)
Robo Investing Styles
• Portfolio construction
– (Human) forecasting or systematic: momentum vs
equilibrium pricing; glide path
• Robo risk benchmarking
– Turnover; risk profile consistency
• Case study [2 min]
– https://www.youtube.com/watch?v=j8YliLcJc4g
Downside Risk
• Hedged, active, risk-controlled strategies
outperform: smaller losses, lower variance
• Long-only, buy & hold strategies are riskier
• Maker: market neutral, contrarian, income …
Pricing Investment Skill
• Extremes of price discovery: ETF ↔ private funds
MBA (Excel) Projects
• Literacy, coaching, financial well-being
• Self-driving or not. Destination.
• Market research and marketing
• Price/Flow/Performance; price wars in fund families;
• client “localisation”; Tax allowance and losses
harvesting
• Product price points
• Costing: fund financial accounts; graveyards
• Does “Smart Beta” or “ESG” commands a premium?
MSc (Phyton/R) Projects
• Risk profiling & portfolio segmentation
• Order management and cash drag
• Fractional share trading benefits
• De-accumulation: (diversified) income
• Risk attribution
• Engagement
• Crowdtrading: Huddlestock, SharingAlpha
PhD Research
• Portfolio rebalancing
• Exotic and smart Betas
• Views ( ≠ Skills ); themes and values (Motif, ESG)
• Risk targeted; hedged; market neutral?
• Robo ensemble (swarm)
• 2nd robo service: the completion portfolios
• Investment contract
• pricing “Alpha” or wealth preservation: pay (act) only if
evidence for rare
References
• Antti Ilmanen (2011) Expected Returns, Wiley
• Richard, J-C and Roncalli, T (2015) Smart Beta:
Managing Diversification of Minimum Variance
Portfolios
– Roncalli (2013) Introduction to Risk Parity and Budgeting,
Chapman & Hall
– Cazalet, Z and Roncalli, T (2014) Facts and Fantasies About
Factor Investing
• Andrew Ang (2014) Asset Management, OUP
• Jurczenko, E and Teiletche, J (2015) Active Risk-Based
Investing
• Lasse Heje Pedersen (2015) Efficiently Inefficient, PUP

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D2C Investment Processes for 2020s

  • 1. Direct to Consumer Investment Process Dr Drago Indjic Oxquant Warwick Business School 21 November 2019
  • 2. Quick Survey • Q1. What is ETF? • Q2. Anyone trading/investing DIY? – Q1b. Any ETF owners? • Q2. Try estimating your net wealth path • Accumulation - (aspirational) expected pension pot • Q/As – Please write down your questions as we go – or just @dindjic
  • 3. Personal Profile • Dipl Ing (Belgrade, SFRY), PhD (Imperial) • Quantitative finance (1993-) – Institutional asset management: hedge funds – Alternative Beta, London Business School – Finance industry change of sea post-2008 • Fintech (2015-) – Retail digital investment agent(s); ETFs – Suitability, risk attitudes, goals, life-events, (CX/IX)
  • 4. Quantitative Contents • Fund products and fund industry • Small retail investors • Delegated investment management • B2B -> D2C • Exchange Traded Products • Robo-advisory • Research topics: MBA, MSc, PhD
  • 5. Past Seminars • High frequency trading, Warwick (2007); 2019/20 teaching: Hedge Funds, (LBS, 2003-date), Fintech (QMUL) and Principles of Investment Management (Regents) • https://www.slideshare.net/dindjic
  • 7. Last Professional 5 Years • https://www.richfox.com/ ETFs and
  • 8. Funds and Fund ManCo • Fund • Off-shore Ltd (authorised by e.g. Guernsey, Cayman) manages off-shore fund: corporate “substance” and fund governance (NEDs) • Manager • On-shore, taxed (FCA authorised) LLP with private agreements (staff, service contracts, quant strategy) • Manager(s) ↔ Founders-owners; micro-enterprise • Distribution limits: governmental policies • HNW or “professional” or not; “controlled substance”
  • 9. Fund Industry • Demand (of yield) • Retail vs institutional asset management • Delegated2 at (?) price; no QC/warranty/money back • Intermediaries • Choosing between 100k+ products in various universes • IFAs; cost of customer acquisition; “bargain” hunt • Supply (of funds) • Investment sale or service; margin pressures • Over-capacity – new launches as well as graveyards
  • 10. Fund Marketing • Mutual, hedge and ETF fund universes • Awards, rankings, off/on-shore; “investment policy” …
  • 11. Delegated Management • Fund Industry • EFAMA: EUR 10tn UCITS + 6tn AIF • Labour, inputs, brands … • Demand: intermediated – Fund platforms, consultants, selectors etc • Principal/Agent Problem • Contract design: incentives - commissions; mis-selling • FCA RDR (2014) and FAMR regulatory sea change – https://www.fca.org.uk/news/press-releases/fca-begins- review-financial-advice-market
  • 13. Retail Customers • Not professional/qualified - inclusive – fiduciary; client money, depositary … • Not wealth management – Not self-directed trading – Zero accumulation: portfolio funding problem – Glide path; “terminal” wealth; path dependency • Massive customisation: goal/liability driven – Client suitability; risk profiling; goal horizon – Preferences: path, utility, subjective probabilities
  • 15. Fund Vendors Racing to Bottom • Performance/Flow ≠ Cost/Flow relationship • Fund families margins and break-even AUM • Funds: <0.1% pa; product all inclusive <0.5% • Negative fees during initial launch phase
  • 16. Focus • Advisory gap & suitability – Product or service - massive customisation – Inclusive: small initial amounts and contributions – Inclusiveness; default solution • Competition + better outcome • Customer protection: literacy; risk profile; goals feasibility (affordability) • Cross-European?
  • 17. Personal Investment Solutions • Demand shift: investment apps, massive • “Digital, customer-centricity, shift in end customer base combine to radically alter the fund management” • Product “quality” and value for money • Risk profiling • Complementing total past investment experience • Portfolio engine racing • Calibrated to risk profile; p(target) • Choice of portfolio components; opex inc trading costs • How many components (over time)?
  • 18. Why ETFs? • It does exactly what it says on the tin – Pre-packaged underlying(s) – Easy to trade • http://www.londonstockexchange.com/global/portfolio /portfolio-and-trading-simulator.htm • Efficiency: fierce competition – Tracking licensed index – or self-indexed – Micro-structure: market makers/HFT – Distribution: moare AUM
  • 19. ETF/ETP Border Force • A fund company, free(er) distribution • UCITS “Boilerplate”: read the label/leaflet/accounts; • Usually operating under Luxemburg or Irish flag/law • “Passive”, plain vanilla index funds • Fixed objective and risk parameters • Pure investment strategy:, data-driven • An index maintenance and/or weighting scheme • Transparent, systematic; thus predictable risk • Lowest cost Beta, small unit cost, (good) liquidity
  • 20. Non-standard ETFs • Inverse and leveraged • Fixed income • Note: NIRP “floor” index criteria (FTSE); Convertibles • Commodities • Smart Beta • factor portfolios and alternative weighted indexes • Alternative investment strategies • Volatility; Alterative Beta
  • 21. Smart Beta • Early 2000s • “Undiscovered Beta” • Alternative to CAPM • Indexes: non-capitalization weighted, better diversified • Factor: novel Beta risk premia
  • 22. Reverse Viewpoint – Index products may replicate reverse index
  • 23. Alt Beta • e.g. CTA: (select) fund (Winton, Palomar), an index fund or alternative/smart Beta? – Capacity? Fees? Bargaining power?
  • 25. Robo Advisor Design • Platform • Robo-as-a-Service • Universe: ETF/active funds, single stocks … • Risk profiling • Risk mapping • Portfolio engine • Construction and rebalancing • Order management system
  • 26. Implementation • Suitability • Risk rated product: profiling • Implementation: bootstrap by €/ÂŁ20 pm • Personal advice vs guidance (segmentation) • Product quality: independence/conflicts of interests • Financial planning goals over stream of life events • Deliver investment experience (engagement, fun)
  • 27. Robo Investing Styles • Portfolio construction – (Human) forecasting or systematic: momentum vs equilibrium pricing; glide path • Robo risk benchmarking – Turnover; risk profile consistency • Case study [2 min] – https://www.youtube.com/watch?v=j8YliLcJc4g
  • 28. Downside Risk • Hedged, active, risk-controlled strategies outperform: smaller losses, lower variance • Long-only, buy & hold strategies are riskier • Maker: market neutral, contrarian, income …
  • 29. Pricing Investment Skill • Extremes of price discovery: ETF ↔ private funds
  • 30. MBA (Excel) Projects • Literacy, coaching, financial well-being • Self-driving or not. Destination. • Market research and marketing • Price/Flow/Performance; price wars in fund families; • client “localisation”; Tax allowance and losses harvesting • Product price points • Costing: fund financial accounts; graveyards • Does “Smart Beta” or “ESG” commands a premium?
  • 31. MSc (Phyton/R) Projects • Risk profiling & portfolio segmentation • Order management and cash drag • Fractional share trading benefits • De-accumulation: (diversified) income • Risk attribution • Engagement • Crowdtrading: Huddlestock, SharingAlpha
  • 32. PhD Research • Portfolio rebalancing • Exotic and smart Betas • Views ( ≠ Skills ); themes and values (Motif, ESG) • Risk targeted; hedged; market neutral? • Robo ensemble (swarm) • 2nd robo service: the completion portfolios • Investment contract • pricing “Alpha” or wealth preservation: pay (act) only if evidence for rare
  • 33. References • Antti Ilmanen (2011) Expected Returns, Wiley • Richard, J-C and Roncalli, T (2015) Smart Beta: Managing Diversification of Minimum Variance Portfolios – Roncalli (2013) Introduction to Risk Parity and Budgeting, Chapman & Hall – Cazalet, Z and Roncalli, T (2014) Facts and Fantasies About Factor Investing • Andrew Ang (2014) Asset Management, OUP • Jurczenko, E and Teiletche, J (2015) Active Risk-Based Investing • Lasse Heje Pedersen (2015) Efficiently Inefficient, PUP