[PDF] Robo-Advisors: Investing Through Machines | Semantic Scholar (2024)

33 Citations

Robo-Advisors - Market Impact and Fiduciary Duty of Care to Retail Investors
    Demo Clarke

    Business, Law

  • 2020

Robo-advisor is a product of the current wave of digitalization. This phenomenon is referred to as the 4th industrial revolution based on the implementation of artificial intelligence and robotics.

  • 7
Augmenting Investment Decisions with Robo-Advice
    Milo BianchiM. Brière

    Economics, Business

    SSRN Electronic Journal

  • 2020

We study the effects of robo-advising on investors' attention, trading, and performance on a large set of Employees Saving Plans covering a representative sample of French employees. We find that

  • 6
  • PDF
Personalized Robo-Advising: Enhancing Investment through Client Interactions
    A. CapponiSveinn ÓlafssonT. Zariphopoulou

    Business, Computer Science

    Manag. Sci.

  • 2022

A novel framework in which a robo-advisor interacts with a client to solve an adaptive mean-variance portfolio optimization problem is introduced and it is argued that the optimal portfolio’s Sharpe ratio and return distribution improve if the robos counters the clients’ tendency to reduce market exposure during economic contractions when the market risk-return tradeoff is more favorable.

Robo-Advising: Less AI and More XAI?
    Milo BianchiM. Brière

    Computer Science, Business

    SSRN Electronic Journal

  • 2021

How robo-advice could potentially address some fundamental problems in investors’ decision making as well as in traditional financial advice and how new forms of AI applied to financial services would benefit from importing insights from economics and psychology to design effective human/robot interaction.

  • 7
THE EFFECTS OF ROBO-ADVISERS ON STOCK MARKET PARTICIPATION AND HOUSEHOLD INVESTMENT BEHAVIOR
    Vincent Skiera

    Economics, Business

  • 2021

Digitalization and artificial intelligence significantly increased the availability of many financial services beyond the few high-net-worth individuals and made them available to many investors. One

  • PDF
Robo-advisors as part of industry 4.0 in financial markets: Evolutionary development, methods, and first performance insights
    Thomas HoltfortA. HorschJ. Schwarz

    Business, Computer Science

    Risk Governance and Control: Financial Markets…

  • 2022

Analysis of the development of robo-advisory on a global scale from an evolutionary point of view, focusing on the variety of methods applied by the advisors and the factors influencing their performance between 2018 and 2021 by regression analysis, shows that modern portfolio theory remains the primary framework used by roba-advisors.

  • PDF
Robo-Advising for Small Investors: Evidence from Employee Savings Plans Robo-Advising for Small Investors: Evidence from Employee Savings Plans*
    Milo Bianchi

    Economics, Business

  • 2021

Milo BIANCHI Toulouse School of Economics, TSM, and IUF, University of Toulouse Capitole [email protected] Marie BRIÈRE Amundi Research Paris Dauphine University, Université Libre de Bruxelles

  • PDF
Overconfidence and the adoption of robo-advice: why overconfident investors drive the expansion of automated financial advice
    D. Piehlmaier

    Economics, Business

    Financial Innovation

  • 2022

The study proposes a theoretical framework that combines the divergence of opinion hypothesis with consumer behavior insights and information technology diffusion research and results show that in a pre-chasm market, overconfident investors have a significantly higher propensity of adopting robo-advice.

  • 9
  • Highly Influenced
  • PDF
An Exploration into the Posture of Robo-Advisor Globally
    İsmail Canöz

    Business, Economics

  • 2021

The results indicate that the number of robo-advisor users, assets under management amount, and the penetration rate increased even in 2020, as covered by the Covid-19 pandemic, and assets under Management amount per person decreased.

Digital Twin: Financial Technology’s Next Frontier of Robo-Advisor
    M F AnshariM. AlmunawarMasairol Masri

    Business, Computer Science

    Journal of Risk and Financial Management

  • 2022

The concept of digital twin (DT) as the next frontier of robo-advisor as a new wave of intelligent financial advisors in supporting the personalisation and customisation of financial technology (FinTech) services and management is assessed.

...

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23 References

Automated Advice: A Portfolio Management Perspective on Robo-Advisors
    A. VukovicL. Bjerknes

    Business, Economics

  • 2017

The predominant robo-advisor model is investigated, uncovering that however novel this solution might be, it also relies religiously on imperative contributions to modern portfolio theory that have been made in the past half a century.

  • 9
Robo-Advisors and Wealth Management
    K. PhoonFrancis Koh

    Business, Economics

  • 2017

The postulation that RAs have an edge over traditional wealth managers is examined, which is expected to respond by providing new and improved customized and integrated services at competitive fees.

  • 69
  • PDF
Robo-Advisors: A Closer Look
    Melanie L. Fein

    Business, Economics

  • 2015

Robo-advisors have been touted by the Department of Labor as a source of investment advice that can benefit retirement investors by minimizing costs and avoiding conflicts of interest. On the other

  • 73
Robo-advice – a true innovation in asset management

    Business, Economics

  • 2017

In the US, robo-advisor start-ups’ AuM saw an 8-fold increase in recent years on the back of some retirement savings shifting to robo-advisor accounts. European robo-advisors’ AuM is only some 5-6%

  • 33
The Promises and Pitfalls of Robo-Advising
    Francesco D’Ac*ntoN. PrabhalaAlberto G. Rossi

    Economics, Business

    The Review of Financial Studies

  • 2019

We study a robo-advising portfolio optimizer that constructs tailored strategies based on in- vestors’ holdings and preferences. Adopters are similar to non-adopters in terms of demographics, but

  • 220
  • PDF
Robo-Advisors

    Law

    Fintech Regulation in China

  • 2021

This study analyses if and to what extent the current EU legal framework provides effective investor protection for customers of robo-advisors. It puts emphasis on structural conflicts of interests,

  • 5
  • PDF
Advice Goes Virtual: How New Digital Investment Services are Changing the Wealth Management Landscape

    Business, Computer Science

  • 2015

The view is that the emergence of digital entrants into the wealth management space will indeed change the industry in several ways and ultimately benefit new and existing investors alike by providing better and more affordable products and services through an improved client experience.

  • 26
  • Highly Influential
  • PDF
Promises and Pitfalls
    Elisabeth Gerver

    Computer Science, Education

  • 1986

The possibilities offered by computer power for increasing the choices available to people and communities are overshadowed by the economically and socially divisive effects of computers where they are introduced into a competitive world.

  • 73
Portfolio Selection
    Harry M. Markowitz

    Computer Science, Economics

  • 1971

This book applies modern techniques of analysis and computation to find combinations of securities that best meet the needs of private or institutional investors.

  • 9,416
  • PDF
Digital financial services : challenges and opportunities for emerging market banks

    Business, Computer Science

  • 2017

The challenges and opportunities that financial technology innovations present for banks in emerging market economies are explored, and a viable digital alternative to traditional banks is offered.

  • 27
  • PDF

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    [PDF] Robo-Advisors: Investing Through Machines | Semantic Scholar (2024)

    FAQs

    What is one of the biggest downfalls of robo-advisors? ›

    Limited Flexibility

    Most robo-advisors won't be able to help you if you want to sell call options on an existing portfolio or buy individual stocks. There are sound investment strategies that go beyond an investing algorithm.

    Do robo-advisors use machine learning? ›

    Robo-advisors are virtual financial advice platforms that use AI and machine learning algorithms to automate and make the most of investment processes. The platform collects from investors essential information including financial goals, risk tolerance, and time horizon.

    What is the ROI of a robo-advisor? ›

    Robo-advisor performance is one way to understand the value of digital advice. Learn how fees, enhanced features, and investment options can also be key considerations. Five-year returns from most robo-advisors range from 2%–5% per year.

    What is a disadvantage of using a robo-advisor to manage your investments? ›

    The generic cons of Robo Advisors are that they don't offer many options for investor flexibility. They tend to not follow traditional advisory services, since there is a lack of human interaction.

    Which robo-advisor has the best returns? ›

    According to our research, Wealthfront is the best overall robo-advisor due to its vast customization options, fee-free stock investing, low-interest rate borrowing, dynamic tax-loss harvesting, and other key features.

    Can you lose money with robo-advisors? ›

    Yes. As with any form of investing, there's always a risk of losing money when using a robo-advisor.

    What is the next generation of robo-advisor? ›

    Now, the next generation of Robo Advisors will be revolutionary, not just evolutionary – AI-powered and autonomous. The next-generation Robo Advisor will be an automated solution to understand your profile, determine your asset allocation, construct a personalized portfolio, and rebalance it on on ongoing basis.

    What algorithms do robo-advisors use? ›

    Robo-Advisors use algorithms such as the Modern Portfolio Theory, which originally supported the conventional consultancy community, which used automated investment solutions based on algorithms to control portfolios.

    How risky are robo-advisors? ›

    2 Cybersecurity threats

    Another risk of using robo-advisors is that they may be vulnerable to cyberattacks that compromise your data and assets. Robo-advisors store and process large amounts of sensitive information, such as your identity, bank accounts, portfolio holdings, and transactions.

    Are robo-advisors good for retirees? ›

    A robo-advisor can help ease the burden of managing your portfolio as you transition to retirement—and help you figure out how to tap your assets in tax-smart ways.

    Do robo-advisors beat the market? ›

    Do robo-advisors outperform the S&P 500? Robo-advisors can outperform the S&P 500 or they can underperform it. It depends on the timing and what they have you invested in. Many robo-advisors will put a percentage of your portfolio in an index fund or a variety of funds intended to track the S&P 500.

    What is the average robo-advisor fee? ›

    Management fee: This fee typically costs 0.25 percent to 0.5 percent of your assets on an annual basis, though fees may be lower or higher. So every $10,000 invested would incur management fees of $25 to $50 each year based on those percentages.

    Why robo-advisors failed? ›

    Robo advisors fall short of qualified human advisors in several ways. Among most platforms, the main service offered is portfolio management, which is a small part of what a qualified human advisor does. Here are the additional roles that many qualified human advisors take on.

    Should I use a robo-advisor or do it myself? ›

    It ultimately comes down to your personal preferences, investment goals, and lifestyle. For example, the best robo-advisors offer specialized services like tax-loss harvesting, which may be important for some investors. Indeed, the choice between a robo-advisor and self-directed investing is personal.

    Is robo-advisor better than trading? ›

    Robo-advisors provide customized advice to help you optimize your investments, whereas self-directed brokerage accounts give you full control over your portfolio. People looking for low-cost professional advice or low-involvement investing success may benefit from the services of a robo-advisor.

    What is the problem with robo-advisors? ›

    Robo-advisors cannot understand or implement complex investing strategies or create customized financial plans. If you're getting started investing, it might be best to use the services of a financial advisor to help you understand strategies, terms, and ways to invest.

    What is a disadvantage of using a robo-adviser might be that? ›

    A disadvantage of using a robo-adviser might be that you are charged higher fees than if a human fund manager adjusted your portfolio. This is because robo-advisers typically have set fees, whereas human fund managers may have more flexibility in negotiating fees.

    What is the risk of robo-advisor? ›

    1 Algorithmic bias

    For example, robo-advisors may rely on historical data that does not reflect current or future market conditions, or they may use oversimplified or inaccurate models that do not capture the complexity and diversity of the financial world.

    What are the strengths and weaknesses of robo-advisors? ›

    Robo-adviserHuman financial adviser
    Less paperwork and no need for scheduling appointmentsMore flexible in crafting a plan specific to your needs versus a list of generic options
    Automatic rebalancing and tax-loss harvestingCosts may be higher
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