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GENERALIZED MULTI-ASSET MODEL (GMAM)

iCapital’s proprietary research framework for alternative investment analysis and the research behind Architect

Developed to provide deeper insight into the economic behavior of alternative investments, GMAM helps wealth managers look beyond reported returns and gain additional context around risk, diversification, and portfolio interactions. The methodology was recently published in The Journal of Alternative Investments.1

Forrester-Teaser

The Research Behind Architect

Architect, iCapital’s portfolio construction and analytics tool, incorporates GMAM to support a more complete view of alternative investments.

Together, Architect and GMAM supports:

  • Evaluating alternatives within a broader portfolio
  • Understanding underlying risk and diversification characteristics
  • Estimating how a fund may have behaved across different market environments prior to its inception
  • Informing portfolio construction and allocation discussions

A Differentiated Approach to Alternatives Analysis

GMAM helps separate the economic characteristics of an investment from the reporting mechanics often associated with alternative assets. This provides an additional analytical lens for understanding investment behavior and how alternatives may affect portfolios over time.

GMAM-graph

For illustrative purposes only

Bring More Context to Alternative Investment Analysis

Discover how Architect brings GMAM research into advisor-facing portfolio construction and analytics technology.

Read the Article      Request an Introductory Call

1. Arnav Sheth, Zheng Wang, Weidong Jin, Clinton Tepper, and Aniket Inamdar, “GMAM (Generalized Multi-Asset Model): Standardizing Alternative Investments Returns Estimation,” The Journal of Alternative Investments 29, no. 1 (Summer 2026): 110-140.

IMPORTANT INFORMATION

iCapital Architect (“Architect”) is intended to provide certain analytics and comparative charts as a tool for financial professionals to evaluate securities and sample portfolios.

Architect is for institutional use only and is provided for informational purposes only and are not a recommendation or an offer or solicitation to buy or sell any security, financial product or instrument, or otherwise to participate in any particular trading strategy. Certain elements of Architect depend on user input and may vary by user. iCapital does not accept any liability for losses arising from the use of Architect. You should review the disclosures and methodologies available on iCapital Architect including the terms of use and privacy policy.

For illustrative purposes only and functionality subject to change. Any analysis or information provided by Architect is intended for illustrative purposes only and should not be relied upon as a forecast, prediction, projection, guarantee, research, recommendation or advice of any kind, including investment, tax, accounting, or legal advice. Nothing made available by Architect is intended to meet the investment objectives or needs of specific clients. Any decision based upon Architect output and information are the sole responsibility of the user. Users have the sole responsibility for considering whether an investment is suitable for, or in the best interests of, a client.

The information and analysis made available by Architect are hypothetical and summary in nature. In reviewing performance labeled as “proxy performance,” please keep in mind that proxy performance consists of the performance of proxy instruments that are intended to be representative of the actual investment being analyzed. Proxy performance is not actual, historical performance of the investment for which it is being used as a proxy. The performance of a proxy may be substantially different from that of the investment for which it is being used as a proxy. Proxy performance is provided net of certain fees and expenses, but does not reflect all of the fees and expenses that would be incurred by an actual investment. More information about how performance is calculated, including proxy performance is available on iCapital Architect.

All financial and market data utilized is subject to change at any time without notice, and therefore results presented by Architect may vary with each use and over time. Financial and market data utilized by Architect is provided by third-party vendors, and iCapital and cannot guarantee or independently verify the accuracy or the timeliness of such data or the accuracy of the data. Further, unless otherwise indicated, historical performance utilized or displayed for the purposes of analysis does not account for factors that would impact actual investments, such as the reinvestment of dividends or the deduction of expenses and fees that would be incurred in the management or trading of securities or other assets, including, but not limited to, account fees, custody, trading, brokerage, account-level advisory or management fees or commissions, or fees or expenses of the underlying securities or other assets, as applicable – all of which would reduce performance returns of actual investments. Analysis of co-variance is estimated only and actual co-variance may differ. Estimated co-variance is as of the dates indicated, and it is unknown if such estimated co-variance relationships or market events will reoccur.

Nothing made available by Architect should be construed as a solicitation, offer, endorsement or recommendation to acquire or dispose of any investment, or engage in any other transaction or investment strategy, and the information made available by Architect does not constitute investment advice or advertising. iCapital Markets LLC (“iCapital”) does not render or offer to render personal investment advice or financial planning advice through Architect. iCapital’s specific advice is given only within the context of written contractual agreements with each iCapital client. In considering any data contained herein, the recipient should bear in mind that past, projected, targeted, or hypothetical performance is not indicative of future results, and there can be no assurance of achieving comparable results or that targets will be met or that substantial or complete losses will be avoided in respect of actual investments.

Before investing in any investment described on Architect, investors should review the prospectus or other offering documents for that investment, which contain important information, including the product’s investment objectives or goals, its strategies for achieving those goals, the principal risks of investing in the product, the product’s fees and expenses, the name and experience of the investment manager (if applicable) and past performance of the product (if applicable). The universe of investments available for analysis on Architect does not reflect the entire universe of investment products that are available or that could be used in the portfolio. Other products and investments may be more suitable for a client and may provide the same or greater returns with less risk.

ARCHITECT HAS NOT BEEN REVIEWED OR APPROVED BY, AND IS NOT ADOPTED, SPONSORED OR ENDORSED BY, THE SPONSOR OR ISSUER OF ANY FINANCIAL INSTRUMENT THAT IS MADE AVAILABLE EITHER ON THE ICAPITAL PLATFORM OR ICAPITAL STRUCTURED INVESTMENTS AND ANNUITIES PLATFORM. STRUCTURED INVESTMENTS AND ALT FUNDS (INCLUDING FUNDS THAT ARE EXEMPT FROM REGISTRATION) ARE CONSIDERED COMPLEX PRODUCTS, INVOLVE RISK AND ARE ONLY SUITABLE FOR HIGHLY SOPHISTICATED INVESTORS WHO ARE WILLING AND PREPARED TO BEAR THE ASSOCIATED RISK, INCLUDING THE RISK OF TOTAL LOSS OF THEIR INVESTMENTS.

Securities products and services are offered through iCapital Markets LLC. iCapital Markets LLC is a registered broker dealer, member of FINRA and SIPC and affiliated with iCapital Advisors, LLC, Institutional Capital Network, Inc., and iCapital, Inc. iCapital Advisors, LLC is registered with the SEC as an investment adviser and acts as an investment adviser to certain Alt Funds on the iCapital Platform. iCapital Markets LLC earns revenue based on the volume of transactions generated on the iCapital Platform and would benefit by an increase in sales. iCapital and iCapital Network are registered trademarks of Institutional Capital Network, Inc. Please visit icapital.com for complete disclosures, including terms of use and privacy policy.

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