IBKR Quant Blog Highlights – June 2026

Disclosure: Interactive Brokers

The analysis in this material is provided for information only and is not and should not be construed as an offer to sell or the solicitation of an offer to buy any security. To the extent that this material discusses general market activity, industry or sector trends or other broad-based economic or political conditions, it should not be construed as research or investment advice. To the extent that it includes references to specific securities, commodities, currencies, or other instruments, those references do not constitute a recommendation by IBKR to buy, sell or hold such investments. This material does not and is not intended to take into account the particular financial conditions, investment objectives or requirements of individual customers. Before acting on this material, you should consider whether it is suitable for your particular circumstances and, as necessary, seek professional advice.

The views and opinions expressed herein are those of the author and do not necessarily reflect the views of Interactive Brokers, its affiliates, or its employees.

Disclosure: Futures Trading

Futures are not suitable for all investors. The amount you may lose may be greater than your initial investment. Before trading futures, please read the CFTC Risk Disclosure. A copy and additional information are available at ibkr.com.

Disclosure: Precious Metals Risk

Investments in certain commodities (precious metals) may be subject to significant price volatility and often involve risks related to market fluctuations, liquidity constraints, geopolitical events, and changes in global economic conditions that could adversely affect their value.

Disclosure: Options Trading

Options involve risk and are not suitable for all investors. For information on the uses and risks of options, you can obtain a copy of the Options Clearing Corporation risk disclosure document titled Characteristics and Risks of Standardized Options by going to the following link ibkr.com/occ. Multiple leg strategies, including spreads, will incur multiple transaction costs.

Disclosure: API Proof-of-Concept Disclosure

The third-party code discussed within this article is not investment or trading advice, and is for proof-of-concept, educational, and illustrative purposes only. IBKR makes no representations or warranty regarding its accuracy or completeness. Users are solely responsible for conducting their own independent testing and due diligence before applying any code or concepts in a live or production environment

Disclosure: API Examples Discussed

Please keep in mind that the examples discussed in this material are purely for technical demonstration purposes, and do not constitute trading advice. Also, it is important to remember that placing trades in a paper account is recommended before any live trading.