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IBM and Vanguard Test Quantum Algorithms for Investment Portfolio Optimization

Published: September 30th. 2025, Updated: May 12th. 2026

Project Spotlights

IBM and Vanguard Explore Quantum Computing for Investment Strategies

IBM announced on September 29 that it has conducted a joint study with asset management firm Vanguard to test the use of quantum computing in optimizing investment portfolios. The experiment targeted one of the financial sector�s most challenging tasks: building portfolios that meet multiple restrictions.

Quantum Methods Applied to Financial Problems

The study involved a technique known as the Variational Quantum Algorithm (VQA). This hybrid approach combines quantum and classical computing to find approximate solutions for complex problems. Quantum algorithms in this category use a quantum component to scan a vast space of possibilities, while the classical part refines and adjusts the results. This stepwise training, using simple and adaptable quantum circuits and error mitigation strategies, suits the current stage of quantum technology, which is still imperfect and prone to errors.

Hybrid Approach Shows Promising Metrics

For the experiment, the hybrid quantum-classical method was applied to a portfolio optimization problem, comparing results to those from a traditional classical solver designed for smaller-scale scenarios. According to IBM, the results produced "promising metrics" and indicated that the hybrid quantum-classical approach outperformed purely classical local search algorithms, especially as the problem size grew. This suggests that combining quantum and classical resources could offer future benefits for asset management, although scaling and noise remain technical challenges.

Broader Industry Interest in Quantum Finance

IBM�s work with Vanguard is not its first foray into quantum finance. On September 25, IBM collaborated with HSBC to test quantum trading techniques for bonds. HSBC and other financial institutions are showing increased interest in such technologies. As quantum hardware and algorithms advance, hybrid models may eventually surpass traditional methods in handling complex, constraint-heavy financial problems.

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