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China A-Shares: Why We Remain Constructive After the Q1 Pullback

Ye ZHANG, co-CIO of Millburn Asset Management, explores what he believes is a constructive environment for China A-Shares, supported by improved liquidity, rising equity carry, and policy- and tail-risk repricing—and explains why the Q1 2026 pullback has not, in his view, altered the structural thesis.
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Revisiting the Ripple Effects of Commodity Disruption

Barry Goodman revisits his 2022 commodity disruption thesis: AI-driven copper demand, de-dollarization, and persistent volatility across asset classes.

China: Investing in Uncertainty (Part Two)

Barry Goodman weighs China's debt, demographic and geopolitical risks against the case for keeping the country in institutional allocation sets.

China: Investing in Uncertainty

Barry Goodman on why VUCA-era China remains a compelling opportunity for systematic strategies despite the temptation of selective abstention.

Expanding Opportunity Sets in Quant

Barry Goodman on Millburn's evolution from trend-following to machine learning since 2013, the China build-out, and data as the firm's source of edge.

VUCA and The Disruption Vortex

Barry Goodman frames the post-GFC unwind as a VUCA regime—volatility, uncertainty, complexity, ambiguity—and the case for adaptive, non-linear strategies.

The Ripple Effects of Commodity Disruption

Barry Goodman on the structural commodity super cycle—energy transition, geopolitics, supply-chain fragility—and its ripple across asset classes.

Adaptability through the Pandemic: Poetry and Machine Learning

Barry Goodman and Grant Smith on how Millburn's machine learning models performed in March 2020, the manual risk overlay, and what the systems learned.

Markets evolve. Shouldn't investment strategies do the same?

Millburn on alpha decay, the OPEC-fracking inflection in crude, and why learning strategies that adapt autonomously may outlast hypothesis-based models.

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Copyright © 2026 Millburn Ridgefield LLC. Millburn Ridgefield LLC is the successor to an asset management organization that began its operations in 1971. The term "Millburn" is used herein to refer to the activities of Millburn Ridgefield LLC, its predecessors and its affiliated entities, except as indicated otherwise by the context. *The term "Millburn International" is used herein to refer to the activities of Millburn International (Europe) LLP, an affiliated entity of Millburn, which is authorized and regulated by the U.K. Financial Conduct Authority. Such authorization and regulation do not imply endorsement.

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Millburn’s AuM is as of August 1, 2026. Millburn’s firm AuM figure includes approximately USD 840 million in assets managed by a joint venture (and its affiliated entity) in Shanghai, China; each of these entities is a Chinese-registered asset management company. The noted assets are invested on behalf of Chinese investors in the Chinese futures and equity markets. Millburn owns a minority stake in the joint venture entity.

PAST PERFORMANCE IS NOT NECESSARILY INDICATIVE OF FUTURE RESULTS. THE POTENTIAL FOR PROFIT IS ACCOMPANIED BY THE RISK OF LOSS.

The information contained herein is intended for use by sophisticated investors who may be interested in opening a separately managed account. Prospective managed account clients must be "qualified eligible persons" within the meaning of CFTC Rule 4.7. Commodity interest accounts are illiquid, speculative, employ significant leverage, are not suitable for all investors and involve a high degree of risk. Commodity interest accounts may involve high fees. There can be no assurance that an investment program will achieve its objectives. This information is not a solicitation for investment. Such an investment may only be made on the basis of information provided and representations made in the appropriate written disclosure document and a related managed account agreement. Unless otherwise noted, information is current as of August 1, 2026.