His Articles

ETFs

Smart Beta Semi ETFs: The Factor Tilt Performance

Semiconductor exchange-traded funds have traditionally been associated with market-capitalization weighting, sector representation, and straightforward exposure to a basket of chip companies. That model remains effective for investors seeking broad participation in the semiconductor cycle, but it does not necessarily capture the differences in quality, valuation, momentum, volatility, or profitability that exist within the industry. Smart beta semiconductor ETFs attempt to address this gap by introducing systematic factor tilts into the portfolio construction process.

Macro Linkages

Credit Impulse and Semi CapEx: The 6-Month Lead

Semiconductor capital expenditure is one of the clearest expressions of confidence in the future of the technology industry. When chip manufacturers increase spending on fabs, equipment, advanced packaging, and production capacity, they are effectively making a multi-year commitment to expected demand. When they cut capital expenditure, the decision often reflects concerns about inventories, pricing, utilization, financing conditions, or the broader economic cycle.

Macro Linkages

Synchronicity Regression Test Between Global Manufacturing PMI and Semi Orders

Semiconductors are the nervous system of modern manufacturing. Whether it’s automobiles, industrial machinery, consumer electronics, or data center infrastructure, semi orders reflect what global factories think about the future. At the same time, global manufacturing PMI (Purchasing Managers’ Index) is one of the most watched barometers of industrial health. It’s natural to ask: how synchronized are these two measures? Do manufacturing PMIs and semi orders move together, or do they diverge in ways that matter for investors and policymakers?

Compute Chips

Analyzing the Optimal Balance Between R&D Expense Ratio and Market Share for AI Chip Firms

AI chip companies sit at the center of one of the most capital‑intensive and innovation‑driven industries in the world. Their success depends on sustained, heavy investment in research and development, yet they must also deliver financial performance that satisfies investors, funds next‑generation fabs and packaging, and supports competitive pricing. The question of how much to spend on R&D—expressed as an R&D expense ratio relative to revenue—cannot be answered in isolation.

Compute Chips

Liquid Cooling Transitions from Optional to Mandatory, Supply Chain Demand Surges

For years, liquid cooling sat on the fringe of mainstream data center design: a powerful but complex option reserved for the most extreme high‑performance systems. Today, that status is changing. As AI accelerators, dense GPUs, and specialized compute ASICs drive rack power far beyond traditional envelopes, liquid cooling is making a decisive transition from “nice to have” to “mandatory” in a growing share of deployments.

Compute Chips

China’s AI Chip Localization: The Qualitative Leap from "Usable" to "Good"

Over the past decade, China’s push to localize its semiconductor stack has moved from an aspirational policy goal to an operational reality, especially in the realm of AI chips. Early domestic accelerators were often labeled “good enough” or merely “useful” – serviceable for certain workloads, but rarely the first choice for cutting‑edge model training or large‑scale deployment. Today, the conversation is shifting.

Macro Cycle

Using TSMC Monthly Revenue as a Bellwether for Global Semi Cycle Inflections

In the modern semiconductor industry, no single data point attracts more regular attention from market watchers than the monthly revenue disclosure of Taiwan Semiconductor Manufacturing Company (TSMC). Month after month, this one series of numbers sparks commentary about where the chip cycle stands, how demand for advanced nodes is evolving, and what lies ahead for everything from smartphones and PCs to AI infrastructure and automotive electronics.