The Valuation Model Debate Surrounding “Hard Tech” Firms on China’s STAR Market

Mar 30, 2025 By Samuel Cooper

China’s Science and Technology Innovation Board (STAR Market), launched in 2019 as a Nasdaq-style venue for cutting-edge tech firms, has become a litmus test for valuing “hard tech” enterprises—companies focused on semiconductors, AI, quantum computing, and other frontier technologies. Unlike traditional listings, STAR Market companies often lack revenue, let alone profits, yet command eye-popping valuations: chipmaker SMIC’s 2020 IPO priced at 109x historical earnings, while AI firm CloudMinds debuted at 1,400x price-to-sales. These metrics have ignited fierce debate among investors, regulators, and academics. Critics argue that speculative fervor and policy-driven capital allocation distort pricing, while proponents see a necessary evolution in valuing innovation ecosystems. This article dissects the fault lines in STAR Market valuation logic, exploring how China’s tech ambitions collide with financial realism, and what it means for global tech investing.

The Limits of Traditional Metrics in Hard Tech
Conventional valuation frameworks crumble when applied to STAR Market’s crown jewels. Discounted cash flow (DCF) models falter for pre-revenue biotech firms like BeiGene, which burn $2 billion annually on drug trials with decade-long horizons. Price-to-earnings (P/E) ratios become meaningless for semiconductor equipment makers such as Naura Technology, which operates at negative margins while scaling 7nm chip tools. Even revenue multiples mislead: cybersecurity vendor Venustech trades at 18x sales despite 90% of its income coming from opaque government contracts. In response, Chinese investment banks have crafted hybrid models blending intangible asset appraisals—patents, R&D pipelines, and “strategic importance” premiums. CITIC Securities’ “Tech Value Ratio” weights patent citations at 40%, while Huatai’s model assigns 30% valuation weight to government procurement commitments. These ad hoc solutions raise transparency concerns, as seen when autonomous driving startup Horizon Robotics’ IPO prospectus cited “national AI leadership” as a standalone valuation driver.

Policy Tailwinds and the Subsidy Overhang
STAR Market valuations exist in a policy ecosystem where government support distorts market signals. Over 60% of listed firms receive direct R&D subsidies—SMIC alone secured $2.5 billion in state aid from 2020-2023. Tax incentives further muddy profitability metrics: chip design firm Will Semiconductor paid an effective 5% corporate tax rate in 2023 versus the standard 25%. While such policies mirror U.S. CHIPS Act strategies, their scale creates valuation ambiguity. Analysts at UBS estimate that removing subsidies would erase 45% of STAR Market tech firms’ reported equity value. More insidiously, “guidance” from state-backed funds influences pricing: the National Integrated Circuit Industry Investment Fund, a major STAR Market anchor investor, reportedly pressures underwriters to accept 30-50% valuation premiums for “strategic” IPOs. This quasi-industrial policy role blurs the line between investor and stakeholder, complicating international comparisons.

The R&D Capitalization Dilemma
Unlike Western markets that expense most R&D costs, STAR Market allows full capitalization of development expenditures—a practice turbocharging reported assets. Biotech firm Innovent Biologics capitalized 120% of its 2023 R&D spend (including anticipated future costs), ballooning its balance sheet to 9billiondespite9billiondespite700 million in losses. Semiconductor material provider ACM Research took this further, capitalizing 80% of executive salaries as “technology development costs.” While compliant with Chinese accounting standards, these practices inflate book values and depress debt ratios, misleading ratio-based investors. The fallout is cyclical: high R&D asset valuations enable secondary offerings, funding more R&D capitalization—a self-perpetuating loop disconnected from commercial viability. When gene-editing firm CRISPR Bio’s lead drug failed trials in 2023, its $2 billion in capitalized R&D had to be written down overnight, vaporizing 60% of market cap.

Short Seller Paradox: The Illiquidity Shield
Despite sky-high valuations, STAR Market tech firms face minimal short seller pressure—a stark contrast to U.S. peers like Luckin Coffee. Only 3% of STAR shares are available for borrowing versus 15% for Nasdaq-listed Chinese ADRs, due to strict margin rules and state-backed securities lending caps. This illiquidity, combined with patriotic retail investor sentiment (“tech self-reliance” trades), creates asymmetric risk. Hedge fund manager David Einhorn’s 2022 bet against overvalued STAR chip stocks backfired when the National Team—a coalition of state funds—bought $2 billion worth of shares to “stabilize markets.” The episode exposed a unique dynamic: valuations derive less from cash flows than from perceived systemic importance.

International Comparisons and the Localization Trap
Global investors often misapply lessons from Western tech markets to STAR firms. Autonomous driving company Hesai, trading at 40x sales, gets compared to Luminar (8x sales on Nasdaq). Yet Hesai’s 70% domestic revenue reliance and integration into China’s V2X infrastructure make it a different beast. Similarly, SMIC’s 28nm chip dominance (80% yield rate vs. TSMC’s 65%) justifies premium multiples for some, but its inability to access EUV lithography caps upside. Valuation frameworks must now incorporate geopolitical factors: brokerage CLSA’s “Tech Security Score” assigns 25% weight to supply chain localization progress, valuing firms like Naura higher for replacing U.S. equipment despite lower technical specs.

Retail Frenzy and Algorithmic Amplification
STAR Market’s structure amplifies speculative behavior. With 85% of trading from retail investors (vs. 30% on Nasdaq), and daily price limits of 20% (double China’s main boards), volatility feeds momentum. In 2023, quantum computing firm Origin Quantum surged 520% in three days post-IPO despite having no commercial products—a move attributed to social media pump groups and algo-trading systems front-running retail orders. Brokerages like China Galaxy Securities compound this via margin loans: their “Tech Innovation Margin” program offers 80% LTV ratios for STAR stocks versus 50% for others. The result is a feedback loop where paper gains enable more leverage, inflating valuations beyond any fundamental anchor.

The ESG Mirage in Hard Tech Valuations
ESG factors, increasingly pivotal in global tech investing, play a conflicted role on STAR Market. Solar wafer maker LONGi Green Energy trades at 12x EV/EBITDA—a 30% premium to U.S. peer First Solar—based on China’s carbon neutrality pledges. Yet ESG funds overlook governance risks: 40% of STAR tech boards have zero independent directors, and related-party transactions account for 25% of R&D spending. Conversely, military-linked AI firms like Megvii face ESG-driven selloffs abroad but enjoy premium STAR valuations as “national champions.” This duality forces international investors to choose between ESG principles and market access—a tension highlighted when Norway’s Wealth Fund exited 12 STAR firms over human rights concerns, only to see their shares rise 50% on domestic demand.

Regulatory Tightrope: Innovation Cultivation vs. Bubble Prevention
Chinese regulators walk a precarious path. The China Securities Regulatory Commission (CSRC) encourages “patient capital” via STAR Market reforms: in 2023, it extended the lock-up period for pre-IPO investors from 36 to 48 months and introduced “tech-specific” delisting criteria excluding unprofitable firms. Yet these measures clash with local governments’ GDP race: Shanghai’s Financial Office reportedly pressured Huatai Securities to underwrite loss-making chip firms at 100x revenue multiples to meet listing quotas. The central bank adds fuel via targeted lending—the 2024 “Tech Innovation Relending Facility” offers banks 1% loans for margin financing on STAR stocks. This multi-layered intervention creates valuation distortions that baffle even seasoned analysts.

Emerging Models: From TAM Mania to Ecosystem Valuation
Amid the chaos, new valuation paradigms are emerging. Sequoia China’s “Ecosystem Integration Multiple” values STAR firms based on their position in national tech chains—e.g., giving 2x premium to chip designers integrated with Huawei’s HarmonyOS. Citic Capital’s “Policy Risk Discount Rate” model adjusts DCF inputs based on geopolitical tensions, discounting U.S.-exposed firms by 30%. Academics at Peking University propose a “National Security Yield” metric, valuing defense-tech hybrids like AVIC UAV via their contribution to military-civil fusion goals. While unorthodox, these models reflect China’s unique blend of state capitalism and tech ambition.


The valuation wars over STAR Market’s hard tech darlings encapsulate a broader clash between financial tradition and innovation reality. In a world where microchips are geopolitical weapons and AI algorithms national assets, old-school metrics struggle to capture strategic value. Yet the current free-for-all—where patents trump profits and policy pledges override cash flows—carries seeds of instability. As China’s tech champions mature, a reckoning looms: firms like SMIC and DJI must transition from valuation-by-fiat to sustainable value creation. For global investors, the lesson is twofold. First, STAR Market demands hybrid analysis blending tech foresight and policy literacy. Second, in the age of techno-nationalism, valuation models are no longer universal—they’re battlegrounds where financial logic meets the new realities of a fragmenting world order. Navigating this terrain requires tools as innovative as the technologies being valued.

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