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Chapter 2 of 8Semiconductors1 min read · 1 exhibits

Proprietary Analytical Frameworks

Which models are used to read the semiconductor cycle?

Chapter summary

Four frameworks: an equipment-to-revenue multiplier, node economics by wafer, a geopolitical risk score per company, and an ESG materiality assessment.

Key takeaways

  1. 1

    Equipment spending has historically led peak chip revenue by a 3.5–4.5x multiplier.

  2. 2

    An 'economic wall' may appear around 2nm–1.5nm, where costs exceed the benefits.

  3. 3

    Specialty gases carry 10,000–20,000x the warming potential of CO₂.

At a glance

Exhibit 2.1

Four frameworks read the equipment cycle, node economics and risk

Four frameworks

  1. 1

    Equipment-to-revenue multiplier

    Anticipates cycles 6–12 months ahead

  2. 2

    Node economics

    Cost per wafer, 28nm vs 3nm

  3. 3

    Geopolitical risk score

    0–100 per company

  4. 4

    ESG materiality

    Scope 3 gases, 5–15% margin impact in adverse cases

Source: Semiconductors: Global Market Strategic Insights, Setcoin Research (December 2025)

The chapter · 241 words · 1 exhibits

The Equipment-to-Revenue Multiplier Model

The report develops a proprietary framework correlating fab equipment spending to downstream semiconductor revenues, enabling:

  • Prediction of equipment cycles 6-12 months before they materialize
  • Optimal entry and exit timing for equipment stock investments
  • Understanding of which equipment categories are counter-cyclical or have different cycle timing
  • Analysis showing the historical 3.5-4.5x multiplier from equipment spending to peak semiconductor revenues

Technology Node Economics Model

Comprehensive bottom-up analysis of the economics of each process node:

  • Cost per transistor trends. where the economics break down
  • Equipment and materials cost per wafer by node (mature 28nm vs. leading-edge 3nm)
  • Identification of the "economic wall" around 2nm-1.5nm where costs may exceed benefits
  • Implications for equipment demand. potential plateau in leading-edge spending, extended life for mature nodes

Geopolitical Risk Scoring Matrix

Quantitative framework assessing exposure of each company to:

  • Export control risk (revenue from China, Russia, etc.)
  • Supply chain concentration risk (single-country dependencies)
  • IP theft and forced technology transfer risk
  • Subsidy/support opportunity (positioning for government incentives)

Each company receives a composite geopolitical risk score (0-100) with investment implications

ESG Materiality Assessment

Unlike generic ESG scoring, this analysis identifies financially material ESG factors:

  • Water consumption intensity. critical in water-scarce fab regions (Taiwan, Arizona)
  • Scope 3 emissions from specialty gases with 10,000-20,000x CO2 warming potential
  • Conflict materials in rare earth elements for specific equipment components
  • Labor practices in materials mining and refining
  • Quantification of potential carbon taxes or regulatory costs (5-15% margin impact in adverse scenarios)

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