Key system dynamics findings

R1 Dominance reinforcer

Balancing loops always lose the race

R1 compounds exponentially while B1 and B2 fire linearly after 3–7 and 5–12 year delays. Structural overshoot is not policy failure — it is feedback architecture.

R2 Escalation spiral

R2 is a ratchet, not a cycle

The US–China tech war has no natural dampener. Each control tightening raises China's investment floor. The only deflationary path requires a political variable not in the physical system.

Pain node

Pain is a vector, not a scalar

Four distinct inflow channels (cost, throughput, latent vulnerability, competitive erosion) trigger four different response functions with different delays. Aggregating them loses all timing signal.

Methodology & framework

Driver tree vs. system dynamics

A driver tree is a static dependency map — acyclic, directional, excellent for identifying single points of failure. System dynamics adds feedback loops, stocks and flows, and delay structures. The key gain: it shows why choke-points don't self-correct quickly.

Driver tree asksSystem dynamics asks
What depends on what?What reinforces or counteracts itself?
Where is the vulnerability?When does the system fail?
Single point of failureFeedback loop structure
Static snapshotDynamic trajectory

Geopolitics as endogenous variable

China's export control decisions and US policy responses are treated as feedback variables inside the model — not external shocks. This reveals how the system generates its own crises through R1 and R2.

Substitution timeline ladder

Each choke-point is assessed across three windows. The investment thesis: hold long positions in materials in the 0–2 yr Critical window with no credible substitution path; monitor triggers that shift nodes to Constrained.

0–2 yr CriticalNo substitute. Enter long.
2–5 yr ConstrainedWatch triggers. Hold.
5–10 yr TransitioningWindow closing. Plan exit.

Five-loop feedback architecture

LoopTypeNameMechanismNatural dampener?Investor window
R1 Reinforcing Dominance reinforcer China leverage → export controls → Western pain → reshoring → window closing → tighter controls No — checked only by B1/B2 (delayed) Now. Before B1 fires.
R2 Reinforcing Escalation spiral US controls → China domestic investment → capability growth → US perceives threat → tighter controls None in physical system Ratchet. No exit signal.
B1 Balancing Price correction Scarcity → price spike → refining investment → supply relief → price falls Yes — but 3–7 yr delay Peak scarcity = exit signal
B2 Balancing Substitution escape Price pain → R&D → substitute commercialisation → demand relief → price normalises Yes — 5–12 yr delay Longest thesis horizon
B3 Balancing Fab capacity correction Throughput pain → fab capex → new capacity → output relief Yes — 3–5 yr delay Grid queue now the gate

Analysis modules

Source confidence hierarchy

TierTypeConfidenceExamples
SPrimary data, official filings, peer-reviewed≥ 90%ASML annual reports, USGS, IEA, BIS filings
AMajor institutional research with named methodology75–85%CSIS, Carnegie Endowment, BCG, JPMorgan, Goldman Sachs
BIndustry analysis, trade press with sourced claims60–75%TrendForce, Silicon Analysts, Fusion Worldwide, BMO
CMarket commentary, unverified forecasts< 60%Blog analysis, unsourced claims — flagged explicitly

Proprietary research synthesis · May 2026 · For institutional use only · Not financial advice