Strategic Supply Chain Research Framework

ACTIONABLE GENERALIZATIONS:

  • What are points of maximum volatility?

  • What are points of maximum fragility? (Chokepoint, bottleneck)

  • Where does AI change the external industry landscape in the medium term future?

  • Where does AI change the internal operating models most in the medium term future?

  • How large is the opportunity (in terms of both TAM and WTP of prospective customers)?

I. Physical & Network Structure

A. Supply Chain Stages

B. Network Topology

  • Approx. number of tiers:

  • Hub-and-spoke or distributed?

  • Where is complexity concentrated (upstream/downstream)?

  • Any serial dependencies (where one failure halts entire chain)?

C. Concentration & Fragility

  • Top 3 firms by critical stage:

  • % of global capacity controlled by top 3:

  • Single points of failure:


II. Geographic & Political Topology

A. Geographic Distribution by Stage

B. Political & Trade Exposure

  • Export controls affecting this industry:

  • Sanctions or embargo risk:

  • Ally vs rival dependency:

  • Exposure to chokepoints (straits, ports, etc.):


III. Capital, Time & Scale Dynamics

A. Capital Structure

  • Typical capex per facility/unit:

  • Asset specificity (low ↔ high):

  • Financing structure (private/state/mixed):

B. Time Structure

  • Time-to-build new capacity:

  • Time-to-repurpose existing capacity:

  • Typical asset lifespan:

C. Scaling Properties

  • Modular or lumpy expansion?

  • Minimum efficient scale:

  • Bottlenecks to rapid scaling:


IV. Technology & Substitutability

A. Input Substitutability

B. Technology Lock-in

  • Open vs proprietary standards:

  • Degree of IP concentration:

  • Interoperability challenges:

C. Technological Uncertainty

  • Pace of obsolescence:

  • Risk of dominant paradigm shifts:


V. Economic & Incentive Structure

A. Unit Economics by Stage

B. Incentive Misalignments

  • Where private ROI diverges from system resilience:

  • Who underinvests in redundancy and why:

  • Externalized risks (onto states, consumers, etc.):

C. Market Failures Observed

  • Coordination failures:

  • Information asymmetries:

  • Underpriced risks:


VI. Governance & Policy Environment

A. Degree of State Involvement

B. Key Policies Affecting the Chain

  • Domestic:

  • Foreign:

  • Anticipated policy changes:

C. Coordination Mechanisms

  • Public-private partnerships?

  • International coordination?

  • Fragmented vs centralized governance?

Risk/Opportunity Analysis

Risk Categories

  • Node Risks (Localized Failures): Risks tied to specific firms, sites, or technologies.

  • Link Risks (Connectivity Failures): Risks in relationships and flows between nodes.

  • Correlated Risks (Systemic Failures): Risks that affect many nodes simultaneously.

  • Temporal Risks: Risks arising from time mismatches (e.g. demand spikes)

Opportunity Levers

Structural Levers (Change the Network)?

  • Supplier diversification

  • Vertical integration

  • Geographic reshoring/friendshoring

  • Modularization

Operational Levers (Optimize How It Runs)

  • Inventory buffers

  • Dynamic routing

  • Dual sourcing

  • Flexible production scheduling

Financial Levers (Change the Cash Flows)

  • Hedging

  • Long-term contracts

  • Capacity reservation agreements

  • Risk-sharing contracts

  • Insurance

Strategic Levers (Change the Game)

  • Joint ventures

  • Standard-setting

  • Pre-competitive consortia

  • IP pooling

Policy Levers

  • Subsidies

  • Export controls

  • Strategic stockpiles

  • Mandates