Risk framework
Making risk assumptions explicit
Risk belongs inside the analysis: specify triggers, transmission, funding needs and the limits of possible responses.
01Describe mechanisms, not labels
Trace a risk from trigger to revenue, costs, assets and cash. Customer concentration needs a substitution and fixed-cost analysis. The same shock may have opposing effects, such as cheaper inputs alongside lower selling prices and inventory losses. Record the important interactions.
02Separate probability and uncertainty
Likelihood, severity and information quality are different dimensions. Do not invent precise probabilities where evidence cannot support them. Record triggers, ranges and due-diligence needs. Sparse disclosure is not proof of low risk, while detailed disclosure is not automatically evidence of a worse business.
03Stress the actual operating model
Choose drivers appropriate to manufacturing, software or projects. Demand shocks can affect inventory and funding simultaneously. Responses such as price cuts or cost reductions have timing and consequences. A theoretical response is not an immediately available control.
04Put obligations on a timeline
Match debt service, committed investment and operations against accessible cash. Facilities and transfers may be conditional. Stress refinancing alongside weaker business performance rather than assuming unlimited funding on unchanged terms. Timing can matter even for a profitable company.
05Separate IPO risk layers
Business prospects, offering valuation and trading demand are distinct. Limited histories and restructurings require comparability checks. Financing introduces costs despite uncertain allocation. Applicable documents and individual funding constraints remain essential.
06State options obligations clearly
Buyers can lose the premium; writers can face substantial losses and margin demands, with unlimited loss possible for some uncovered strategies. Time, volatility and strike matter alongside direction. Hedges retain execution, gap and adjustment risk. Contract-specific documents and competence are necessary.
07Include non-price sector risks
AI requires rights, reliability, monitoring and incident analysis. Energy needs construction, connection, quality and settlement review. General frameworks or certifications do not establish compliance with every use case and jurisdiction. Record where specialist verification is needed.
08Analyse common dependencies
Sector and region counts do not establish independence. Funding, customer spending and supplier dependencies can connect exposures, especially in stress. Historical relationships may change. Portfolio decisions require specific objectives and constraints; general research cannot prescribe universally suitable weights.
09Sequence linked risks
Late payment can affect cash, procurement, delivery and funding in sequence. Verify the cause before assuming the whole chain deteriorates. Document the accessibility of buffers and distinguish controllable actions from responses requiring third-party consent.
10Maintain an actionable risk record
Record triggers, transmission, indicators, buffers and unknowns. Distinguish realised events from rising risk and missing information. Revise failed assumptions explicitly. Presenting opportunities with clear boundaries makes research more useful; it does not promise to eliminate uncertainty.
- Document reference
- Research note · R-04
