Research foundations

Research inside the method, not beside it.

Research on uncertainty, organizational exposure, authority, response, and recovery shapes concrete platform choices that can be inspected. It informs the method; it is not presented as product validation or a promise of superior outcomes.

01

Evidence before confidence

Separate what is known from what is inferred.

Sourced facts, supported relationships, modeled consequences, and unresolved information remain distinct in the interface and record.

Visible proof: evidence ribbon and source trail
02

Heterogeneity before averages

Preserve the exposure mechanism.

Natural, geopolitical, market, and digital risks enter through different evidence and enterprise relationships rather than one undifferentiated score.

Visible proof: hazard-specific matching and exposure path
03

Authority inside the model

Executability is organizational.

Decision rights, prerequisites, contracts, capacity, and operating location are part of whether an action can be proposed—not administrative detail appended afterward.

Visible proof: constraint audit and approval state
04

Learning without revisionism

Preserve the original decision state.

What was known, selected, authorized, executed, and observed remains reviewable before the next version updates the method.

Visible proof: versioned decision trace

Research translated into product architecture

The method has an empirical and analytical lineage.

CrisisFlow draws on founder research as a design input: what to distinguish, what to measure, which relationships to preserve, and where organizational authority changes what can be executed.

Formal modeling

Decision-making under uncertainty shocks

A decision-centered account of preparation, response, recovery, and learning when managers cannot assign reliable probabilities.

Stacked event study · 6,645 firms

Geopolitical adjustment inside continuing relationships

USPTO-visible co-invention from 2000–2023 shows why aggregate continuity can conceal consequential technological and geographic reconfiguration.

Cross-country quasi-experimental research

Heterogeneous organizational response

Evidence across institutional disruptions informs the decision to retain firm, location, event, and operating context instead of imposing one average response.

Longitudinal organizational design · 1,004 R&D subsidiaries

Authority affects information use

Research on headquarters- and subsidiary-managed operations informs why decision rights and organizational location belong inside the feasibility model.

Complete references live in one diligence-ready asset.

Read the selected research references in context.

The Technical Methods Note carries the complete references, scope limits, and the mapping from each selected source to a specific platform design choice.