The Unicorn Signature
Pre-hypergrowth patterns
Tests whether company and workforce structure can concentrate future hypergrowth cases before the growth curve becomes obvious.
Research and field evidence
Longitudinal workforce intelligence tested through research and applied to real economic decisions.
Vivameda operates a proprietary longitudinal workforce panel and applies it to questions involving company development, structural change, capability, diligence, sourcing and commercial intelligence.
The work below separates formal research from commercial field applications.
4M+
companies
48M
observed historical company-year records
1950–2020
historical panel
1.88B
skill rows
46.5M
capability buckets
100+
countries
Research Portfolio 2026
Five applications of the same longitudinal workforce instrument examining different stages of company and organisational development.
Pre-hypergrowth patterns
Tests whether company and workforce structure can concentrate future hypergrowth cases before the growth curve becomes obvious.
Structural business vulnerability
Examines historical workforce structure and business-model exposure before later survival or failure outcomes.
Capability and talent-network lock-in
Examines whether stated organisational transformation is visible in workforce capability and personnel exchange patterns.
Long-term organisational readiness
Tests whether structural characteristics visible decades earlier persist through later organisational development.
Capability decay before failure
Examines technical workforce composition before later organisational contraction in a defined AI-company cohort.
Research principles
Client Portfolio 2026
Between February and August 2026, the Vivameda instrument was applied across acquisition, diligence, allocation, advisory, intermediation, operating growth and market-development questions.
What repeats across the work
01
Longitudinal comparison reveals information that present-day snapshots cannot.
02
A signal becomes meaningful only when its relevant universe and denominator are defined.
03
Peer-relative evidence can remain useful where absolute observation is incomplete.
04
Negative findings and discarded signals are part of the method.
05
Historical and current evidence may be shown together but are never blended into one artificial series.
From research to a defined universe
The same constructions can be applied to a company list, market definition, investment portfolio, acquisition universe or commercial target population.
A typical engagement begins with one defined economic question and a defined universe. Vivameda then returns either a labelled feature file, a scored population or a written intelligence analysis.
Discuss a universeThe Research Portfolio and Client Portfolio are first-party Vivameda publications. The Research Portfolio documents Vivameda's methods, findings and limitations. The Client Portfolio documents commercial field applications under confidentiality arrangements. Neither should be represented as independent third-party validation unless separately supported by an external source.
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