Analytical workbench

Open the calculation before trusting the score

Yugalinks turns structured global trade records into comparable metrics and research signals. Definitions, periods, inputs and missing-data rules matter as much as the resulting number.

Opportunity score / worked model

Demand 35%
+
Growth 25%
+
Competition 20%
Access 10%
+
Confidence 10%
=
78 / 100

Illustrative weighting. Every production score should expose its active inputs, period and confidence.

Formula bench

Three common calculations

Examples show the analytical form, not a promise that every workflow uses the metric identically. The active result should expose its dimensions and source.

Growth rate

((current − prior) / prior) × 100

Only for comparable periods with a valid, non-zero prior value.

Market share

selected supplier value / defined market value

The denominator depends on product, flow, supplier set and year.

Concentration

Σ supplier share²

Higher values indicate supply concentrated among fewer suppliers; interpretation remains contextual.

Metric glossary

Terms in working order

Signals guide investigation. They should not be presented as official statistics unless the cited source defines them that way.

Trade value
Reported monetary value for a defined reporter, partner, product, flow and year.
Momentum
A directional signal combining recent movement and consistency; not an official statistic.
Underpenetration
A comparative research signal that may indicate room to investigate, not guaranteed demand.
Confidence
An assessment of input availability and stability, not certainty that an outcome will occur.
Opportunity score
A prioritisation aid assembled from visible factors; it does not predict commercial success.
Risk indicator
A prompt to inspect contraction, dependency or volatility, not a forecast of failure.

Score blueprint

A ranking is a transparent assembly of inputs

The blueprint above is illustrative. Production weighting should identify active factors, normalization, period and confidence. A high score means “investigate this evidence next”, not “enter this market”.

Transformations: country and partner alignment, HS mapping, period alignment and flow harmonisation improve usability without removing source limits.

Missing values: missing, zero, suppressed, estimated and aggregated observations must not be silently collapsed.

AI: explanation uses available filters and calculated outputs; it does not invent a separate methodology.

Want to see how explanations stay attached to evidence?

Read the AI model card