Quantitative interpretation and decision-making

Syllabus
2026
Topic
Level

Interpret graphs and charts as decision evidence

Pass Question to answer Evidence produced
identity what is measured, where, when and by which source? correct variable and context
axes and encoding what do axes, units, scale, colours, bars, lines or categories mean? accurate reading rather than visual guess
pattern what is the direction, size, peak, trough, turning point or ranking? a quantified observation
comparison compared with which year, group or benchmark? difference, ratio or percentage change
decision link which option/objective does the pattern support and through what mechanism? evidence-based recommendation
limitation what is missing or potentially misleading? qualified judgement

Use the structure claim → exact graph evidence → economic mechanism → decision. Example: 'Unemployment rose from 5% to 8% (3 percentage points), indicating spare labour; a training policy may be justified if the rise reflects structural mismatch.'

Check truncated axes, unequal time intervals, cumulative versus period values, nominal versus real data, and whether the graph shows levels, rates or percentage changes. These can change the conclusion.

A graph can show association, sequence and magnitude but does not by itself prove causation. A decision needs economic reasoning and, where possible, corroborating evidence.

Use economic data to justify a decision

Data Meaning/calculation Decision signal and caution
unemployment rate unemployed people ÷ labour force × 100 high/rising rate may justify demand or training policy; distinguish cyclical, structural and seasonal causes
exports value of domestically produced goods/services sold abroad growth may support export industries, but compare volume and price/ currency effects
imports value of foreign goods/services bought domestically may indicate strong demand or input access, not automatically economic weakness
visible trade balance exports of goods − imports of goods positive is a goods surplus; negative is a goods deficit; it excludes services and income flows

\text{visible trade balance}=\text{exports of goods}-\text{imports of goods}

Use a four-step chain: define the measure → calculate or compare on a consistent basis → identify the economic implication → select and qualify the decision. State exact units, dates and whether the change is absolute, percentage or percentage points.

Do not decide from one number alone. Compare over time, with a target or another economy, and combine related indicators—for example unemployment with vacancies/output, or trade balance with exchange rates and export competitiveness.

A visible trade deficit is not the same as a current-account deficit, and a lower unemployment rate is not automatically better if participation has fallen or job quality is weak.