Interpreting Data and Forecasting
Correlation shows relationships between two factors - but remember, correlation doesn't mean cause and effect. External factors like economy, seasonality, cultural changes, and income all affect sales.
Businesses need to forecast sales to make smart decisions about investment, plan for the future, and manage available resources. PESTLE factors (Political, Economic, Social, Technological, Legal, Environmental) all influence marketing success.
Strong positive correlation means data points are close together, giving you more confidence. Weak correlation means points are far apart, making decisions riskier. Always consider external factors that might cause correlations.
Extrapolation uses existing data to forecast the future. It provides faster communication and easier forecasting, but can create false security if you ignore changing fashions, lifestyles, or external factors.
Warning: Technology helps gather data faster, but don't let it give you false confidence - always consider what might change in the future.