The article explores inflation dynamics in Macedonia using three forecasting methods. A Dynamic Factor Model is used for short-term predictions, while a Vector Error Correction Model and a New Keynesian Phillips Curve are used for quarterly forecasts. The New Keynesian Phillips Curve shows that output gap and inflation expectations strongly influence current inflation. All three models perform well in predicting inflation one period ahead.