A scree plot is a graphical representation used in principal component analysis (PCA) to determine the number of significant components by displaying the eigenvalues in descending order. The 'elbow' point on the plot indicates where adding more components yields diminishing returns, helping to decide the optimal number of components to retain for data reduction.