Tremendous number of singer sing slightly flat, often if their breath support is poor or vocal resonance is poor.   Also I have found those trained to sing with a piano can come off slightly flat, whereas those trained on guitar come off on pitch or even slightly sharp. Difference between being used to a tempered-pitch instrument or a non-tempered.
Certain vocal combinations just 'don't work', and we really haven't much control over it.