Infant eye gaze is frequently studied because of its rel-
evance as an indicator of early attention and learning.
However, the coupling of eye gaze with an individual's
head motion is often overlooked. This paper analyzes
how head motion develops within a social interaction
context. To measure this interaction, we developed an
approach that can estimate infant head motion from
ego perspective recordings as they are typically provided
by eye-tracking systems. Our method is able to quan-
tify infant head motion from existing social interaction
recordings even if the head was not explicitly tracked.
Therefore, data from longitudinal studies that has been
collected over the years can be reanalyzed in more detail.
We applied our method to an existing longitudinal study
of parent infant interaction and found that infants' head
motion in response to social interaction shows a devel-
opmental trend. Furthermore, our results indicate that
this trend is less visible within gaze data alone. This
suggests that head motion is an important element for
understanding and measuring infants' behavior during
parent-child interactions.