Despite rapid advances in automation and machine learning, human skillset and actions will remain core of any GIS system in the next few years. Knowledge and experience in your GIS staff are required at all levels, from enumerators to analysts to database managers to project managers.
GIS exposure and expertise starts at the University level in many cases. Having said that, technology is advancing at such a rapid rate that lecturers and professors ideally have to revisit their curriculum every year. Needless to say there is always a lag in what they are able to offer and on what the latest developments are.
Upande prides itself in working with cutting edge technology in its national and international projects. As a result, we are able to offer consultancy or training in some of the latest technologies available.