Interesting problems overshadowed by a toxic environment - Avis employé Data Scientist Genentech

Extremely experience team members and supportive corporate structure enables the field teams to execute on national strategy

The bonus structure can be a bit political

Genentech's origin story and mission are genuinely inspiring — few companies can point to such a meaningful historical arc in medicine. Patient engagement is taken seriously and feels authentic, not performative. The campus is beautiful and the culture has real warmth.

DDA is operating with significant gaps. First, the foundational data infrastructure is not mature enough to support the ambitions being set for the team. Second, the measurement culture has gotten ahead of the methodology, and no one in a position of authority seems to be asking hard questions about whether the numbers actually mean what they're being presented as meaning. Third, some management feel disconnected from the work itself, lacking the knowledge, hands-on experience, or relevant credentials. Individually any one of these would be manageable. Together these create an environment where it's hard to do rigorous work, rather work is performative, and be recognized for it.