Pros
Strong technical stack and real ownership of
enterprise reporting. Complex servicing and NPL
data gives senior analysts room to build
governance, dimensional models, and end-to-end
pipelines with genuine business impact. Skilled
peers and access to large regulated datasets
(FNMA, FHLMC, HUD) that sharpen your craft.
Kontras
Heavy reliance on undocumented legacy systems
that fall on individual contributors to reverse
engineer. Knowledge concentration creates single
points of failure and inconsistent handoff when
people leave. Org changes and shifting priorities
can outpace documentation and process maturity.
