Source: "State of Data Science 2024 Report", Anaconda Question: "What roadblocks do you/your company face when moving data science or AI models to a production environment? Select all that apply." 2024 2022 Meeting IT/InfoSec standards 58% 52% Securing data connectivity 53% 46% A skills gap in my organization (Data Engineering, Docker, Kubernetes, etc.) 50% 34% Securing network connectivity 48% 42% Access to compute resources 43% 39% Managing package dependencies and environments 38% 41% Re-coding models from Python/R to another language 36% 49% Moving to the cloud 32% 32% Re-coding models from another language to Python/R 27% 36% Model decay or data drift 22% 13%