Ask HN: How do you manage your analytics/data science process?

Hi, I lead a data science/analytics team and am wondering about how other teams are run? Specifically, how does your process/workflow look like? How do you set timeframes? What tools do you use? What are some of your biggest challenges when it comes to delivering work and how do you resolve it? Disclaimer: I am building a SAAS platform to manage the process and looking to learn how other analytics/data science teams operate.