A staff software engineer wouldn’t be showing impact writing code. When I was a senior developer at a much smaller company when I was responsible for the overall direction of the infrastructure and processes, I would spend weeks with little code under my own name while working with other developers, customers, being the tech person on pre-sales calls, etc.