Equity research feels like a time-series problem disguised as a reading problem

A lot of equity research looks like reading reports, calls, and articles. But most real insights I’ve seen only show up when the same metrics are compared consistently across time. Without that structure, it’s hard to tell: * What actually changed * What stayed the same * What’s just noise Curious how others here handle multi-year comparison efficiently, especially when covering several names.