My biggest issue about Slack is that it really doesn't live up to its mission: "Where work happens." Work may happen, or it may not happen in Slack. As an Engineer, I find it distracting. Between having to go to meetings and coding, I also have to stay on top of conversations within Public and Private channels. (Sometimes, there are a lot of channels.) So how can we improve Slack to make it more useful? One way to quantify "useful" conversations One metric to measure our solutions against is "meaningful engagement" in a given week. Assuming we have access to great Data Scientists, I'd look at all the conversations Engineers have. Specifically, I'd count a conversation as useful if it has certain words like "feature", "JIRA", "ticket" and more. From there, we can gleam: # of useful chats in a week total # of chats in a week With this metric, let's see how we can crea...