Eng Manager Data Questions

Four questions, asked consistently, replaced most of one engineering manager’s architecture decisions.

In the data teams I’ve watched, the leaders with the strongest teams mostly ask, and their teams internalize the questions until they stop needing the leader for them.

The four I hear great data leaders repeat:

1. “What problem is this solving?” Half of proposed pipelines dissolve here, because the request was a solution wearing a problem costume.
2. “Who consumes this, and what do they decide with it?” Kills the dashboard nobody will open, before it’s built.
3. “What breaks if it’s a day late?” Sizes the reliability investment honestly. Most things tolerate a day; the few that don’t deserve the engineering.
4. “Who owns this when you’re on holiday?” Surfaces the bus factor while it’s still cheap to fix.

The compounding effect: after a few months, engineers ask these of each other in review, and the leader’s calendar empties of decisions that never needed them.

Answers scale linearly with the leader’s hours. Questions, once internalized, scale with the team.

Which question does your team most need to start asking without you?