I have been in tons of meetings where data and results of any sort of analysis have been presented. And most meetings have one thing in common, data quality is being **challenged **and most of the meeting time is used for discussing potential data quality issues. The number one follow up of this meeting is to verify the open question, and we start all over again. Sounds familiar?

It can be different. There are meetings where these discussions don’t take place, or perhaps were started, but immediately taken care of. I have seen and been involved in a few. And there was **ONE difference **between these types of meetings that I have seen over and over again. The person presenting the data was **not on top of their data, **was not anticipating and not thinking a step further.

The person presenting the data was not on top of their data, was not anticipating and not thinking a step further.

#data-quality #exploratory-data-analysis #ai-management