Donald Trump Junior’s Meeting Problems

In June of 2016, Donald Trump Junior had a meeting with Natalia Veselnitskaya. I think everyone agrees on that point. The lack of clarity on the meeting’s objective and attendees as well as the events that led up to it serve as an excellent case study for project managers. Now if you are interested in maintaining plausible deniability ambiguity is a wonderful thing. For project managers, however, nebulous communication is the enemy of a well-run project.  Let me explain…

Tidy Data

According to some estimates between 50% to 80% of the work of a data scientist is spent collecting and preparing data, what the New York Times calls janitor work[1]. When we consider the iterative nature of the data science process (refer to The Data Science Process ), we see each cycle typically repeats the data preparation step. As our understanding of the data evolves as well as the refinement of the model, we find ourselves often going back to further develop the data. While data preparation has never been an easy process, in a big data world the greater variety of data and data sources makes it all the more difficult. These sources rarely store or present data in a structure that facilitates analysis. To address this issue, we need to tidy the data. Let me explain…

Big Data Dashboard Design – a Challenge

In a previous, Project Management Dashboard, I wrote specifically about a dashboard for project managers. In that post, I made the point that a dashboard should tell a clear, crisp, story that simplifies any complexity without loss of information. Doing this, creating this clear, crisp story really brings together two different topics I have discussed … Continue reading Big Data Dashboard Design – a Challenge


As John Quincy Adams said “if your actions inspire others to dream more, learn more, do more, and become more you are a leader”. Lincoln saw himself as a servant to a greater cause, something much larger than himself. This attitude inspired others, drawing them to his cause. As a result, we remember and love Lincoln as the indispensable man in the preservation of our country.