The Communicate Results Phase
At this point, it is important for us to go through and evaluate whether or not we have been able to achieve some of our goals.
This is talking about some of the goals that we were able to go through in the first phase of this process.
If we have not been able to gather up and work with the goals along the way, then we will be able to work with making some of the necessary changes that will help us to meet our goals. 
So, when we are in this last phase, we are going to spend some time identifying all of the key findings that are going to show up along the way.
And when we have been able to identify some of these key findings, we can then communicate that information between the stakeholders, and then determine whether or not the results of this project are going to be a failure, or if we were successful.
But we have to base all of this off the criteria that we took the time to develop and look at in the first phase. 
As we can see, there is quite a bit that is going to show up when it is time to handle some of the work that we need with a data science project.
We have to go through all of these phases to ensure that we are going to see some of the best results along the way.
And when it all comes together, we will be able to have the right data, that we are cleaning it off, and that we are picking out the right algorithms to ensure that this is going to work the way that we would like.