__STYLES__
The Situation/Context
The City of Seattle surveyed 1,500 public work employees in their department to measure job satisfaction and identify opportunities to keep staff motivated and engaged.
The tasks are to analyze the survey response data and prepare the visual summary for the HR leadership team.
Exploring the data and correcting any quality issues
In the responses column on the data set, we had a count of 14,590 which is a lower count than the other columns which all had 14,725, that is because we have 135 blanks in this responses. So those had to be removed from the dataset as it added no real value in the end.
Also, steps were taken to remove any duplicate values in the data set, in total there were 15 duplicates removed.
Upon closer review - when Calculating the count or frequency of each value in the Department and Question fields, to standardize any inconsistencies. Questions 10 and 7 were shown twice when put into a pivot table.
With question 7 we can see that the & was causing the question not to appear twice. So steps were taken to to make it consistent.
Question 10 was less obvious at first glance. But what was actually happening was one of the questions had a trailing space in there. So using the TRIM function in Excel I trimmed the Question column in the data set to resolve this.
Visualize the data and Findings
When looking at the average question 1 had the highest average out of 5 sitting at 3.49 and question 6 had the lowest average rating sitting at 2.60.
Based on these findings I came up with the following recommendations.
Promote Team Building:
Recognition Programs:
Job Satisfaction Initiatives:
Skill Utilization Opportunities:
Regular Employee Feedback:
Professional Development:
Communication Improvements:
I decided to create a report to bring it all together and this is the end result.