PWC ProEdge – Design Thinking Assignment 

 Challenge & Selection 

 One of the tools I use on a regular basis is Visualization , or Visual Thinking . I am often analyzing data sets   and putting together presentations on my analysis . These presentations are made for various   stakeholders at my clients such as accounting , finance , engineers and IT individuals . As a result , it can be   difficult to convey the results of my analysis to such a diverse group of individuals with varying   backgrounds . Additionally , these data sets are very large and the findings can be difficult to interpret . 

 The visualization tools I typically use when presenting my analysis to a client are pivot tables , tableau   dashboards , pie charts , typically presented in power point presentations , and whiteboards when   brainstorming or working through a complex issue . I find it very useful to use these tools to ensure   everyone can clearly understand the findings and that all members have the same understanding . 

 Application 

 When putting together my analysis , I typically start with the raw data - set . I then use pivot tables to   narrow down the data into a more manageable format , which makes it easier to identify trends . I   typically slice the data in multiple ways in order to get grounded on the information and ultimately find   trends and root causes of issues . I will also leverage existing visualization tools at my clients such as heat   maps from Tableau . I find it useful to use tools that the client is already familiar with or currently using . 

 Once I have analyzed the data and identified trends and root causes for the issues I am working through ,   I will typically add quantitative and qualitative figures to add more depth to the analysis . Examples of   these could include ; percentage of error vs relative size of company , recurring or one time issue and   manual error vs system generated errors . I will then organize my findings into various categories and   clearly and concisely present them in a power point presentation so it is easy for everyone to follow . 

 Insight 

 I have found it much easier for everyone to become grounded on my analysis when I organize and   present my analysis through use of visualization tools . It is much easier for everyone to understand the   ultimate problem , rather than spending time trying to decipher the analysis . I have also realized that   various individuals may follow along the dialogue of my presentation , but may ultimately have a   different understanding of the issues than others or the intended message I am trying to convey . By   presenting my information in power point format with pivot tables and graphs , as well as quantitative   and qualitative highlights , I can ensure everyone is on the same page . 

 Additionally , may individuals have a hard time processing information by verbal presentations alone . It is   much easier for individuals to follow along and process information if the information is presented in a   visual manner . There is some science behind this as well . Visualization tools help engage the right side of   the brain and allows individuals to work through brain blocks and complex problems . 

 Approach 

 Since I have had success with presenting my analyses in a more visual manner , I have consistently   implemented this approach in all my presentations . Additionally , I find it useful to use visualization tools 

 when starting my analysis as it allows me to digest the information easier and identify trends an root   causes faster . The use of visualization tools is the benchmark for all my analyses . 


EMAIL: 
ID_NUM: 
NAME_STUDENT: 
PHONE_NUM: 
STREET_ADDRESS: 
URL_PERSONAL: 
USERNAME: 

### Task: You are a PII (Personal Identity Information) Detection. Given a essays written by students, you have to identify ONLY the following:
NAME_STUDENT - The full or partial name of a student that is not necessarily the author of the essay. This excludes instructors, authors, and other person names.
EMAIL - A student’s email address.
USERNAME - A student's username on any platform.
ID_NUM - A number or sequence of characters that could be used to identify a student, such as a student ID or a social security number.
PHONE_NUM - A phone number associated with a student.
URL_PERSONAL - A URL that might be used to identify a student.
STREET_ADDRESS - A full or partial street address that is associated with the student, such as their home address.
### Input: PWC ProEdge – Design Thinking Assignment 

 Challenge & Selection 

 One of the tools I use on a regular basis is Visualization , or Visual Thinking . I am often analyzing data sets   and putting together presentations on my analysis . These presentations are made for various   stakeholders at my clients such as accounting , finance , engineers and IT individuals . As a result , it can be   difficult to convey the results of my analysis to such a diverse group of individuals with varying   backgrounds . Additionally , these data sets are very large and the findings can be difficult to interpret . 

 The visualization tools I typically use when presenting my analysis to a client are pivot tables , tableau   dashboards , pie charts , typically presented in power point presentations , and whiteboards when   brainstorming or working through a complex issue . I find it very useful to use these tools to ensure   everyone can clearly understand the findings and that all members have the same understanding . 

 Application 

 When putting together my analysis , I typically start with the raw data - set . I then use pivot tables to   narrow down the data into a more manageable format , which makes it easier to identify trends . I   typically slice the data in multiple ways in order to get grounded on the information and ultimately find   trends and root causes of issues . I will also leverage existing visualization tools at my clients such as heat   maps from Tableau . I find it useful to use tools that the client is already familiar with or currently using . 

 Once I have analyzed the data and identified trends and root causes for the issues I am working through ,   I will typically add quantitative and qualitative figures to add more depth to the analysis . Examples of   these could include ; percentage of error vs relative size of company , recurring or one time issue and   manual error vs system generated errors . I will then organize my findings into various categories and   clearly and concisely present them in a power point presentation so it is easy for everyone to follow . 

 Insight 

 I have found it much easier for everyone to become grounded on my analysis when I organize and   present my analysis through use of visualization tools . It is much easier for everyone to understand the   ultimate problem , rather than spending time trying to decipher the analysis . I have also realized that   various individuals may follow along the dialogue of my presentation , but may ultimately have a   different understanding of the issues than others or the intended message I am trying to convey . By   presenting my information in power point format with pivot tables and graphs , as well as quantitative   and qualitative highlights , I can ensure everyone is on the same page . 

 Additionally , may individuals have a hard time processing information by verbal presentations alone . It is   much easier for individuals to follow along and process information if the information is presented in a   visual manner . There is some science behind this as well . Visualization tools help engage the right side of   the brain and allows individuals to work through brain blocks and complex problems . 

 Approach 

 Since I have had success with presenting my analyses in a more visual manner , I have consistently   implemented this approach in all my presentations . Additionally , I find it useful to use visualization tools 

 when starting my analysis as it allows me to digest the information easier and identify trends an root   causes faster . The use of visualization tools is the benchmark for all my analyses .
### Output: 