Challenge : Changing the way , or better totally revising the way , we are used to 

 code / program speciﬁc parts of our application ecosystem is not easy . Many times you had 

 sedimented programs and behaviour , but you know deep inside something could be done 

 in a diﬀerent way . This kind of activities were increasing , but with no leverage on 

 experience , with higher costs and maintenance . 

 Lot of options on the table : new coding approaches , new tools . Where to go ? 

 Selection : So , we have many ideas , but with no clear idea on beneﬁts and costs = > which 

 one to choose ? And most of all , which business case to bring to our leadership ? Too many 

 stakeholders and possible eﬀects to have a decent plan . As well , some technological 

 doubts … . will it work ? 

 We therefore used “ Learning Launches ” to test our best ideas and conﬁrm them . 

 Application : We initially applied our ideas to a small set of code , to learn what it means to 

 implement , get the real costs , and see outcomes . We did not spend a lot of time trying to 

 document and to scale up , but rather we focused on experience itself and on its results . 

 Insight : Experience actually made us realize that an initial idea , put on hold after the ﬁrst 

 tests , was the best one . Failures help . And maybe discarded options may become the best 

 one you still have . 

 Approach : Next time I will make sure that in the experiments team I am having a 

 representation for ALL stakeholders . 


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: Challenge : Changing the way , or better totally revising the way , we are used to 

 code / program speciﬁc parts of our application ecosystem is not easy . Many times you had 

 sedimented programs and behaviour , but you know deep inside something could be done 

 in a diﬀerent way . This kind of activities were increasing , but with no leverage on 

 experience , with higher costs and maintenance . 

 Lot of options on the table : new coding approaches , new tools . Where to go ? 

 Selection : So , we have many ideas , but with no clear idea on beneﬁts and costs = > which 

 one to choose ? And most of all , which business case to bring to our leadership ? Too many 

 stakeholders and possible eﬀects to have a decent plan . As well , some technological 

 doubts … . will it work ? 

 We therefore used “ Learning Launches ” to test our best ideas and conﬁrm them . 

 Application : We initially applied our ideas to a small set of code , to learn what it means to 

 implement , get the real costs , and see outcomes . We did not spend a lot of time trying to 

 document and to scale up , but rather we focused on experience itself and on its results . 

 Insight : Experience actually made us realize that an initial idea , put on hold after the ﬁrst 

 tests , was the best one . Failures help . And maybe discarded options may become the best 

 one you still have . 

 Approach : Next time I will make sure that in the experiments team I am having a 

 representation for ALL stakeholders .
### Output: 