Difference between revisions of "ANLY482 AY2017-18T2 Group13 Analysis & Findings"
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+ | '''Manipulation and Cleaning of Staff List''' | ||
+ | |||
+ | 1. As the staff list provided were in separate sheets, data fields were standardized and merged into 1 data set. | ||
+ | |||
+ | {| class="wikitable" | ||
+ | |- | ||
+ | ! Previous field name !! New field name !! Sheet affected | ||
+ | |- | ||
+ | | Job Code || Job Title || Dec'13 & Dec '14 | ||
+ | |- | ||
+ | | Job Group || Staff Group || Dec'14 | ||
+ | |- | ||
+ | | Designation || Job Title || Dec'15, Dec'16, Dec'17 | ||
+ | |- | ||
+ | | Staff Grade || Staff Group || Dec'15, Dec'16, Dec'17 | ||
+ | |- | ||
+ | | Section || Department || Dec'15, Dec'16, Dec'17 | ||
+ | |- | ||
+ | | Department || Location || Dec '14, Dec'15, Dec'16, Dec'17 | ||
+ | |} | ||
<br/> | <br/> |
Revision as of 02:30, 26 February 2018
DATA CLEANING & MAPPING
Manipulation and Cleaning of Training Records
In order to rectify these missing data points, we replaced the values whenever possible as the team hopes to analyze as many data points as possible. When replacement of values are not possible, records are excluded from analysis.
Missing data (Field) | Action |
---|---|
Start and End date | 1. Attempted to find corresponding dates from exact course titles, unsuccessful
2. Attempt to take 'Create date' however inaccurate as record could have been created after actual start and end date 3. Excluded (Final action) |
Category | Replaced missing data with corresponding records with exact course title |
Manipulation and Cleaning of Staff List
1. As the staff list provided were in separate sheets, data fields were standardized and merged into 1 data set.
Previous field name | New field name | Sheet affected |
---|---|---|
Job Code | Job Title | Dec'13 & Dec '14 |
Job Group | Staff Group | Dec'14 |
Designation | Job Title | Dec'15, Dec'16, Dec'17 |
Staff Grade | Staff Group | Dec'15, Dec'16, Dec'17 |
Section | Department | Dec'15, Dec'16, Dec'17 |
Department | Location | Dec '14, Dec'15, Dec'16, Dec'17 |
INSIGHTS
To be updated
ANALYSIS
To be updated