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During testing, there were comments and concerns about the speed of the application. Further testing of the 8ball application demonstrated that the speed issue was a result of the application's inability to retrieve submission within a reasonable time. It was found that the internet and cellular data speed were not the main factors causing the delays in processing speed. In response to this, the app was updated, which significantly improved the speed.
 
During testing, there were comments and concerns about the speed of the application. Further testing of the 8ball application demonstrated that the speed issue was a result of the application's inability to retrieve submission within a reasonable time. It was found that the internet and cellular data speed were not the main factors causing the delays in processing speed. In response to this, the app was updated, which significantly improved the speed.
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===Time Saving===
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===8ball vs Manual Process===
 
Twenty submissions were randomly selected for analysis to determine the time saved by using the application compared to manually typing and searching for ingredients. Figure 1 illustrates the results of the analysis after outliers were removed. Overall the application processing time (2.9 minutes) is faster on average compared to manual process.
 
Twenty submissions were randomly selected for analysis to determine the time saved by using the application compared to manually typing and searching for ingredients. Figure 1 illustrates the results of the analysis after outliers were removed. Overall the application processing time (2.9 minutes) is faster on average compared to manual process.
    
[[File:Figure.png|center|thumb|578x578px|Time saving analysis of 20 submissions during soft launch after removal of outliers. The average time saved is indicated by the red bar. The green bar demonstrates submissions where the application had lower processing time, while the yellow bars represent higher application processing time. ]]
 
[[File:Figure.png|center|thumb|578x578px|Time saving analysis of 20 submissions during soft launch after removal of outliers. The average time saved is indicated by the red bar. The green bar demonstrates submissions where the application had lower processing time, while the yellow bars represent higher application processing time. ]]

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