Difference between revisions of "ANLY482 AY2016-17 T2 Group23 Silver Daisies Analysis and Findings"

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== Univariate Analysis ==
 
== Univariate Analysis ==
=== Appointment Duration (Response Variable) ===
+
=== Appointment Duration ===
 
We performed univariate analysis on appointment duration to find out the current distribution and summary statistics and obtained the following results:  
 
We performed univariate analysis on appointment duration to find out the current distribution and summary statistics and obtained the following results:  
 
[[File:Duration.png|500px|frameless|none]]
 
[[File:Duration.png|500px|frameless|none]]

Revision as of 19:24, 8 April 2018

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ANALYSIS & FINDINGS

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Univariate Analysis

Appointment Duration

We performed univariate analysis on appointment duration to find out the current distribution and summary statistics and obtained the following results:

Duration.png
  • Mean duration: 1:22
  • Median duration: 1:12
  • Standard deviation: 0:47
  • Non-parametric distribution

Bivariate Analysis

We performed bivariate analysis on each independent variable to find out their individual effect on appointment duration and obtained the following main findings:

Appointment Clinic

The median duration differs from clinic to clinic. The longer average appointment duration includes SNEC (Singapore National Eye Center), NUH (National University Hospital), and NCC (National Cancer Centre). The shorter durations mainly come from neighborhood polyclinics, such as Geylang polyclinic, BMP (Bukit Merah Polyclinic), and CWC (Community Wellness Centre).

Appt clinic.png

Appointment Purpose

From the distribution analysis, we can see that Ophthalmologist takes the longest duration while Tests takes the shortest duration.

Appt Purpose.png

Escort

Escort.PNG

Analyzing the appointment durations when there is Next-of-kin accompaniment vs Family (more than 1 NOK) accompaniment vs Medical escort accompaniment, we see a difference in median appointment durations. We conducted a Oneway Anova analysis (Appendix 4) and conclude that medical escort is significantly higher than Family & NOK escort but not significantly different between NOK and Family escort.

Multivariate Regression

Stepwise Regression