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

From Analytics Practicum
Jump to navigation Jump to search
Line 27: Line 27:
 
== Univariate Analysis ==
 
== Univariate Analysis ==
 
=== Appointment Duration (Response Variable) ===
 
=== Appointment Duration (Response Variable) ===
<center>
+
[[File:Appt_Purpose|400px|frameless|center]]
[[File:Mean Purposes.png|450px|frameless]][[File:Std Dev Purposes.png|450px|frameless]]</center>
 
<center>Graphs of Mean & Standard Deviation of the appointment duration
 
</center>
 
 
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:  
 
* Mean duration: 1:22
 
* Mean duration: 1:22
Line 41: Line 38:
 
We performed bivariate analysis on each independent variable to find out their individual effect on appointment duration and obtained the following main findings:
 
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 ===
 
===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).
 +
 
===Appointment Purpose===
 
===Appointment Purpose===
 +
 
===Escort===
 
===Escort===
 +
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==
 
==Multivariate Regression==
 
===Stepwise Regression===
 
===Stepwise Regression===

Revision as of 18:51, 8 April 2018

HOME

PROJECT OVERVIEW

ANALYSIS & FINDINGS

PROJECT MANAGEMENT

DOCUMENTATION

MAIN PAGE

Univariate Analysis

Appointment Duration (Response Variable)

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

  • 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).

Appointment Purpose

Escort

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