Difference in biking times between male and female

Abstract

This project intends to examine if there is any difference between male bikers and female bikers in the day and night time. More specifically, my initial hypothesis is that men are more likely to bike than women in the night time due to safety concerns. Women are more sensitive to the potential safety risks when traveling at night than men do.

Data

I use the information of bikers in February, 2015 as the sample for my study. The time they started biking will be the determinant of the time they biked. I divided my sample into two groups, men and women based on the gender information. The day and night times are categorized as the followings:

  • Day time: from 7am - 7pm
  • Night time: from 7pm - 7 am

Based on the available data, I calculated the normalized ratios of bikers in the day and night times for each gender for illustrative graphs and statistical analysis.

Analysis

Data Overview

The graphs below show that there may be some differences between men and women in terms of the hours they are most likely to bike. In figure 1, the fractions of men riding bike after 6pm and before 8am are higher than those of women riding bike. In figure 2, which illustrates the fraction of each gender at day and night, the fraction of female riders is higher than that of male riders at day and lower at night.

Figure 1: Number of Citibike bikers per gender in Februrary 2015 during each hour of the day

Figure 2: Fraction of Citibike bikers per gender in Februrary 2015 for day time (left) and night time (right)