Data Analysis Report: Analysis of Customer Interest in Gym Sessions

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Added on  2023/04/21

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This report presents an analysis of gym customer data, focusing on the time customers spend in the gym. The analysis includes descriptive statistics, such as the mean, median, and standard deviation, to understand customer behavior. A frequency table and histogram are used to visualize the data, revealing the distribution of time spent at the gym. The average time spent by customers is approximately 123.3 minutes, with a median of 121 minutes. The standard deviation indicates a moderate level of data variation. The report aims to provide insights into customer engagement and inform decisions related to gym operations. The findings are based on a sample of 98 customers, offering a snapshot of customer preferences and habits within the gym environment. The research highlights the application of statistical methods in understanding and interpreting customer data.
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Running head: DATA ANALYSIS
1
Name of Student
Institution Affiliation
Course Title
Date of Submission
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DATA ANALYSIS
2
1. The following describes what I have done in this group
Generally, I have helped analyze the dataset provided for this project, came up with statistical
insight helpful for decision making. The aim of the research was to conduct depth analysis on the
interest of the participant of a new gym established by the international sporting company.
2. My reflection and experience
This research has helped gain much experience on different methods and tools of data analysis
and how to come up with a better insight from the analyzed data.
Descriptive Statistics
I conducted descriptive analysis with aim of obtaining information on the time the customers
who attend the gym session. From the analysis, we will discuss the customers' interest in a gym
session. Here is the data set that we obtained from sampled 98 customers. We used a frequency
table to summarize the data as seen below.
Table 1
Time in min (minutes) spent in the
gym Frequency (number of customers)
0-50 2
51-100 22
101-150 49
151-200 19
201-250 6
Below is the histogram for the data set.
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DATA ANALYSIS
3
0-50 51-100 101-150 151-200 201-250
0
10
20
30
40
50
60
Frequency (number of customers)
Frequency (number of
customers)
Generally, the average time that the customers took in the gym was 123.3 minutes. Therefore, we
can say that the average time that we should expect a client in the gym is about 123.3 minutes.
The middle time (median) taken by the customers was found to be 121 minutes. The standard
deviation (coefficient of variation) was obtained to be 40.09 which are a bit far from the mean.
We can say that there was a big variation of the data set and the variation skewed to be left since
the standard variation is less than the mean value.
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