At this time, I will share my analysis and visualization what I did on Data Scientist Jobs Dataset. The dataset I got from Kaggle (Source : https://www.kaggle.com/andrewmvd/data-scientist-jobs ). The dataset scraped from glassdoor, and it contains 3909 rows data and 17 columns(that is ‘Job Title’, ‘Salary Estimate’, ‘Job Description‘, etc). From that dataset, I have analyzed and visualized it to gain informations from that data and also make the data can be easily understood.
Amidst the pandemic many people lost their jobs, with this dataset it is possible to hone the job search so that more people in need can find employment. This dataset was created by picklesueat and contains more than 3900 job listing for data scientist positions, with features such as: - Salary Estimate
-
Location
-
Company Rating
-
Job Description
-
and more.
From the figure above, we know open recruitments its not only for data scientist job. So, we drop data which doesn’t contain data scientist or data science in Job title columns, because we want to explore only data scientist jobs.
- Analysis and visualization top 10 location based on count of data scientist jobs
Top 10 location based on count of data scientist jobs
- Analysis and visualization top 5 sector based on count of data scientist jobs in each locations
Top 5 sector based on count of data scientist jobs in each locations
- Analysis and visualization top 5 industry based on count of data scientist jobs in each locations
Top 5 industry based on count of data scientist jobs in each locations
- Analysis and visualization top 5 salary based on count of data scientist jobs in each locations
Top 5 salary based on count of data scientist jobs in each locations
- Analysis and visualization top and bottom 10 average salary estimate for data scientist jobs in each locations
Top and bottom 10 average salary estimate for Data Scientist Jobs in each locations
- Analysis and visualization top and bottom 10 average salary estimate for data scientist jobs in each sectors
Top and bottom 10 average salary estimate for Data Scientist Jobs in each sectors
- Analysis and visualization top and bottom 10 average salary estimate for data scientist jobs in each industries
Top and bottom 10 average salary estimate for Data Scientist Jobs in each industries
- Analysis and visualization the comparasion of whether data scientist jobs is easy apply or not
Easy apply for data scientist jobs
- Analysis and visualization counts of data scientist jobs based on revenue
Counts of data scientist jobs based on revenue
- Analysis and visualization counts of data scientist jobs based on rating
Counts of data scientist jobs based on rating
- Analysis and visualization top and bottom 10 average rating of Company who open recruitment data scientist jobs in each locations
Top and bottom 10 average rating of Company who open recruitment data scientist jobs in each locations
- Analysis and visualization top and bottom 10 average rating of Company who open recruitment data scientist jobs in each sectors
Top and bottom 10 average rating of Company who open recruitment data scientist jobs in each sectors
- Analysis and visualization top and bottom 10 average rating of Company who open recruitment data scientist jobs in each industries
Top and bottom 10 average rating of Company who open recruitment data scientist jobs in each industries
For details you can check my code : Data Analysis and Visualization on Data Scientist Jobs.ipynb