Chapter 2 Proposal
2.1 Research topic
In this project, we focus on how various jobs are paid differently in New York City by analyzing internal features, including related industries, position levels, geographical locations, residence requirements etc. Studying how these features are correlated and have different significance levels on the output salaries will facilitate our understanding of the labor market structure of NYC and help job seekers know what positions are statistically better suited and paid. Ultimately, we aim to take advantage of sophisticated visualization tools to display all the critical information and the rules they’re playing. Another potential factor worth exploring is the pandemic happening throughout the past few years. Hence we will make our analysis and output reproducible to keep monitoring its short-term and long-term effects on how the labor industries are affected. Job postings on the City of New York’s official jobs site will serve as the data source.
2.2 Data availability
The primary data set we have chosen to use is the NYC Jobs from data.gov. The data-set contains data from jobs listings around NYC. The data is collected from the City of New York’s official jobs website here.
The data was first published January 8th 2020, and was most recently updated October 25th, 2022. The NYC OpenData project maintains the data. The data is available for download via csv. Thus, we intend to download the csv file and upload it directly into R.
There are two reasons that we chose this dataset: Firstly, the data was easily downloadable in a form that could be imported directly into R with little pre-processing. Secondly, it had several variables that we could explore the relationship between.There are many interesting things to discover, such as what categories have the most jobs, what kinds of jobs tend to have a higher salary, whether a higher leveljob has a higher salary, which location tends to pay more.
A brief explanation to some of the columns:
Agency
: Name of the New York City agency (“agency” or “hiring agency”) where a
job vacancy exists.
Posting Type
: Identifies whether a job posting is an Internal or External
posting. Internal postings are available to City employees only and external
postings are available to the general public.
Job Category:
Broad Classification of where all the jobs would fall in.
Full-time/Part-Time
: Time frame of a job.
Salary Range From
: The beginning salary cap for that particular opening.
Salary Range To
: The highest cap for that particular job opening.
Salary Frequency
: The payment factor for the job, hourly or annual.
Work Location
: The location of the workplace.
Job Description
: A brief idea of what the job will contain.
Minimum Qual Requirements
: The minimum qualifications a candidate must possess
for the job.
Preferred Skills
: Optimal skills which the posting is looking for.