Salary Prediction
@kaggle.thedevastator_jobs_dataset_from_glassdoor
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Tech job positions and salaries from glassdoor.com
Jobs Dataset from Glassdoor
Tech job positions and salaries from glassdoor.com
About this dataset
This dataset contains job postings from Glassdoor.com from 2017 with the following features It can be used to analyze the current trends based on job positions, company size, etc.
How to use the dataset
This dataset contains job postings from Glassdoor.com from 2017, It can be used to analyze salaries based on company size and other information.
Research Ideas
- Identify which factors most affect data science salaries
- Determine which states and cities offer the highest paying data science jobs
- Predict what a data science job posting will pay based on the job description
Acknowledgements
This dataset was scraped from Glassdoor.com by Ramiro Gomez.
License
> License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
> No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.
Columns
File: eda_data.csv
| Column name | Description |
|---|---|
| job_id | The unique identifier for the job posting (Numeric) |
| job_state | The state where the job is located (String) |
| same_state | A binary indicator of whether the job is in the same state as the person looking at the job (String) |
| age | The age of the person looking at the job (Numeric) |
| python_yn | A binary indicator of whether the person looking at the job knows Python (String) |
| R_yn | A binary indicator of whether the person looking at the job knows R (String) |
| spark | A binary indicator of whether the person looking at the job knows Spark (String) |
| aws | A binary indicator of whether the person looking at the job knows AWS (String) |
| excel | A binary indicator of whether the person looking at the job knows Excel (String) |
| job_simp | A simplified job title (String) |
| seniority | The seniority of the job (String) |
| desc_len | The length of the job description (Numeric) |
| num_comp | The number of competitors for the job (Numeric) |
File: glassdoor_jobs.csv
| Column name | Description |
|---|---|
| job_id | The unique identifier for the job posting (Numeric) |
File: salary_data_cleaned.csv
| Column name | Description |
|---|---|
| job_state | The state where the job is located (String) |
| same_state | A binary indicator of whether the job is in the same state as the person looking at the job (String) |
| age | The age of the person looking at the job (Numeric) |
| python_yn | A binary indicator of whether the person looking at the job knows Python (String) |
| R_yn | A binary indicator of whether the person looking at the job knows R (String) |
| spark | A binary indicator of whether the person looking at the job knows Spark (String) |
| aws | A binary indicator of whether the person looking at the job knows AWS (String) |
| excel | A binary indicator of whether the person looking at the job knows Excel (String) |
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