This repository contains information about the "Top Pay by Level" based data from Levels.fyi's "End of Year Pay Reports".
The data from Levels.fyi is a great resource for understanding the compensation landscape in the tech industry. The data is crowdsourced, and is a great way to understand what the 'market rate' is for a given role.
This repository simply takes public data from Levels.fyi's "End of Year Pay Reports" and visualizes the data in a different way for easy comparison.
This repository welcomes contributions. If you have an idea for a visualization, or a different way to present the data, feel free to open an issue to start the conversation, and if you wish, a PR with the respective code change.
The data used in this repository is sourced from Levels.fyi's "End of Year Pay Reports". The data is publicly available, and can be found at the following links:
Each year a Top Pay by Software Engineering Level section exists, and is broken down by level of engineer - starting in 2022, additional roles in 'tech' have started to be included as well.
To generate the graphs in this repository, @ChrisCarini has gone through and collected the data from each year into data.csv in this repository.
- Create a script that scrapes the data from Levels.fyi
Below are notes for my own consumption.
- It was a pain to figure out the name of the chart I was looking for; below are some names I came across, but none seem to be the definitive name
- Bump Chart
- Rank Chart
- Ranking Plot
- Pareto chart
- Slopegraph
- Parallel coordinate plot
Below is mostly a laundry list of the tabs I have open. Lots of them might be 'useful-ish' tabs that were me capturing graphs/visuals that were semi-close to what I was looking for.
- https://chartexpo.com/charts/slope-chart
- https://python-graph-gallery.com/parallel-plot/
- https://python-graph-gallery.com/501-parallel-plot-seaborn/
- https://www.juiceanalytics.com/writing/parallel-coordinates
- https://www.analyticsvidhya.com/blog/2021/11/visualize-data-using-parallel-coordinates-plot/
- https://www.data-to-viz.com/graph/parallel.html
- https://en.wikipedia.org/wiki/Parallel_coordinates
- https://stephanieevergreen.com/ranking-data-in-excel/
- https://www.quanthub.com/data-storytelling-charts-for-displaying-ranks/
- https://github.com/apache/echarts
- https://echarts.apache.org/examples/en/editor.html?c=bump-chart
- https://echarts.apache.org/examples/en/editor.html?c=parallel-simple
- https://echarts.apache.org/examples/en/editor.html?c=parallel-aqi
- https://echarts.apache.org/examples/en/editor.html?c=parallel-nutrients
- https://echarts.apache.org/examples/en/editor.html?c=scatter-matrix
Below are some of the useful links for getting the data from Levels.fyi - they contain the HTML pages, as well as the PDFs that Levels.fyi generated.