rbiotechsalary

Installation

You can install the development version of rbiotechsalary from GitHub with:

# install.packages("devtools")
devtools::install_github("wvictor14/rbiotechsalary")

goals of this project

1. Provide user-friendly access to cleaned biotech salary information from r/biotech
   • focus on normalizing the most relevant variables
2. Convey a minimal but relevant set of statistics and visualizations on salary information
   • enable relevant queries with customized search based on normalized (cleaned) data for role titles, and location data
3. Promote community involvement and open-source frameworks
   • allow user to explore raw data
   • open-access data provenance

Task list

Ideas

? indicate still considering if worth

deployment

• dockerize
• decide on hosting service - digital ocean
• deploy
• automate software updates
• automate data updates
  • regular pulling updates from google sheets
  • target pipeline
  • automate new data cleaning and uploading

General

• add research associate data
• add other departments like product dev, clinical, business etc.

For cleaning

Targeted minimum set of variables:

• timestamp
• role title
• location
• salary base
• salary bonus
• experience years

For app

Filters

• add filter by location
• add filter by timestamp
  • select by year, or by all
• add filter by role title

Salary graphs

How to lay these out? by tabs?

• salary x experience
  • raw data - cool
• histogram
  • toggle between base / total
  • show median in text + line
  • show range (10th and 90th percentile?)

Table

• reactable winner over gt and DT -> server side processing, feature-ful and looks good
• show TC and breakdown base and bonus concisely - merge_cols()
• finalize column inclusion
  • options good to include

docker

for remembering how to docker:

docker container ls
docker exec -it <container_name> bash

# stop and remove
docker stop $(docker ps -a -q)
docker rm $(docker ps -a -q)

# build and push
docker build -t rbiotechsalary .
docker tag rbiotechsalary victor2wy/rbiotechsalary
docker push victor2wy/rbiotechsalary # push to dockerhub

# run
docker run --user shiny -dp 3838:3838 victor2wy/rbiotechsalary #dockerhub

docker pull victor2wy/rbiotechsalary:latest
docker run --user shiny -p 3838:3838  rbiotechsalary # local