# Scoping Review: Inequalities on the Labour Market

This repository contains all data, modelling and processing source code and the complete textual content to reproduce the scoping review study.
The most up-to-date version of this repository can always be found [here](https://git.martyoeh.me/professional/wow-inequalities).

Raw references, extracted and processed data can all be found in the `data/` directory:
Reference data include the unmodified database queries using the scoping review search terms,
and the bibtex file produced by Zotero after tagging and sorting in a Zotero library, ready to be re-imported into the application.
Extracted data include the fully extracted studies which make up the main sample for the review.
Processed data are ready to import into a dataframe or visualize in a report.

All full texts and visualization code reside in the `manuscripts/` directory.
The full working paper text and code can be found in the `scoping_review.qmd` file.
The full article text can be found in the `article.qmd` file.

They both make use of supplementary extraction and processing code which resides in the `src/` directory,
mainly to load processed data from the `data/` directory and turn it into `.csv` data,
as well as pre-processing for visualization and validity ranking within the study.

## Execution and Reproduction

To reproduce the content herein, there are 3 requirements:

- [Python](https://www.python.org/) (minimum version 3.11)
- [Poetry package manager](https://python-poetry.org/)
- [Quarto publishing system](https://quarto.org/)

Once you have all required software to install all necessary package dependencies,
invoke poetry from the main repository directory:

```bash
poetry install
```

Now, by invoking `make` the project can be rendered:

```bash
make
```

Make will by default extract the processed data and use it to render the full project into a pdf, an html and a docx version of the review, which are deposited in the `outputs/` directory.

You can invoke any of the `extract`, `render`, `release` steps manually instead by executing e.g. `make extract`.