Does standardization matter? Evaluating the potential of the Common European Framework of Reference for Languages (CEFR) to foster labour market inclusion of immigrants (DISCEFRN): Web-scraped dataset

Version 1.0
Miriam Schmaus, 2025, "Does standardization matter? Evaluating the potential of the Common European Framework of Reference for Languages (CEFR) to foster labour market inclusion of immigrants (DISCEFRN): Web-scraped dataset", https://doi.org/10.18710/K6WA0V, DataverseNO, V1
Learn about Data Citation Standards.
Contact Owner Share
Dataset Metrics
0 Downloads
Description

This dataset contains the web-scraped information on the language requirements of about 90,000 job-ads collected within the DISCEFRN project (see metadata section Funding Information). Within DISCEFRN, we collected and analysed the language requirements for all job-ads that were released in one of Norway’s main online job-sites over the course of one year (01/2024-12/2024). We were specifically interested in the prevalence of CEFR-based requirements in the Norwegian labour market, and in the CEFR levels that were required for different professions.

This dataset contains all the web-scraped information, most notably on language requirements (CEFR level, non-subjective formulations) and occupational type (ISCO, SIC). It is a stand-alone dataset and contains all relevant data to re-produce associated publications (See metadata field on Publications) or be reused for other research interests. Yet, it can still be linked to additional DISCEFRN datasets, i.e. the vignette-study data set, where a subsample of employers who advertised these job-ads participated in a survey experiment (https://doi.org/10.18710/6YMZLS).

(2025-06-01)
Subject Social Sciences
Keyword Language Requirements (CEFR), Web-scraped data
Related Publication Schmaus, M., Carlsen, C.H., Bugge, E., (in preparation) Language requirements within the Norwegian labour market – a comprehensive overview of the share, level and adequacy of current CEFR-based requirements (Manuscript in Preparation)
License/Data Use Agreement

CC0 1.0

Filter by
1 to 5 of 5 Files
 Request Access
00_README_DISCEFRN_Web-scraped_dataset.txt
Plain Text - 4.4 KB
Published Aug 11, 2025
0 Downloads
MD5: 6698df56d3f04abac4a6fb37d883c6b4
Preview "00_README_DISCEFRN_Web-scraped_dataset.txt"
01_Codebook_DISCEFRN_Web-scraped_dataset.pdf
Adobe PDF - 215.5 KB
Published Aug 11, 2025
0 Downloads
MD5: 213ac331b06cf72586e00b36f4b591bc
Preview "01_Codebook_DISCEFRN_Web-scraped_dataset.pdf"
02_Background_DISCEFRN_Web-scraped_dataset.pdf
Adobe PDF - 198.9 KB
Published Aug 11, 2025
0 Downloads
MD5: d3ac475567502f79ff7e4faa494680c3
Preview "02_Background_DISCEFRN_Web-scraped_dataset.pdf"
discefrn_wsdata.csv
Comma Separated Values - 31.0 MB
Published Aug 11, 2025
0 Downloads
MD5: 7aba92c9e52bde219ac586a19cf14baf
DataNot available until 2026-12-01
discefrn_wsdata.dta
Stata Binary - 189.6 MB
Published Aug 11, 2025
0 Downloads
MD5: 2fe2d3c26e414d812accc66d7db9e1f2
DataNot available until 2026-12-01
Edit File

This file has already been deleted (or replaced) in the current version. It may not be edited.

Restrict Access

Restricting limits access to published files. People who want to use the restricted files can request access by default. If you disable request access, you must add information about access to the Terms of Access field.

Learn about restricting files and dataset access in the User Guide.

Enable access request
You must enable request access or add terms of access to restrict file access.
Save Changes
Edit Embargo

The selected file or files have already been published. Contact an administrator to change the embargo date or reason of the file or files.
Edit Retention Period

The selected file or files have already been published. Contact an administrator to change the retention period date or reason of the file or files.
Delete Files

The file will be deleted after you click on the Delete button.

Files will not be removed from previously published versions of the dataset.

Select File(s)

Please select one or more files.

Share Dataset

Share this dataset on your favorite social media networks.

Continue
Dataset Citations

Citations for this dataset are retrieved from Crossref via DataCite using Make Data Count standards. For more information about dataset metrics, please refer to the User Guide.

Sorry, no citations were found.
Inaccessible Files Selected

The selected file(s) may not be downloaded because you have not been granted access or the file(s) have a retention period that has expired or the files can only be transferred via Globus.

You may request access to any restricted file(s) by clicking the Request Access button.

Ineligible Files Selected

The selected file(s) may not be transferred because you have not been granted access or the file(s) have a retention period that has expired or the files are not Globus accessible.

You may request access to any restricted file(s) by clicking the Request Access button.

Download Options

The files selected are too large to download as a ZIP.

You can select individual files that are below the 4.7 GB download limit from the files table, or use the Data Access API for programmatic access to the files.

Select File(s)

Please select a file or files to be downloaded.

Inaccessible Files Selected

The selected file(s) may not be downloaded because you have not been granted access or the file(s) have a retention period that has expired.

Click Continue to download the files you have access to download.

Ineligible Files Selected

Some file(s) cannot be transferred. (They are restricted, embargoed, with an expired retention period, or not Globus accessible.)

Click Continue to transfer the elligible files.

Delete Dataset

Are you sure you want to delete this dataset and all of its files? You cannot undelete this dataset.

Delete Draft Version

Are you sure you want to delete this draft version? Files will be reverted to the most recently published version. You cannot undelete this draft.

Unpublished Dataset Private URL

Private URL can only be used with unpublished versions of datasets.

Unpublished Dataset Private URL

Are you sure you want to disable the Private URL? If you have shared the Private URL with others they will no longer be able to use it to access your unpublished dataset.

Delete Files

The file(s) will be deleted after you click on the Delete button.

Files will not be removed from previously published versions of the dataset.

Compute

This dataset contains restricted files you may not compute on because you have not been granted access.

Deaccession Dataset

Are you sure you want to deaccession? This is permanent and the selected version(s) will no longer be viewable by the public.

Deaccession Dataset

Are you sure you want to deaccession this dataset? This is permanent an it will no longer be viewable by the public.

Version Differences Details

Please select two versions to view the differences.

Version Differences Details
 
Version:
Last Updated:
Version:
Last Updated:
Select File(s)

Please select a file or files for access request.

Select File(s)

Embargoed files cannot be accessed. Please select an unembargoed file or files for your access request.

Edit Tags

Select existing file tags or create new tags to describe your files. Each file can have more than one tag.

Request Access

  You need to Log In to request access.

Dataset Terms

Please confirm and/or complete the information needed below in order to request access to files in this dataset.

This dataset is made available under the following terms. Please confirm and/or complete the information needed below in order to continue.

Our Community Norms as well as good scientific practices expect that proper credit is given via citation. Please use the data citation shown on the dataset page.

CC0 1.0

Preview Guestbook

Upon downloading files the guestbook asks for the following information.

Account Information

Package File Download

Use the Download URL in a Wget command or a download manager to download this package file. Download via web browser is not recommended. User Guide - Downloading a Dataverse Package via URL

https://dataverse.no/api/access/datafile/

Compute Batch
Clear Batch
Dataset Persistent Identifier Change Compute Batch
Compute Batch
Submit for Review

You will not be able to make changes to this dataset while it is in review.

Publish Dataset

Are you sure you want to republish this dataset?

Select if this is a minor or major version update.

Publish Dataset

This dataset cannot be published until Western Norway University of Applied Sciences is published by its administrator.

Publish Dataset

This dataset cannot be published until Western Norway University of Applied Sciences and DataverseNO are published.

Return to Author

Return this dataset to contributor for modification.