The AEA accepts replication packages from any trusted repository (see list), as long as they meet certain display criteria, and otherwise satisfy the reproducibility criteria as per the AEA Data and Code Availability Policy. The default trusted repository is the AEA Data and Code Repository. If you have doubts about whether a particular repository qualifies as a “trusted” repository, contact the AEA Data Editor before unnecessarily duplicating the deposit.
If depositing at other trusted repositories, please follow these guidelines.
Why deposit at a different repository
There are two main reasons why authors may want to deposit at a different repository:
- They may have already created a deposit (for instance, when releasing a working paper). Deposits should remain where they are, reducing duplication and ambiguity (but see below for changes that may need to be made).
- Certain repositories may have additional features that are not available on the AEA’s repository at openICPSR.
- As of 2022, openICPSR struggles with data deposits that have more than 1,000 files or more than 30GB of content.
- Harvard Dataverse offers up to 1TB for free. An API is available.
- Zenodo offers 50GB per default, but can easily be expanded to more than 200GB upon request. An API to download individual files is available.
The title should clearly distinguish paper and replication package.
- The AEA requires “
Data and Code for: TITLE OF PAPER” when both data and code are part of the replication package, with variants for data-only, code-only, and additional data packages (“
supplemental data”) that may be created to allow for different licensing (for instance, see this guide on creating a separate data deposit)
- Other repositories may offer to automatically prefix the paper title with “
Replication package for: TITLE OF PAPER”. That is acceptable, but not preferred, as it obfuscates what the deposit actually contains.
- Simply repeating the title of the paper is not acceptable.
- Prefixing the title of the paper with “
Data for:” when the replication package actually contains code is not acceptable.
- Users of the Zenodo-Github integration may want to use the [CITATION.cff] file in their Github repository, see citation-file-format.github.io/, Github documentation, and the Citation File generator
The README must use the template README for social science replication packages if the deposit is for a full replication package. If the deposit is for data-only, a simplified README is acceptable, but should
- describe salient characteristics of the data,
- the source of the data
- license information
Summary / Abstract
The summary should be short, but informative. It can include the abstract of the article itself. It should not include information on the related article (which has its own field).
Additional fields / metadata
Some repositories have the ability to provide related articles (most) or other related information.
Authors will need to return to these sites to update these fields with
- the DOI of the published manuscript
- the DOI of any related deposits
This ensures that the information is findable in both directions, not just from the article to the data and code.
NOTE: In any repository other than the AEA’s openICPSR repository, this action must be undertaken by the author, after the publication of the article. It cannot be done by AEA staff.
- if possible, expand all ZIP files, so that individual files can be downloaded.
- under no circumstances should it be necessary to download a (possibly) very large ZIP file to read the README.
- if ZIP files must be used, the visual display of the trusted repository should allow to inspect ZIP files
- for instance, the filenames in a ZIP file can be viewed on Zenodo, but are not browsable on Dataverse or ICPSR.
- when ZIP files cannot be inspected before downloading, the deposit must be amended to “expand” the ZIP file. Exceptions to this rule should be requested from the AEA Data Editor.
The contents of the deposit must, of course, satisfy all other requirements for AEA replication packages.
Uploading and downloading large quantities of files
Some repositories allow for the upload of files via API or import from online services. This may be useful for particularly large data deposits.
- Zenodo: See documentation for the Zenodo API. An example for a simple uploader in Python is on the AEA Github repository. The zenodo_get (Github source) Python package allows to download entire packages. The API can also be used to download individual files from Zenodo.
- Dataverse: See documentation for Dataverse API. A R package
dataverse-client-rcan download individual files or complete packages. pyDataverse is Python code to interface with Dataverses.
Publishing, saving, and sharing
Some repositories offer the ability to share the contents of the deposit prior to publishing it. Authors are encouraged to avail themselves of this opportunity.
Otherwise, authors must publish the repository, and communicate the DOI to the AEA Data Editor as part of the Data and Code Availability Form.
- Zenodo: pre-publication sharing not available
- Dataverse: See Private URL to Review Unpublished Dataset
After publication of the manuscript
Once the AEA has published your manuscript, the manuscript DOI will be locked in place. At this time, there is one final small step that needs to be done: The author should adjust the “backlink” to the published manuscript (the link pointing from the deposit to the manuscript). While the AEA publication staff handle the “forward link” (from the manuscript to the replication package), and handle the backlink for any deposit in the AEA Data and Code Repository, they are unable to do so for any other trusted repository (including PSID and similar non-AEA repositories at ICPSR).
Here are some guidelines on how to do that update:
Adding manuscript DOI to CodeOcean capsule
Authors will need to edit the metadata:
- Log in to CodeOcean
- Navigate to the “Metadata” tab.
- You may have to click “Start editing” at the top of the middle window.
- Add the DOI (it is usually recorded as “to be published”).
- If all rules above were followed, no other changes are necessary.
- Then “Submit for publication”
CodeOcean will then verify the deposit again. Normally, this should not generate a new version (
V2), but rather, a
V1.1. The DOI of the deposit should not change.
Adding manuscript DOI to other openICPSR repositories
Authors will need to edit the metadata under the “Related Publications” heading:
- Log in to openICPSR
- Navigate to your deposits, and select the right one.
- Do NOT create a new version!
- Scroll down to the “Related publications” section.
- In the modal, select “
Import via DOI”:
- Enter the DOI as per instructions
- From the relationship dropdown, select “
is supplemented by”:
Save and Apply. The change will take effect immediately, there is no need to go through the publication process.
Adding related manuscript to Dataverse
This should be applicable to any Dataverse instance.
- Log in to your Dataverse account
- Under profile name, click on “
My Data”, wait for information to load
- Then click on the correct dataset / code / replication package
- Click on
Edit Data > Metadata
- scroll down to “
- choose DOI under “
- paste the DOI provided
- You may need to remove an older (obsolete) entry
- Save and then don’t forget to publish
Contributed by Charlotte Cavaillé.
Adding related manuscript to Zenodo
- Log in to Zenodo, and select your deposit (choose “Upload”, which will show all previous uploads)
- Edit the deposit
- Scroll down to
- Choose “
Add another related identifier” to create an empty field.
- the DOI in the first field.
- Choose “is supplemented by this upload” for the relationship
- Choose “Journal article” to identify the “resource type” that the DOI points to.
When editing the metadata, depositors should add the “American Economic Association” community. The AEA Data Editor will be notified, and will verify compliance, then accept the request. All Zenodo deposits that are in connection with AEA replication package are listed in the AEA Journal Community.
Updating a Pre-Existing Deposit
If your pre-existing deposit does not satisfy all of these rules, you can generally create a new version of the existing deposit. Such a new version is preferable to depositing at the AEA repository, but is your choice. In some cases, a new DOI is assigned (e.g., Zenodo or ICPSR), and you must communicate the DOI of the updated deposit to the AEA Data Editor in a timely fashion.
NOTE: Unless the chosen repository can be shared prior to publication (Dataverse), all such changes are public and visible to others.
Good examples can be found in the AEA Journal Community, for instance:
- U.S. Geological Survey, & Brooks, Leah. (2022). USGS National Map 3DEP 1 Arc-second Digital Elevation Models (DEMs): Full Coverage for U.S. Interstate Highway System [Data set]. Zenodo. https://doi.org/10.5281/zenodo.5830968 (83GB)
- Ministerio de Desarrollo Productivo Argentina, Daruich, Diego, Kozlowski, Julian, & Vilhuber, Lars. (2022). Precios Claros (2016-05 - 2018-03) [Data set]. In American Economic Journal: Macroeconomics. Zenodo. https://doi.org/10.5281/zenodo.6568295 (44GB, about 1,200 files)
These rules may be amended from time to time.