Polls regarding self-citations and field determination in RePEc

March 22, 2026

RePEc manages quite a bit of linked metadata about publications, authors, and institutions. This allows to draw some statistics, and some of those metrics are used to compute various impact factors and rankings. In this blog post, we propose some changes in how self-citations are handled in those metrics and how the research field(s) of authors are determined. As this may have an impact on various rankings, we put those changes to a vote.

Author self-citations

Currently, any author metric using citations does not include self-citations. To be more precise, the citation count of author A does not include works authored by A (as well as citations from the same serial). This implies that a work co-authored by A and B may count differently for those two authors, unless all their works are co-authored.

The proposal is that citations by all co-authors be considered self-citations, thus the contribution to the citation count is the same for all co-authors. There is a computational benefit, the count only needs to be done once. There is also a transparency benefit, it is easier to reconcile or replicate citation numbers across authors. Finally, it (partially) deals with the problem of citation clubs.

Serial self-citations

Similarly to authors, self-citations are also not included in the computation of impact factors in the sense that citations from works in the same serial (journal, working paper, book, or chapter series) are dropped from the citation count. Many works appear in different serials, such as a journal article may also be available in a working paper series. This implies that a research work available in several serials may get a different count of citations depending on where it is listed.

The proposal is to count self-citations across all versions of a work the same way, mean that self-citations from all involved serials are dropped. The benefits are similar to those for authors: one single computation for all versions, ease of replication, and dealing with citation clubs.

Note that if both changes are adopted, the citation count for a work would be the same across all co-authors and versions.

Categorization of authors into fields

Currently, authors are categorized into fields using data from NEP. This project disseminates new economics papers, with volunteer editors choosing which ones fall into their field. Once authors have a certain number of papers disseminated through a NEP report, they are considered to be part of that field. For field-specific author rankings, the proportion of NEP-disseminated papers in that field to all NEP-disseminated papers is used to weigh their metrics.

This process has the advantage that a human editor consistently classified what is deemed to be part of a field’s literature. While not all the literature is disseminated through NEP, a good proportion is. The disadvantage is that NEP fields can change. Recently, one was split in two and new ones were added. These new reports do not have the NEP history needed to properly identify who is in that field.

The proposed solution is to include JEL codes in the classification for any work that was not disseminated through NEP. We would work with NEP editors to create a mapping between their fields and the relevant JEL codes. The advantage is that retrospective material would then be available for any new field and new material could be added for any NEP report that is dormant or abandoned.

Polls are open for a month, until 2026-04-21 00:00 UTC. Thank you for participating.


RePEc in February 2026

March 10, 2026

There was quite a bit of movement with NEP reports: some editorships changed, one report was split in two (NEP-URE Urban and Real Estate Economics into NEP-HRE Housing and Real Estate and NEP-UEP Urban Economics and Policy) and a few new reports got added: NEP-MID Minorities Research (Ethnic, LGBTQ+, Disabilities), NEP-MIN Mining, and NEP-PBC Prices and Business cycles.

A few new publishers joined RePEc with their archives: IDEAGOV, Journal of Applied Technology and Innovation (JATI), Electronic Journal of Business and Management (EJBM), Yaroslavl State Technical University, Plataforma de Acción, Gestión e Investigación Social, South American Publishing. We counted 374,617 file dwnloads and 4,730,910 abstract views, with the caveat that the latter statistic is not reliable. No milestone to report this month.


RePEc in January 2026

February 16, 2026

This post is unusually late, in large part because we tried for a long time fixing the statistics for abstract views, whose quality has continued to deteriorate markedly due to AI robot traffic. It does not appear to be something that we can fix, but we will continue providing the data with a disclaimer. Full-text download statistics are believable, for the moment.

Thus, we counted 373,807 file downloads and 12,167,153 abstract views in January 2026. The latter is of course a (doubtful) record. We welcomed six new RePEc archives: Romanian Academic Society of Administrative Sciences, George Brown Press, Management and Business, Berger Science Press, Innovation and Sustainability, and ijcsacademia.com. And we reached the following milestones:

200,000 NEP reports issued
750 blogs with RePEc links indexed on EconAcademics.org


RePEc in December 2025, and a look back at 2025

January 11, 2026

RePEc services continue to see increases in traffic that we find hard to believe, with 371,613 file downloads and 6,441,286 abstract views in December 2025. But more on that below. We welcomed a few new RePEc archives over that month: Lutsk National Technical University, International Emerging Scholars Society (IESS), EconSciences Library, University of Linz (II).

Now regarding last year as a whole. Two points marked the year: First, many of our sites are getting rewritten from scratch, an initiative that is going to be completed in a few months. Second, we have struggled with AI bots, initially when they overwhelmed our servers with requests as they were trying to collect our information, and then they started generating traffic that became difficult to distinguish from human traffic, which messes with our statistics. More details are provided in a recently updated, separate blog post.

Of course, RePEc continues to grow, thanks to 48 new RePEc archives and our existing publication contributors, over 2000 of them. Some highlights: 220 new working paper series, 70,000 new working papers, 260 new journals, 260,000 new journal articles, 56,000 new book chapters, 7,000 new books, 200 new software components, and 2,600 new registered authors, with all authors adding 108,000 works to their profiles. References were extracted from 175,000 new documents, 4,200 NEP reports were issued, and users made 19,000 amendments to the RePEc Genealogy. Finally, 29,000,000 abstracts were viewed on the reporting websites, who facilitated 4,200,000 document downloads.

For 2026, we expect to conclude the code rewrite and then start again with introducing new features. We will for sure have to deal with artificial intelligence, at least as much as last year, mostly as a nuisance. And we look forward to continue serving the economics profession with free services.


RePEc in November 2025

December 9, 2025

The issue we reported last month with unusual traffic on our web pages has gotten worse. As a consequence we will stop including abstract views as a metric for the aggregate ranking of authors and institutions, unless there is a dramatic return to normal. After our vetting, we counted 446,685 file downloads and 4,237,805 abstract views, a new record for the latter.

In addition, we welcomed to RePEc a few new participating archives: the Russian Academy of Entrepreneurship and the Linz Institute for Transformative Change. They contributed to a large increase in indexed content, about 85,000 new items. Finally, here are some milestones we reached during the last month:

600,000,000 cumulative abstract views
450,000,000 cumulative abstract views on IDEAS
3,500,000 journal articles available for download
300,000 indexed book chapters
70,000 indexed books


RePEc in October 2025

November 11, 2025

This past month was unusual because both IDEAS and EconPapers saw a doubling of their traffic compared to the previous month. We expose in a separate blog post why one could have doubts that this is really a doubling of web traffic by humans. In any case, after extensive vetting, we came to 426,544 file downloads and 3,543,137 abstract views over this month.

We also continue to add new particiapting archives at a good clip. Five new ones in October: European Commission, Directorate for Research and Innovation; SciFormat Publishing; Indonesian Treasury; Pioneer Academic Publishing; Brilliance Publishing. Finally, we reached the following milestones:

1,500,000 articles from which references have been extracted


AI issues in RePEc

November 10, 2025

This post has three updates

Over the past year, various RePEc services have been struggling with issues stemming from artificial intelligence robots (AI bots), and this post is a short summary of what happening and where we stand now.

About one year ago, RePEc services started noticing a marked increase in traffic by robots. We are used to search engine robots that scour our sites. They are welcome, first because they make our contents discoverable on search platforms, second because they behave well, that is, they obey the voluntary Robots Exclusion Protocol. This protocol allows webmasters to set boundaries of where robots can and cannot go, and at what frequency.

The new traffic was not obeying that protocol. It was also massive and kept inventing new ways of avoiding being blocked. These are AI bots that are looking for material to learn from, and RePEc material is very interesting to them. As for search bots, we do not have a problem with them as long as they behave well, after all our mission is to enhance the dissemination of economic research. But when they start having an impact on our human users, we have a problem.

EconPapers started getting so much traffic that it was bringing down the campus network, and it had to be shut down for a week. IDEAS search was getting hit so hard that it was not functional. After a months-long cat-and-mouse game, some search features had to be removed for humans to be able to discover the economic literature again. CitEc has also been under pressure at various times. After much optimization, we are now in a state where we can serve appropriately human users.

RePEc is not unique in facing these issues. Research libraries and digital archives all over the world have faced the same issues. In the end, they often were forced to implement costly protective measures to keep the robots at bay and still serve humans. It is now routine to have to pass a test before accessing content.

RePEc does not have the means of acquiring such protection and, as mentioned, we are OK with material being discoverable. We are thus currently in a situation where the sites are still openly accessible, but some features are disabled. And new disruptions may happen.

All this robotic traffic also has had the consequence that computing usage statistics has become much more challenging. Most AI bots do not identify themselves. Worse, they look for ways to hide themselves by masquerading as human users. We leverage those usage statistics on the LogEc site and for various statistics and rankings, so it is important that we get them right. We have spent more and more effort to clean the data, to the point that in September 2025, more than 99.5% of the traffic on IDEAS was thrown out. In addition to identifying robots, we also look automatically and then manually at all outliers, typically finding a couple hundred highly suspicious cases each month.

For October 2025 though, we have not been as successful. Traffic on IDEAS and EconPapers is double the previous month after vetting. We think this is suspicious. We do find a noticeable increase in referral traffic from AI sites, indicating that they have links to our sites and that people follow them. We are obviously happy about that. But this cannot justify a doubling, even if strangely several AI sites decided to hide those referrals as our tests revealed. Note that Google Analytics, which is used for IDEAS and is supposed to filter out robots, also finds a doubling of traffic.

As far as we can tell, this is not benefiting anything in particular: We have again vetted outliers. Thus comparisons between items, series, journals, or authors within a month are still valid. Comparisons from one month to the other may not, though. Time will tell whether this is a one-time problem.

2025-12-08 Update

The problems got worse with analysis of November 2025 traffic. While October had twice the expected abstracts views after vetting, November is close to thrice. We do notice a continuous, but not this abrupt, increase of identified traffic coming from users of AI tools. However, we find it hard to believe that it would rival Google and Google Scholar as a source of traffic. Thus, we believe we still have the problem of properly differentiating human traffic from robotic traffic from AI.

Unless there is a dramatic reversal for the December traffic analysis, we will drop abstract views from the list of criteria used for the author and institution rankings, as a consequence of our lack of confidence in those numbers. The numbers will still be reported, though.

2026-01-06 Update

Things have not improved, in fact they got even worse. We now have over four times the numbers we would have expected for December. If this burst is really coming from humans using links in AI tools, this would mean that this kind of use has vastly overtaken the use of search engines, including Google Scholar. We find this difficult to believe, especially as this has happened within three months.

As a consequence, and as announced, the statistics about abstract views will be dropped from the criteria used for the aggregate RePEc rankings. The numbers will still be reported.

2026-02-16 Update

Things has gotten even worse, with twice the “abstract views” compared to last month. At this point there is no hope we can fix the issues, we threw all the filters we could at the data. We will continue providing the data on abstract views, with a disclaimer. Full-text downloads appear to be OK, for the moment.


RePEc in September 2025

October 9, 2025

In September 2025, we counted 357,043 file downloads and 1,774,078 abstract views from the three RePEc services that share traffic data (EconPapers, IDEAS, and NEP). This does not take into account the massive robotic traffic, mainly from AI robots, that now hits our servers. For example, IDEAS served over 400 million web pages in that month, meaning that less than 0.5% of the traffic was considered human.
In other news, we have a new NEP report, NEP-IAF (International Activities of Firms). We got a good crop of new archives participating in RePEc (11!): Centre for Productivity and Sustainability Analysis, Pinnacle Academic Press, Synergy University, AG Editor, International Journal of Scientific Research and Modern Technology, Universitas Airlangga, Science-Tech Enterprise Alliance, International Journal of Politics & Social Sciences Review, Paradigm Academic Press, Global Talent Fund, Analysis Data (Indonesia). Finally, we hit the following milestone:
72,000 registered authors


RePEc in August 2025

September 8, 2025

Some of the RePEc sites “enjoyed” record traffic over the past month, but with the recent changes to the sites, the impact of those robots was minimal on human users. We hope the infrastructure is now good enough for some time so that we can concentrate on serving the profession.

Over the last month we welcome a coupl of new RePEc archives: Virginia Tech and Ekonomi Maliye İşletme Dergisi. We counted, after eliminating all these robots, 282,247 file downloads and 1,709,780 abstract views. And we reached the following milestones:

25’000 people listed in the RePEc Genealogy


RePEc in July 2025

August 7, 2025

The rewrite of RePEc sites continues, with all public-accessible scripts for IDEAS now completed. One positive impact has been the more efficient handling of pesky robots that sometimes made some features of IDEAS inaccessible. The RePEc Input Service has also been relaunched. In terms of traffic, we counted 295,502 file downloads and 1,688,291 abstract views on EconPapers, IDEAS and NEP. We welcomed a few new RePEc archives: Tecnológico de Monterrey, EU Tax Observatory, Central Bank of Costa Rica. Finally, no major milestones have been reached this month.