Tropes in transformative fanworksOne of my Worldcon panels is starting soon – come hear me talk about Omegaverse and other tropes, along with my fellow panelists! I’ll be sharing/referencing some of this AO3 data there. I’ll write it all up here & on AO3 in more detail soon.
One of my Worldcon panels is starting soon – come hear me talk about Omegaverse and other tropes, along with my fellow panelists! I’ll be sharing/referencing some of this AO3 data there. I’ll write it all up here & on AO3 in more detail soon.
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#tropes #worldcon #omegaverse #fandom stats #toastystats More you might likeOne of my Worldcon panels is starting soon, and I’ll be sharing/referencing some of this AO3 data there. I’ll write it all up here & on AO3 in more detail soon and also expand it – I have analyses of other fandoms I didn’t have time to share yet.
Thanks so much to everyone who contributed thoughts and ideas about fandom longevity here and in the fandom data projects community!
(NB: there may be some data errors as I’ve been testing out a new scraper that pulls from new sources of data – code also to be shared soon – please do LMK if you spot any issues so I can fix things! One difference here from some of my other analyses is that I’m looking at when AO3 works were created vs. when they were last revised (and then trying to factor out Open Doors imports); I’m also attempting to pull in canon data info, but it’s not always reliable.)
My slides for my final Worldcon panel! Once again, I will be writing all this up in more detail and sharing it here and on AO3.
One of my Worldcon panels is starting soon – come hear me talk with my fellow panelists about AUs, fix-its, and more! I’ll be sharing/referencing some of this AO3 data there. I’ll write it all up here & on AO3 in more detail soon.
carrochan asked:
How about some details on the Haikyuu fandom? :)

Hey! :) I don’t have time for a deep dive now, but can I recommend fandomstats.org, where you can get a quick sense of the AO3 fandom? (Use the official AO3 tag: Haikyuu!!)
For instance, a few things that jump out at me – Haikyuu has few crossovers.

For comparison: 1.3% of Sherlock works are also tagged Harry Potter; 1.5% of Naruto works are also tagged Harry Potter; 1% of Game of Thrones works are also tagged Harry Potter… I guess what I’m saying is, I’m a little surprised to see that only 0.2% of Haikyuu works are also tagged Harry Potter, and only 0.6% with the most common crossover, Kuroko no Basuke. But it’s not completely crazy, either; there are plenty of relatively self-contained universes in fandom, like Star Trek and Star Wars. (And, for that matter, only 0.7% of Supernatural works are also tagged Sherlock, which is its most common crossover.)
This fandom is dominated by M/M, but not by any single relationship:


It is also very fluffy! :)

Hope that helps a bit. Feel free to dig in deeper on fandomstats.org and try combinations like “Haikyuu!!, Alternate Universe” – which can reveal some of the most popular AUs in the Freeform Tags section (Soulmates, College/University, Fantasy, Coffee Shops, Canon Divergence):

Anonymous asked:
Has there been any thought or discussion on how quarintine is effecting how much fanfic is being posted/read and if its an even or uneven spread across ao3? I couldn't find anything but I feel someone must have done something....
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Hi! (And sorry if you asked this ages ago – I’ve been incredibly busy the past couple months and am just now seeing some of my asks, oops.)
Short answer – AO3 has been getting a ton of usage lately! To the point where I haven’t wanted to run any of my automated scripts to scrape data, because I don’t want to further tax their servers. But AO3 shared some stats. They have some cool graphs and info about how things like the China AO3 ban factor in – I encourage clicking through and reading the whole thing.
I’ve also revisualized a few of the stats in a different way, to highlight how things changed January-April (their post was made in April, so I don’t have more recent data). Basically, the rate of posting new works (especially new chapters) is going up, and so is the rate of page views and engagement with works. (This doesn’t capture seasonal patterns, though.)
Edit: oops, my last graph got left off! this shows differences over the years (there’s also a more granular graph in the original post) – notice that things have been increasing every year, but there’s a bigger jump from 2019 to 2020 and from January to April than the general trend predicts:
Inspired by the amazing stats @toastystats has shared with us I decided to analyse the Manga & Anime fandoms on ao3. This post is the first part of a wider research I plan on doing. Enjoy!
On the date of research there was a total of 549070 works published in the Anime & Manga category on ao3, within 2136 different fandoms.
54.9% of the total works in the Anime & Manga category was made by the top 20 fandoms.

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88.1% of the total works in the Anime & Manga category was made by the top 100 fandoms.
The remaining 2036 fandoms made only 21.9% of the total works. 1343 of these had less than 10 works per fandom.
* The data was gathered from ao3 on November 25th, 2017
Awesome – thanks for sharing! looking forward to seeing more in this series. :D
Our latest is live! 📊 And it's by none other than our most frequent podcast guest, @destinationtoast aka @toastystats!!!
Toast gets meta on their stats works, writing about how they got into fandom data analysis and the way their practice has evolved over the years. TOAST ORIGIN STORY:
The BBC’s modern adaptation of the Holmes mysteries compelled me to think, “Surely someone out there must have written fanfic about Sherlock Holmes and John Watson having sex.” I googled it and was led to AO3, where, in fact, many, many people were writing about that very thing.
This piece has many, many graphs and charts, including comparisons of the original stats Toast crunched back in 2013 alongside the results of those same questions today.
Click through to read or listen to Toast reading an audio version! 🍞
So excited to get this one out in the world! 💞 @destinationtoast has been such a fantastic collaborator over the years. I was really pleased we got the ORIGIN STORY here alongside pretty fascinating comparisons between 2013 AO3 and 2026 AO3. (Plus super interesting thoughts about fandom stats as fanworks!)
Woohoo!! I was delighted to write this piece about my journey with fandom data, and to share a bunch of retrospective data (2013 vs 2026)! Also to read my article aloud very cheerfully, I've been informed. XD
I have been given a ✨🎁 gift link 🎁✨ to share with y'all -- read the article free for one week! But also support to Fansplaining if you can, because they do great fandom journalism (like publishing me obvs 💅), and it's a bad economy for such things right now.
I'll be on the following panels (all virtual):
I'm looking forward to it! I haven't been to WorldCon before (and I'm only attending this one online)... anything I should know? Who else will be attending?
once-a-polecat asked:
Do you have any broad numbers on the increase in Chinese language docs over time and across fandoms in recent years? Given the story around China blocking AO3, I’ve been seeing a lot of speculation that it’s because it narrow fandoms. That’s not consistent with what I’ve seen over the last few years, but I was wondering if you have hard numbers before I duplicate any work.
melodioustear asked:
Hello! I'm doing a PhD in mental illness narratives. My research looks at alternative mediums that allow people to better articulate the embodied experience of living with mental illness. Less about displaying a mentally ill person, and more about conveying what it's like to *be* mentally ill. One of the things I'm looking at is transformative works - so I'm trying to find stats on mental illness in fandom, be it on the works themselves or the authors. Do you have any recommendations? Ty! <3
Hey! I don’t know of any relevant stats offhand, but I’ll throw it out to my readers in case they have any suggestions. And good luck with the thesis!!
| # | Наименование новости | Тональность | Информативность | Дата публикации |
|---|---|---|---|---|
| 1 | How important is canon, anyway? | 0 | 24.84 | 29-08-2026 |
| 2 | Rise and fall of fandoms | 0 | 19.84 | 27-08-2026 |
| 3 | Transformative works data analysis | 0 | 29.88 | 30-08-2026 |
| 4 | I’m going to be on a panel at WorldCon about The Rise and Fall of Fandoms (as well as several other… | 0 | 6.35 | 16-08-2026 |
| 5 | WorldCon panels! (Aug 27-31) | 0 | 14.88 | 16-08-2026 |
| 6 | *Could be something kinky, dark, “weird,” off-brand in some way, etc! But I’m not talking about “I… | 0 | 6.62 | 11-08-2026 |
| 7 | Pinned: quick reference | 0 | 7.56 | 23-09-2026 |
| 8 | Resharing my fansplaining article on the weekend with a couple of the most interesting graphs I… | 0 | 21.68 | 26-09-2026 |
| 9 | I know I’m an outlier, but how much of an outlier am I? | 0 | 8.21 | 11-08-2026 |
| 10 | How have the fanfic numbers changed over the past decade? In our latest, fandom stats wizard… | 0 | 21.02 | 24-09-2026 |