snowgall: (close-up)
[personal profile] snowgall

Yesterday I was having a discussion with [livejournal.com profile] vaysh about who tops more in fanfic, Draco or Harry (link here). I was of the opinion that it seemed fairly balanced, but that was from my perspective of mostly reading recent fic. Vaysh has been reading Drarry fanfiction for much longer than me, however, and she disagreed:

"statistical evidence is very clear: There is in no way a 50:50 balance between top and bottom!Draco fanworks. For many people, bottom!Draco remains the default."

Aha, I thought, a statistical challenge! As it turns out, I have a database of Drarry fics which I can consult, so I am in position to offer an answer to this pressing question. There are nearly 1500 Drarry fics written between 2002 and 2015 for which I have information about who tops or bottoms, and according to this data, we're both right :)

  1. Who bottoms more across all fics in all years?
    Answer: Draco, clearly (point [livejournal.com profile] vaysh)

  2. Has the proportion of bottom!Draco to bottom!Harry begun to balance out more in recent years?
    Answer: Yes, clearly (point [livejournal.com profile] snowgall)

Before I get to the fancy chart and graphs, let me explain a bit where my data comes from and how reliable and/or biased it could be.

My list of Drarry fics includes not just fics that I have personally read, but also every fic that [livejournal.com profile] capitu has ever recced, as well as every fic ever recced at [livejournal.com profile] hd_storyroom, whether I've read them or not. Capitu (at [livejournal.com profile] my_drarry_recs) helpfully includes tags indicating who bottoms in a fic (if applicable) so I have that data even for fics I haven't read. I have also included many (but not all) of the fics recced by [livejournal.com profile] gracerene, who also includes top/bottom info. The chart below only contains data from fics where I could determine something about who tops or bottoms.

Of course, for fics not recced by capitu or hd-storyroom, which fics get listed in my database will be skewed by my own reading preferences. However, it's important to note that I personally don't care who tops or bottoms, so I don't think that I will have unintentionally skewed the data one way or the other.

The other big issue concerns the date a fic was published. The vast majority of the fics in my database are fics written since 2007, and precious few written before 2005. But I also should point out that if I can't accurately date a fic, then I'm not including it in this dataset. The earlier a fic was written, the harder it can be to find its pub date, so part of the reason there are so few pre-2005 fics is because I can't be sure when they were actually written.

Ok, enough caveats about the data, on to the chart! I hope it is self-explanatory, because I'm not going to waste more words explaining something you can see for yourself :) Just note that I'm including fics from 2015 too, even though we're only 3 months in.

Year bottom!Draco bottom!Harry switching no penetration Total
2015 9 8 3 27 47
2014 70 70 26 85 251
2013 97 55 16 64 232
2012 67 57 8 29 161
2011 49 33 15 42 139
2010 54 36 12 32 134
2009 58 26 11 31 126
2008 75 32 7 20 134
2007 54 22 14 16 106
2006 27 11 10 9 57
2005 26 10 14 15 65
2004 11 4 2 4 21
2003 7 3 2 2 14
2002 0 1 0 2 3
Overall 606 368 140 376 1490

 

And now for some pretty pie charts:

AllYears
2005 2006

 

2007 2008

 

2009 2010

 

2011 2012

 

2013 2014

 

As you can see, before 2010 bottom!Draco was much more common than bottom!Harry, but since then the proportion of bottom!Draco fics has gone down, to the point that of the works I've analyzed for 2014, there's a perfect balance between the two!

Is the influence of the [livejournal.com profile] dracotops_harry fest part of the reason for this change? It's possible. The DTH fest began in 2011, and my data seems to date the gradual shift to 2010.

It's also true that some of the disparity could be traced to a few big-name authors who tend(ed) to prefer one dynamic over another. Here's just a few examples I know of authors who seemed to prefer bottom!Draco but who haven't written as much in the last few years:

There are many more bottom!Draco authors who are still actively writing HD, among them: [livejournal.com profile] enchanted_jae, [livejournal.com profile] oldenuf2nb, and [livejournal.com profile] samaelthekind.

But interestingly, I can only think of one long-time author who seems to prefer bottom!Harry: [livejournal.com profile] megyal.
(Edit: [livejournal.com profile] vaysh pointed out that [livejournal.com profile] lomonaaeren is also a bottom!Harry author. My bad!)

If you have any insights into this data, disagree about my analysis, or can think of something I missed, please leave a comment!

 


 

Edit: Inspired by suggestions in the comments section, I have re-run the numbers using just data from the [livejournal.com profile] hd_fan_fair fests. See my write-up here. The data was collected through crowd-sourcing, and we are currently working on building a second crowd-sourced spreadsheet of data from [livejournal.com profile] hd_smoochfest too!

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Date: 2015-03-18 03:19 pm (UTC)
eidheann_writes: (Default)
From: [personal profile] eidheann_writes
That year, it was also a very large fest. I'm not certain of it was the theme (adaptation, which smoochfest used last year) or that it had been a few years, but there was a LOT of fics for that.

Date: 2015-03-18 03:45 pm (UTC)
vaysh: (Default)
From: [personal profile] vaysh
*lol* That has nothing to do with my (awesome, I tell you! ;)) seer's skills. Shippers just love to talk about topping and bottoming preferences. Another few months in fandom, and you'll be able to predict that, too. :)

Btw, I did try to see if some data can be gleaned from AO3. This is what I came up with:
tag *Draco Malfoy/Harry Potter: 10864 times used
of those:

==== bottom!Draco:
*bottom Draco: 161
*top Harry: 101

==== top!Draco:
*bottom Harry: 117
*top Draco: 82

It doesn't say a lot, because there are fics that are tagged both bottom!Harry and bottom!Draco, and obviously a majority of fics is not tagged for topping/bottoming preference (which totally is a good thing in my book!).

Another point that came to my mind are nuances: I sometimes find that in so-called switching fics, there are graphic, long sex scenes where, let's say, Draco tops, and then there is one short sex scene mentioned in passing, where Harry tops. Are those really switching fics, I wonder? (No question of earth-shattering importance, I realise, but if you put together top!Draco save lists, it becomes a problem. :))
Edited Date: 2015-03-18 03:46 pm (UTC)

Date: 2015-03-18 04:34 pm (UTC)
eidheann_writes: (Default)
From: [personal profile] eidheann_writes
So many variables! What fests run, what fests include/allow top/bottom preferences in the prompt, what fests are popular thematically...

Date: 2015-03-18 04:39 pm (UTC)
eidheann_writes: (Default)
From: [personal profile] eidheann_writes
(potentially) unpopular opinion: Switching.

You say yourself, the scene is important, even if it's one vs however-many (many). That's what makes it a switching fic. If switching is glossed over, or implied, or mentioned happening sometime in the future/past, it's implied switching.

ofc this comes from my perspective of smut being hard to write, so *most of my fics tend toward one really explicit scene, and everything else is glossed. I don't say I write switch fics. I say I imply/authorial intent switching. Or, you know, stick to bj/hj/frotting if I'm given specifically requested switching as a prompt/gift request/etc.


*the main reason Harry Potter is a Dirty Exhibitionist is still one of my more out of character feeling fics, at least to me
Edited Date: 2015-03-18 04:40 pm (UTC)

Date: 2015-03-18 05:11 pm (UTC)
eidheann_writes: (Default)
From: [personal profile] eidheann_writes
Top/Bottom/Switching gets people really fired up. Everyone has OPINIONS.

I think a lot of the issue is people complain. If IDK my BFF was tagged bottom Draco without mentioned switching, the people who read it expecting it to be bottom Draco would have a fit. No matter his characterization, the fact that he tops at all would cause drama.

And no one wants to deal with that.

The tagging for it (on the author's part) is somewhat a branch from there. Some of it is maybe pushback about perceived reader entitlement. We've all gotten comments from people complaining about who tops or bottoms in a specific story (which just makes me want to write more of the dynamic that pisses them off, but whatever), but, again maybe just me, but the complaints I get when I *do* tag are just... weird. Like the one someone complained that I had In Flight tagged as Top Draco - because he does the penetrating, and had multiple complaints that since Harry was PHYSICALLY ON TOP OF DRACO, he was topping and my tagging was wrong. (I removed the note and tag)

And the "YOU NEED TO MAKE THIS FIC BOTTOM WHATEVER BECAUSE BOTTOM OTHER GUY IS NASTY/WRONG" comments are much easier to ignore than the sense of personal betrayal that comes with something perceived as being tagged incorrectly.

Date: 2015-03-18 08:26 pm (UTC)
lordhellebore: (harry draco)
From: [personal profile] lordhellebore
It's probably due to the fact that I don't care much for smut (one of my kinks is asexuality, another gay relationships without anal *lol*), but I've never figured out why it would matter so much who tops/bottoms. Do I understand preferences? Definitely. Shipping Snape, I've found that I like him better as a bottom. Do I understand why to some people it seems serious business? Nope. But to each their own, I suppose.

Bottom!Draco

Date: 2015-03-18 09:47 pm (UTC)
From: [identity profile] samaelthekind.livejournal.com
Thanks for the mention ;-) But I should clarify that I'm hardly exclusive on the subject. I may have started with one of the more dramatically bottom!Draco stories, but there are a few exceptions, notably The Curse and The Heat, while in a few others they happily switch places without any concern over it. Still, at the end of the day, I greatly favor bottom!Draco because I can't help it. I've known too many 'ice queens', disdainful and imperious, angry and isolated beneath a shell of nonchalance and pride. Always beneath that surface lurked someone starving for warmth, aching to surrender to someone they could trust, capable of giving their whole heart once they felt safe enough to dare risking it. Having seen that and experienced it...how could I not see the similarity in Draco?

Date: 2015-03-18 09:50 pm (UTC)
From: [identity profile] samaelthekind.livejournal.com
Not by any chance a fan of Storm Constantine's Wraeththu, are you? Because I adored the character of Vaysh in the series.

Wednesday 18th March, 2015.

Date: 2015-03-18 11:00 pm (UTC)
From: [identity profile] livejournal.livejournal.com
User [livejournal.com profile] capitu referenced to your post from Wednesday 18th March, 2015. (http://hd-prophet.livejournal.com/529517.html) saying: [...] just H/D] Resources made an interesting post with Statistics about Who tops more, Draco or Harry? [...]

Date: 2015-03-19 03:43 am (UTC)
From: [identity profile] dicta-contrion.livejournal.com
Came over from [livejournal.com profile] hd_prophet and find this fascinating! Really, really interesting. And hope you won't mind my butting in too terribly, but I do have question, mostly about sampling bias but also about patterns in fandom. Not hypotheses or even suppositions, but questions, possibly of the insoluble variety, which can safely be taken rhetorical musings-out-loud. (Though I am genuinely interested in any and all thoughts!)(And also, these definitely are not anticipating or requesting further data analysis! I'm still amply excited about the one set of graphs.)

- What is the influence of sampling from rec lists? You, capitu, and gracerene are all very well read, and I would wager more broadly read than many, and all read both top!Harry and top!Draco, so - as you say - I don't expect that your own preferences, as such, influences the data pool. But there are many fic writers out there who don't get recced (or read, or kudo'd - there's a tumblr post out there that's escaping me atm that shows that either a plurality or majority of fics have <5 kudos and very few hits). Is it safe to assume that what ends up on rec lists is reflective of what doesn't?
- Relatedly, is the sample as large as it would seem to be? Your spreadsheet of capitu's rec list shows 1293 stories, but those are from only ("only") 444 unique authors, who may (or may not) have patterns in their writing that are less statistically significant than those of the very prolific writers you mention, but may still have some impact, especially if there's any sort of effect in the aggregate.
- Is there a bias in which older fics were preserved and/or are still read? Are people who are reading and reccing now able to capture the zeitgeist of the community as it was then, since it included many works that are no longer readily accessible?
- Would the results be different if based on a ratio instead of a percentage? As in, comparing the number of top!Harry to number of bottom!Harry stories, and number of top!Draco to bottom!Draco stories? A quick search of AO3 tags (which are not a good sample - tiny, inconsistently applied, not sorted by year - but is what's available quickly rn) shows that the ratio of top!harry to bottom harry is 1:1.2, but the ratio of top!draco to bottom!draco is 1:2.
- Because there's potential for unknown sources of bias, random sampling is generally the safest bet, but is that meaningfully possible in a community that's spread over multiple platforms?
- Is the shift over time reflective of more top!draco, or of more non-penetrative sexual activity? Is Draco topping more, or is topping increasingly irrelevant b/c of a shift towards frottage, wanking, oral, etc.?

Re: Bottom!Draco

Date: 2015-03-19 03:58 am (UTC)
From: [identity profile] samaelthekind.livejournal.com
Oh no worries on clarifying :-) I was just happy to jump in and share. I really liked the research you did, concise, accessible, and easy to understand. Plus its a favored topic among H/D old hats and new fans alike. ;-) I don't have any hard feelings on what they should or should not do or be in a fic...to me its all about the creativity and the storytelling. A new angle or a fresh idea is so much more treasured than a familiar role. I'll tackle any angle, from vanilla to kink, with either of them or both of them dominant or passive...as long as the story can support the notion. (But bottom!Draco will always rule my heart. My muse is an old flame of mine who is dangerously similar to my characterizations of Draco in Redeem Me and Big Chicago. Since I draw inspiration from him, as well a few others, my portrayals of Draco often wind up reflecting them.)

Date: 2015-03-19 04:52 am (UTC)
germankitty: by snarkel (Default)
From: [personal profile] germankitty
"In any case, I let the story and the scene guide me through who's going to top/bottom."

THIS. So much!!!

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