The Submitit Algorithm (a Brief Origin Story)
- Erik Harper Klass
- Sep 20, 2020
- 4 min read
Updated: Apr 26

(This article was published in slightly different form in The Book Mechanic. Updated September 9, 2024.)
I once wrote an article about the single biggest mistake writers make when submitting their stories to literary journals. It is simply this: writers tend to send their work to journals that are not good matches for their stories. Square pegs in round holes.
I made this same mistake when I started submitting several years ago. Since I had written the greatest story in the history of literature, I figured I’d send it to just a few of the very best journals.
And then I got a bunch of form rejections.
Frustrated, I sent my story (now I wasn’t so sure about it) to every journal with an OPEN sign in the window. I did finally get published, but it took way too long and cost me way too much in submission fees. There had to be a better way to submit to literary journals, and after a long time I came to the following astounding and groundbreaking realization:
I should actually READ these things!
So I read and read and read . . .
and read and read and read . . .
and read some more.
(A lot of reading went down over here.)
I started to get a “feeling” for different journals, and I took notes. Conjunctions publishes formally experimental fiction. Salmagundi often prefers humor and wit. StoryQuarterly seems to prefer dark themes. Arts & Letters has a penchant for international settings. And so on.
But after a dozen or so journals, I realized I needed to quantify things. But how?
Dr. J. Evans Pritchard, PhD
Remember that scene in Dead Poet’s Society when Mr. Keating teaches his class the Dr. J. Evans Pritchard, PhD, system for analyzing poetry? He graphs perfection on the horizontal axis and importance on the vertical axis, draws some perpendicular lines, and determines a poem’s “greatness” by calculating the total area under the resulting rectangle.
Yes, I know: “Excrement” (watch the scene). But this was basically what I was trying to do. And, yes, it felt just as futile and ridiculous. At least at first.
Over time, however, I settled on a handful of categories that I believed pretty effectively distinguished one journal from another. I scored each category on a scale of 1 to 5. And voilà! My algorithm was born.
Categories
Here are some questions I asked as I read stories: Is the story difficult? Is it topical? Is it formally experimental? Is it strange? Quirky? Dark? Humorous? You get the idea.
I also considered more "binary" categories like length, setting (historical? international?), etc.
And most importantly of all, I considered the writer's use of craft. I had a feeling there'd be no better way of matching my work (and eventually my clients' work) to literary journals than by considering the quality and style of the prose.
Spreadsheets, pivot tables, and other programmy things
Then I made a spreadsheet. To put it (very) simply, I made two “sheets” in my algorithm: one for stories and one for journals. Every time a read a story, I indicated its source (its journal), and I rated the story in each of my categories on a scale of 1 to 5. These are all columns of my sheet.
Then I used a “pivot table” to average the scores for each journal (this is the second sheet). I could then sort and sub-sort by categories. So, for example, if I'm looking for a journal with high scores in difficult experimental fiction, I just sort the pivot table in the appropriate categories (difficulty and experimentation).
The real fun for me (and this was when I felt comfortable starting Submitit) was adding a feature that would give me a “percent match” for a story. For example, a client of mine sent me a well-written flash fiction story with relatively high scores in experimentation, quirkiness, and humor (plus “shortness,” a binary category). Five years ago, I might have submitted to the typical journals we’ve all heard of: New Yorker, AGNI, Narrative, etc. But my algorithm spit out high matches for journals like Booth (87% match), Hobart (85%), Wigleaf (85%), and SmokeLong Quarterly (84%). (Over 80% is very good for my algorithm.) These journals — all excellent — are not ones I would have even considered when I first started submitting.
(For the record, New Yorker was 77%, AGNI was 75%, and Narrative was 68% — not bad, but down the list a bit.)
(A few years ago, we moved all of our data to a high-tech platform that works in ways that I'm sure I don't understand. Thank you programmers. Goodbye Excel.)
Two obviouslies
Obviously 1: As mentioned above, I obviously had to start actually reading literary journals. I needed to read enough stories from a journal to have a fairly accurate measure of its preferences. Typically, three stories was a minimum, but for some journals — especially when the stories were particularly varied — I read more.
This was the greatest homework assignment ever. Besides getting to know literary journals, I discovered some great writers, and learned a ton about writing, both what to do and (often, just as important) what not to do.
Obviously 2: I spent thousands and thousands of hours reading literary journals so that you don't have to! Allow me to suggest you check out a cool little company called Submitit! :)
For updates, tips about submitting, discussions of craft and style, and other miscellanea, please become a member of Submitit's blog. You can sign up here.
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