Thursday, June 20, 2019

No More Rock Stars

This piece No more rock stars: how to stop abuse in tech communities by Leigh Honeywell is essential reading in my opinion.

It argues that the best way to stop sexual abuse in tech communities is to watch for and fight it when people try to set themselves up as rock stars. That is, concentrate attention and adulation on themselves, not to mention making themselves indispensible to events and organizations, and enjoying the byproduct that they can get away with violating people's limits.

This resonated so hard with me in terms of the pattern of people in the BDSM community who turn out to be predatory, and seems to me to offer concrete advice we should follow. Here are some of the passages that particularly struck me:

Watch for smaller signs of boundary pushing and react strongly
Sometimes rock stars don’t outright break the rules, they just push on boundaries repeatedly, trying to figure out exactly how far they can go and get away with it, or make it so exhausting to have boundaries that people stop defending them. For example ... stand just a little too close to people on purpose, lightly touch people and ignore non-verbal cues to stop (but obey explicit verbal requests… usually), make comments which subtly establish themselves as superior or judges of others, interrupt in meetings, make small verbal put-downs, or physically turn away from people while they are speaking. Rock stars feel entitled to other people’s time, work, and bodies – signs of entitlement to one of these are often signs of entitlement to the others.
...
Create a strong, specific, enforceable code of conduct for your organization – and enforce it, swiftly and without regard for the status of the accused violator. Rock stars get a kick out of breaking the rules, but leaders know they are also role models, and scrupulously adhere to rules except when there’s no alternative way to achieve the right thing. Rock stars also know that when they publicly break the little rules and no one calls them out on it, they are sending a message that they can also break the big rules and get away with it.
...
Start with the assumption that harassment reports are true and investigate them thoroughly
if things have gotten to the point where you’ve heard about an incident, it’s almost always just the tip of the iceberg.
...
Narcissists are skilled at making good first impressions, at masking abusive behavior as merely eccentric or entertaining, at taking credit for others’ work, at fitting our (often inaccurate) stereotypes of leaders as self-centered, self-aggrandizing, and overly confident. We tend to confuse confidence with competence, and narcissists are skilled at acting confident.
...
Signs of a rock star... may include insisting on being the single point of failure for one or more of: your technical infrastructure (e.g., domain name registration or website), your communication channels, your relationship with your meeting host or landlord, your primary source of funding, your relationship with the cops, etc. This increases the rock star’s power and control over the organization. To prevent this, identify core resources, make sure two or more people can access/administer all of them, and make sure you have a plan for friendly but sudden, unexplained, or hostile departures of those people.
...
If people make the argument that some people are too valuable to censure for violating the code of conduct, remove them from decision-making positions. If you ever find yourself in a situation where you are asking yourself if someone’s benefits outweigh their liabilities, recognize that they’ve already cost the community more than they can ever give to it and get to work on ejecting them quickly.
...
We have been in this position – of being powerless against rock stars… we have all mourned the spaces that we have left when they have become unliveable because of abuse.

I've had thoughts along these lines for a while, primarily inspired by watching central figures in the erotic hypnosis community get banned over the past five years or so but only after violating the consent of numerous people each. How do we become more resilient to dropping such central figures? Or more importantly, how do we stop figures from getting so central, how do we stop raising people above rigorous consent standards in the first place?

I love a well-prepared class based on deep first hand experience, I get fired up when I meet someone with cool ideas and skills, and I'm excited so many people are writing new books about my kink. I'm also conscious of the hard, often underappreciated work people do to build big public events. At the same time, we shaped our Boston erotic hypnosis group, BEHIVE, to resist the idea of elevating any one person above the rest (for example by specifying a five person executive committee, all with access to the group's resources and an equal vote) and to emphasize by the structure of our events that when it comes to hypnosis, we are all Initiates, Virtuosos and Enthusiasts (that's what the IVE stands for!)

And we're becoming more convinced about this principle all the time, for example in my wife's writing "Queer femme tops thrive when you weed out patriarchal 'competence'". Because of our approach, for example using the Koala box and defaulting to believing accusations, no matter who they're about, I believe we have more success at cultivating new, confident hypno tops (and bottoms and switches!), particularly from those demographics, than other hypnosis groups. And each one brings amazing unique things.

That's what we want for the future of hypnokink, all over the place: a steady growth of new voices, and ideas that spark off each other in an egalitarian playground. No one a guru, god, maestro, mayor, sensei, dean, or rock star.

Friday, June 14, 2019

Consensual Non-Consent is Fundamental To What We're All Here For, and You're Next (And Fuck You, Patreon)

Posted first on Fetlife.
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I learned last night that Patreon is deleting erotic hypnosis creators, and I'm devastated. Although this Daily Dot article by Ana Valens does a wonderful job of explaining hypnosis kink, and humanizing these creators, it left me with a sick lump in my stomach - the feeling that we're beginning the fight of our lives.

Patreon is censoring hypnosis content on the basis that it "glorifies non-consensual sexual activity" and "sexual violence". It would be easy to take the position that it's not like that! A lot of what we hypnokinksters do is pretty wholesome - when someone had a scene at last night's BEHIVE munch where they were hypnotized to smell each step of baking snickerdoodles, that was not so dark.

But for a whole lot of us, fantasy nonconsent is right at the heart of our hypnosis kink. If not something that is a type of rape, then mental violation, capturing, transformations. Things that would be Not OK in real life.

But that is absolutely fundamental to what we're doing here on Fetlife, all of us: things that are very much Not OK can become ok with a consenting partner. And dark fantasies our minds generate don't need to be feared.

All this stuff that we talk about on this site, that would be immoral and a crime without consent: tying someone up. Cutting them. Biting them. Whipping them. Kidnapping them. Making them your dog. We're brought together on this site by the radical idea that eroticizing these things doesn't make you evil. And that they can be explored without hurting anyone.

Finding the erotic hypnosis community freed me from a weight of guilt and shame that I'd been carrying since adolescence for my fetish, and it did that for my wife too. One friend in the community engaged in self harm as a teenager because of the shame of her desires. And now I know hundreds of people with many backgrounds, ages, genders, and sexual orientations who have these exact same urges.

We learned that two things make these things actually ok: consent, or else being fantasy. Patreon specifically objects "when hypnosis is used as a coercion mechanic for nonconsensual sexual content, typically in a fictional scenario". That means no one was hurt, and they were erased for being fantasies that were too dark.

I could point out the hypocrisy of targetting hypnotic nonconsent fantasies in a world where many grotesque and extreme dark fantasies are eagerly consumed, from streaming platforms to Kindle Unlimited, but I want those works to be protected too! We can't be afraid of our own imaginations, and as long as attention is paid to content warnings and keeping out minors, we should be allowed to dive into them.

The danger comes from the left as much as the right, and I wouldn't be surprised if the impetus for the new policy comes from a well-intentioned liberal perspective, based on language like "zero tolerance when it comes to the glorification of sexual violence". I've had the emotion of, ick, this fantasy is really disturbing me, and should be policed. For example, somehow this author seems to genuinely not like women and want to hurt them, for real. Or think that brainwashing someone would not be a deep violation of their personhood.

But at the same time, I can't imagine any committee of people, never mind algorithms, that I would want to make the call on which dark sexual fantasies need to be erased, even from the reach of adults deliberately seeking them out. There's not one politically sensitive committee I can imagine that would allow what I and most of my partners like: fantasy depictions of evil mind control and predatory hypnotic coercion. (We also like other things!)

I'm devastated at how easily this happened, after the absolute decimation of the happy erotic hypnosis Tumblr community 6 months ago. One of my favourite creators, Hypnotic Harlequin, who among other things writes brilliant and precious historical essays like this one about Blacaman: The Animal Hypnotist Who Cheated Death was threatened with removal, and many others have been. There's a tendency to comfort oneself by thinking we can just jump to another platform: Twitter, Discord, whatever sketchy fly-by-night BDSM platform pops up (and I include Fetlife in that, though somehow one of the least sketchy, and with some longevity). But I have a deep worry that this won't be true forever: especially with horrifying forces along the lines of SESTA/FOSTA, and advanced surveillance AI, they might get all the way ahead of us - not just cutting us down as soon as we start to thrive and stretch out.

At best, the end point of that possibility is hypnokink being obliterated from the internet. All our memes, jokes, culture, public fights, knowledge, history, and ability to find each other. Gone in a blink. It's happened. It happened on Tumblr, and it came fucking close to happening on Fetlife.

At worst (and keep in mind my middle name is actually "Catastrophizing"), our digital secret lives could lead to us being hunted, discriminated against, and imprisoned. Damned for our fantasies and how free we felt to share them. And for the dark and depraved things we did, with wildly enthusiastic partners (keeping in mind that it is currently illegal in my state of Massachusetts for me to spank my consenting wife)

I don't know how to avoid at least the first possibility, as long as there is no way for us to organize and push back. Otherwise the cowardice and greed of these companies will mean they will eject us with the least pressure from the left or right. Hypnokinksters have to learn to become political, including what kinds of political power are available to us that work, whether it's financial, legal, educational, social, or some combination. It might become necessary to use our real faces and names, those who can afford to.

Consensual non-consent must be protected. If you can understand consenting to non-consent, a wildly counterintuitive notion, then you can understand the nuance of consenting to everything else that seems harmful and wrong on the surface. And if you reject the concept of consensual non-consent, you are a long way towards rejecting and condemning all of what we do on this site. Furthermore, 100% of our energy should go into fighting bad behaviour in our community, and 0% into fighting bad fantasies.

If you're there thinking, "sure glad my kink is a nice friendly one, not a creepy twisted one! It is safe", you are wrong. Like I said, someone thinks your fantasy life is not ok. And if you don't have a plan to speak up and push back, you're next.

Saturday, June 8, 2019

How to Predict How Many People Will Show Up to Your Event

Stats for Perverts, Vol 1

In short: Keep track of the number of people who RSVP "I'm Going" and the number of people who actually show up, and then use a spreadsheet program to find the equation relating one to the other.

I tracked RSVPs and attendance for the last 33 BEHIVE erotic hypnosis munches, and I can now expand on my initial findings with 8 datapoints (where I concluded you should ignore the maybes). There is a strong relationship between the number of Yes RSVPs and the total number of attendees, R square = 0.85. That means that 85% of the fluctuation in munch sizes can be predicted by the RSVPs, and this is highly statistically significant (p < 0.00001) meaning it's very unlikely that the relationship is just a coincidence.

But the picture tells the story better. You can easily see the relationship, where the more RSVPs we had the more attendees.

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

Furthermore, this gives us an equation: 0.866 x Yes RSVPs + 4.75. Or you could round it off to 0.9 x Yes RSVPS + 5 for simplicity. Once you have an equation like this, it's easy to make a prediction, even on a calculator app: 20 RSVPs translates to about 22 people, 30 RSVPs translates to about 31.

You'll notice this isn't so far from the rule of thumb that I proposed in the last post: Predict that all of the yeses, and none of the maybes, will show up. In fact that rule also has a pretty good R square fit, 0.75. So we'd be fairly safe using that rule for our events. BUT that's BEHIVE munches - the equation for your event might be very far from "all of the yeses". You need the data.

By the way, Maybes are still utterly worthless!! With this larger dataset, the correlation is now R square = 0.18, which seems like it might be better than nothing, but in fact it is not!! With 33 datapoints it is not even close to statistical significance, p = 0.32, which means if you correlated any two random things in the world - price of fig jam to sales of fucksaws, number of shark attacks to length of Divney posts - you could easily get an R square of 0.18. Ignore the maybes!

How can you get your own equation and graph like this? You can use Excel, but I'm going to step through using Google Sheets because it's free.
  • First, put all the I'm Going RSVPs in one column of a spreadsheet
  • Then put the actual attendances in the column next to it
  • Go to the Insert menu and choose Chart
  • A panel will appear on the right. Change Chart Type to Scatter
  • Click on one of the points in the graph and scroll down in the righthand panel. Click to select Trendline.
  • Keep scrolling in the panel, and click on Show R2, and under Label, choose Use Equation
And there you are! That equation that appears at the top is ready for use.

When it comes to actually phoning restaurants, though, how much can you trust it? Well I can get an idea of how off it can be by looking at how high the points are above or below the trendline. That tells me that using this equation, I'll usually only be off by 3 people or less (though with exceptions!), and I'm just as likely to overestimate as to underestimate. But your uncertainty may be different, especially if you have many fewer datapoints to work with. I recommend waiting until you have numbers for at least 6 of your events to make this kind of chart. I plan to write a future post about how to get an idea of the uncertainty in your prediction in a more quantitative way.

There are a lot of other things that might help predict munch turnouts. How many people came last time? Is there a steady trend of growth or shrinkage over time? Does it change by the season? What about weekends with other important events going on? The method I described above is technically called a linear regression, but I think it should be called "line fitting" - you are relating one set of points to another by finding the equation of a straight line that passes as close to the points as possible. When you throw in more predictors like that, it gets a lot more complicated, becoming what is called multiple regression, and I plan to write about how to do that properly too. But you can get surprisingly far with a simple equation like this.

It's tempting to get frustrated as an organizer when people flake on their RSVPs, and both overestimating and underestimating the reservation size can cause a lot of problems. I say, don't get mad, get modelling! And treat every event like an experiment that helps you get better and better at these predictions.