#data-driven reasoning
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corporateintel · 7 months ago
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Sniff for Myth
The mantra of modern business decision-making is often tied to the basic concept of data-driven reasoning. If you hold a leadership position within an organization, you know that understanding data is a mandate. Data is the foundation for supporting a thesis, building consensus around a point of view, or building an argument for change. Data won’t tell us everything we need to know, and data can…
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cloudestoreshop-blog · 1 year ago
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5 أسباب جيدة لتعلم علوم البيانات في عام 2023
في السنوات الأخيرة ، برز علم البيانات كواحد من أكثر التخصصات المرغوبة ، ومن المرجح أن تتوسع أهميته فقط في عام 2023. مع تزايد الرقمنة للمؤسسات وتوافر كميات كبيرة من البيانات ، لم يكن هناك طلب أكبر على الأشخاص الذين يمكنهم فهم هذه البيانات واستخلاص رؤى مهمة. لاستخراج معلومات مفيدة من البيانات ودفع عملية صنع القرار المستندة إلى البيانات ، يجمع علم البيانات بين تخصصات متعددة مثل الإحصاء والرياضيات…
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probablyasocialecologist · 1 year ago
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Tesla has made Autopilot a standard feature in its cars, and more recently, rolled out a more ambitious “Full Self-Driving” (FSD) systems to hundreds of thousands of its vehicles. Now we learn from an analysis of National Highway Traffic Safety Administration (NHTSA) data conducted by The Washington Post that those systems, particularly FSD, are associated with dramatically more crashes than previously thought. Thanks to a 2021 regulation, automakers must disclose data about crashes involving self-driving or driver assistance technology. Since that time, Tesla has racked up at least 736 such crashes, causing 17 fatalities. This technology never should have been allowed on the road, and regulators should be taking a much harder look at driver assistance features in general, requiring manufacturers to prove that they actually improve safety, rather than trusting the word of a duplicitous oligarch. The primary defense of FSD is the tech utopian assumption that whatever its problems, it cannot possibly be worse than human drivers. Tesla has claimed that the FSD crash rate is one-fifth that of human drivers, and Musk has argued that it’s therefore morally obligatory to use it: “At the point of which you believe that adding autonomy reduces injury and death, I think you have a moral obligation to deploy it even though you’re going to get sued and blamed by a lot of people.” Yet if Musk’s own data about the usage of FSD are at all accurate, this cannot possibly be true. Back in April, he claimed that there have been 150 million miles driven with FSD on an investor call, a reasonable figure given that would be just 375 miles for each of the 400,000 cars with the technology. Assuming that all these crashes involved FSD—a plausible guess given that FSD has been dramatically expanded over the last year, and two-thirds of the crashes in the data have happened during that time—that implies a fatal accident rate of 11.3 deaths per 100 million miles traveled. The overall fatal accident rate for auto travel, according to NHTSA, was 1.35 deaths per 100 million miles traveled in 2022. In other words, Tesla’s FSD system is likely on the order of ten times more dangerous at driving than humans.
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otakubimbo · 8 months ago
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Don't Lose Control
Miguel x F!Reader
Plot w/ porn.
My legally required sex pollen fic as a fanfic writer. @safixiovi requested Miguel so here we are.
You and Miguel are on a mission together and nothing is going right. Your tech is all messed up and now it seems Miguel has gotten sick from something. He felt as if he was losing control of himself.
OB Sticky: I wrote this with one hand in my pants so excuse any grammatical errors and definitely not proofread. Also writing smut make me so embarrassed so if you hate it, don't. <3 Reblogs and Likes welcome, requests are still open.
masterlist
Confusion was written all over your face as you looked at the data on your computer in the universe you and Miguel were in currently. You had been working on tech to detect fluctuations in the multi-verse that could detect where anomalies would appear before they did. It had been doing well for the last few weeks, you were able to detect the appearance of an anomaly in three separate universes. So, the confusion now came with the fact that the monitor was detecting two fluctuations in the universe you were currently in, but nothing was showing up. The two of y’all had separated, you went to check out one of the fluctuations and he went to the other. But nothing, nothing was there in the area that read the fluctuations.
You groan out in the abandoned building that you were in, frustrated at the lack of any appearances.
“It was working so well, what the hell?” You grumble to yourself, typing in code strings into your computer trying to see if you can recalibrate the device that it was connected to get a more accurate reading. As your frustrations grew, your watch started going off for an incoming call. You answer it in hopes that at least on his end there was at least a sighting on his end.
“I’m in a damn field and not a single sight of anything but clouds of pollen.” Miguel’s digital image huffs at you. You groan, rubbing your face in irritation.
“Let’s fucking call it then and find somewhere to stay tonight or whatever.” You say abruptly hanging up on him. He would be able to find you, you knew that, and you didn’t really have the energy to hear his complaints about your tech or whatever he had to say.
Meanwhile, with Miguel.
You really hung up on him, in his face when it was your idea to have the both of you out here testing out your tech. Jess was left in charge while the two of you were gone but still, you had insisted and yet there was nothing here and the two of y’all had been at this investigation all day.  He cursed in Spanish as he coughed from all the pollen he was inhaling. It was everywhere, irritating his throat, eyes, and skin. It wasn’t even that he was frustrated your tech was having what seemed to be issues, it was that you insisted on checking things out separately when he figured the whole reason you wanted him here was to do this mission together, with each other. He had grown accustomed to your presence, to your voice, to your smile. It was all while you were figuring out the mechanics of this new tech of yours. To a certain extent, he was always fond of you, he had found you brilliant, driven, and innovative, one of the few spiders he could tolerate. But things started to change when you came up with the idea for this tech, the glittering in your eyes as you made strides on it. Every new aspect you brought to him, you picked his brain late into the night. The time the two of you spent together increased over the months and he realized that he really enjoyed your company. You brought a certain type of peace to him that he never thought he would get before, he actually started going to sleep more at night because he would make you go to bed which you wouldn’t unless he agreed to also. The two of you had got as close as someone could to Miguel.
Miguel cursed again as he felt his body heating up as he went to the directions you sent him for where the two of you would be spending the night he figured. He assumed he just needed to get whatever was in that field off of him and he would be fine after that. When he found you in the crowded lobby of the hotel, you looked irritated but so damn sexy.
Wait.
Where was his mind going right then? He would have to be blind not to realize that you were attractive. Of course, he acknowledged that about you, almost every spider has mentioned it since the day you joined. But the way you looked right now, drive a man to sin. Your curls were down for once, edges slightly sweated out, your skin held a red tone which made your brown skin glow slightly. It was obvious that you were frustrated with the way your nose crinkled making your nose hoop push up slightly on your face. The way your arms were crossed against your chest pushed your breasts up in a way that had them almost spilling out the top of your tank top, the sight going straight to his dick. His breathing started getting heavy as he gazed at you and then finally caught your eye, having you quickly walk towards him realizing how much of a sway to your hips there is when you walk had him feeling parched.  
“O’Hara, we have a problem” You start as you let out an exasperated breath looking up at him. This is when you notice his appearance, he is red, EXTREMELY RED, looking as if he just took on several baddies right before getting there. 
“Is everything okay?” concern is written all over your face as you gaze up at him, lips slightly parted and all Miguel could think about is what they would look like wrapped around his-----. His thoughts were cut off by you calling his name.
“Yeah, I’m fine, that stupid pollen is just all over me. Irritating” He brushes your concerns off saying a few curses in Spanish.
“Okay, well, they only had one room available because apparently there’s some sort of festival going on and I got the last room that was available at like any hotel.” You say as you shift your bag on your shoulder, which takes Miguel's focus back to your chest. The silver chain around your neck sits right above your cleavage. All he could think about was how high would it bounce if you were to ride his---
Again his thoughts were cut off by your voice.
“Alright, let's just get you to the room so you can get whatever is on you off and I can do some work.” You say as you grab his arm, dragging him to the elevators so you can get to your shared room. You didn’t have any clue what was wrong with Miguel, he never usually seemed so zoned out but you assumed whatever the field he was in was affecting him and his focus. His powers were different than other spiders, so you could figure that it was probably a chemical from their plants that was messing with him. You would have to send it off for some tests to see what it could be.
Once in the room, you tell Miguel to go ahead and use the shower to get himself together after you grab a sample of what was on him to send to Lyla.
“Hey Ly, can you analyze this? It got on Mig and he’s been dazed and out of it ever since we got to the hotel.” You say as you speak to the AI. She gives you a knowing look when you mention a hotel and she hears the sound of a shower in the background. “Don’t start, there’s literally no other rooms anywhere and I don’t want to leave tonight just in case the readings were actually accurate, and two anomalies show up. It wouldn’t be logical to leave just set.”
Lyla knew the way you felt for Miguel, she was there while yall were spending all of that time together. The looks that you took at him when you thought he wasn’t looking, the way you would sigh contently while working in the lab with him, and the way you spoke to him when it was just the two of you. Anyone with eyes could see how attractive that man was but it wasn’t just that which is what made you fall for him. Regardless of the way he could come off, he was kind and caring. He may not show it in the ways that other people did but he had such a big heart and was truly thoughtful of other people. The man would take everything on his shoulders just to make things easier for everyone. You admired him, you adored him, and he made you feel safe and understood and cared for. You really liked him, it didn’t help that he was a walking Adonis. His looks were just the cherry on top for you. Everyone seemed to know your affinity for him, except him. It didn’t help that you were always making excuses for his behavior, Jess would make jokes at your expense all the time about it.
“But the two of you sharing a room it seems?” Lyla giggles coming to sit on your shoulder.
“Cause there wasn’t anything else available” You whisper hiss at her, and she just giggles again “Please just analyze the sample I sent”
“Anything for Miguels other half.” She jokes as she fades away, and you just groan trying to focus back on your readings and tech.
Miguel did not want you that way. You knew that, he would never want you that way. He was a serious man with a hard past that never allowed for the option of romance. The multiverse and stopping anomalies were more than enough to occupy Miguel's mind and heart. You sigh, knowing that your affection will never be returned by him busying yourself with your work while he finishes his shower.
While in the shower, Miguel had already cum two times, and nothing was helping. His mind only filled with you and how you would feel under him, on top of him, how your lips would feel, the noises you would possibly make. It didn’t help that he knew you were just in the next room, he could almost feel you. He needed you badly and he didn’t know why it was so badly. For once, it was as if he lost control of himself. The way he needed to feel you, to hear you, to taste you, to be inside you. Mierda. He came again with just the thought of you in the other room, just the thought of you. It wasn’t enough but it would have to be, he knew you would worry if he took too long in there.
As he exits the bathroom, you notice you hunched over your laptop on the bed, fidgeting with your tech with such a concentration on what you were doing. The image made his dick throb. Fuck. His stuttering as he entered the room, caught your attention from your work. You only glance at him as you continue tinkering.
“Are you feeling any better?” You ask, still typing away.
“Yeah” He lies as he attempts to keep his voice from sounding strained.
“Good. I still sent some samples to Lyla to analyze.” You start before pausing for a second, “Since we don’t know what’s going on I think we should try to both sleep with some comfort tonight just in case we get an alert or something. We have been at this all day, so we need some rest.”
It took Miguel a second for him to realize what you meant by what you said. You meant that the two of you would have to share the bed. Together. Sleep next to each other. Together. Together, in the same bed. Together. He could barely contain himself in the shower, how in the hell was he supposed to contain himself sleeping next to you?
“Can you take a look at this while I take a shower? I can’t find anything that is wrong but I really don’t understand what’s going on.” You say only slightly looking up at him and then back down as you finish typing what you were working on shifting to get up while still trying to work.  
“Yeah sure” He attempts not to look at you as you put your stuff down, trying to finish your coding, distracting yourself from your previous statements, attempting not to think about you and Miguel sharing a bed. You don’t even look at him as you make your way into the bathroom.
The only thing Miguel could think about was you undressing in the bathroom, what you would look like as you caressed your body with a soapy washcloth. Mierda. How was he supposed to sleep next to you tonight?? He felt like he was losing control. You seemed to not be affected by the thought of sharing a bed with him, something about that was making him feel more feral. The image of you sleeping peacefully as he looms over you, starting with pressing his lips to your unexpected jawline, making his way down your body with his mouth. He could imagine your breath hitching as you started to wake up at his actions. Would you whimper as he made his way to your clothed cunt? Would you grip his hair as he teases you by licking you through your panties? Would you beg for him?
Mierda.
He was painfully hard again. What the fuck was he going to do? What the fuck was going on? He needed to calm himself down, he had no clue why he was acting like this. He was mumbling curses in Spanish, not even realizing that you had gotten out of the shower.
“Mig” You call out to him softly; he looks like he is in distress. His head snapped to your voice. Mierda, that damn nickname wasn’t helping him in this situation and neither did the way you looked. It wasn’t like you were wearing anything special or particularly sexy, it was a plain oversized shirt and he could see the peak of shorts underneath. That cute expression of concern that you wore, your gaze gentle on him. You called his name again.
“Are you okay Miguel? Do you think we should go back to headquarters? We can always just send some other spiders out to keep on alert.” You suggest moving towards him. At your movements, it was as if he snapped out of whatever spell was on him.
“No, no it’s fine.” He rebuttals, “The tech is too new to trust with anyone else. I’ll be fine. Let’s just go to bed.”
You nod at him, still worried about him but going to bed was probably the best option for him right now. The two of you get into bed, laying down on opposite sides, and backs towards each other.
Miquel can’t sleep. Every other minute, he's trying to gently ( as gentle as someone his size can be) toss and turn in his discomfort. There was no way he was getting any sleep tonight, especially with the way he could feel your warmth even from the other end of the bed. Unfortunately, his excessive tossing didn’t allow you to sleep either. You were worried about him but you know his stubbornness wouldn’t free him enough to tell you the issue. But at this rate, neither one of you would be able to sleep tonight at this so you conceited and turned over with a sigh to face him. He was lying on his back not realizing that you had woken up, it looked as if he was sweating. Did he have a fever? Was he really sick? You lean up on your elbow, extending your hand out to touch his forehead.
“Miguel you don’t look well.” You speak as your hand reaches out towards him, right before your hand lands he grabs your wrist and looks at you with wild eyes.
“Don’t” He says through gritted teeth.
“Mig, please, what is wrong?” You ask so innocently, while all his thoughts about you aren’t even close to innocent. With you so close now, with that look in your eye, Miguel was losing all of his sanity. Fuck it. Swiftly, with your wrist still in his hand he straddles himself on top of you. Your eyes immediately go wide as you feel your body move, looking up at him, you don’t fight him though.
“I----” He starts, panting above you.
“What Miguel?” You asked breathily, fuck you looked so beautiful beneath him. Your eyes find him and they're red. He looks almost feral.
“ I don’t know how much longer I can control myself” His voice is strained as his grip on your wrist gets a little harder. The way he was looking at you, wasn’t something you expected. The look of unbridled lust in his eyes, you could feel it coming off his body.
Your voice barely above a whisper calls out his name.
“Stop, please. You don’t understand how badly I need to ruin you.” He groans as his head falls to the side of your head, his face burying into your neck breathing in deeply with a growl. Your breath hitches in your throat, unable to think clearly of what is going on in this moment. The stoic and controlled man that you had grown to know just told you he wanted to ruin you and the biggest problem was that you were okay with it. There was a newfound ache between your legs while he was speaking to you and now the ache was growing with the way he was breathing into your neck. Fuck it. You roll your hips into his, feeling his restrained bulge twitch with the impact.
“Then ruin me, Miguel.”
His head shoots up at your words, it was taking all of his self-control at that moment to not rip the clothes you were wearing off. He had to be sure he understood you correctly, he had to be sure you knew how serious he was about ruining you, destroying you, making you his own.
“You don’t know what you’re saying, hermosa.” He strains out, unconsciously pushing his hips into you, you let out a small moan at the sensation and Miguel thought he almost came just from that sound alone.
“I do, I want you. I want you to ruin me, Miguel.” You say, a lustful look in your eyes as he’s still panting above you. He was trying to hold on to his last ounce of self-restraint until you said one word. “Please”
That was all it took before he sank his fangs into your neck. You gasped at the sudden pain until you felt him licking the wound he just created making you moan his name at the sensation. His hands are all over your body as he is kissing and sucking on your neck, moving your legs so that he is in between them to grind himself into you.
“Fuck Miguel” You moan as your hips meet with his, “Kiss me”
He immediately abides by your request, mouth meeting yours in an aggressive lustful kiss. Miguel forces his tongue into your mouth as he presses his body into yours. His claws digging into your plush thighs which had you moaning into his mouth as he explored yours. The both of you breathing heavily as he moves again from your mouth to your jaw to the other side of your neck marking you the same as he did on the other side. After he is pleased with his marks he leans up, gazing down at your chest heaving, your eyes half-lidded as you look up at him. Fuck, he doesn’t even bother lifting your shirt off you as he rips it in the front to expose you to him. The view was better than he imagined, of course, he had seen you in your spidey suit which didn’t leave much to the imagination but this view, actually seeing you bare under him was just too much. He came then and there, not even caring because the next time he came he hoped it would be inside of you, your eyes widened at the guttural moans he made as he came. Without even a moment of shame or embarrassment, his mouth latches onto one of your breaths as he palms the other.
“Wait wait, Miguel did you come?” You attempt to get out during his onslaught on your tits.
“Yes, and I’m going to come again, inside you.” He says as he makes his way down your body to your clothed cunt. He had no shame in his words, as he quickly made shreds of your shorts and underwear, he could live out his fantasies of teasing you at another time. He needed to taste you right now. Before you could even respond to his words, or to the fact that he has ripped all your clothes off Miguel's tongue is lapping at your folds. You can’t help but squirm underneath him, as he’s eating you like a man starved. Fuck was he obsessed with the way you tasted; he knew he was going to have to have this all the time now.  He made out with your clit as your hands dug into his scalp gripping his hair. It was all so overwhelming; you couldn’t even grind yourself against his face as his strong hands held your hips down. You were reaching your peak faster than ever before, you were moaning his name like a chant as you got closer and closer to getting over the edge.
The sound of his name being moaned off your lips was driving him even crazier, his hips pushing into the bed as he starts sucking directly on your clit. He moves one of the hands that was holding your hips down to shove two of his thick long fingers into your clenching waiting hole. It was as if he already knew your body because his fingers automatically found the spot that made your vision blurred. Your body responded on its own as you came, and came hard, squirting all over his face. The squirting caught him off guard, as he pulled his face out of your cunt with a surprised expression.  Oh fuck, he needed to see you do that again, and by the way your walls squeezed his fingers as you did, he knew he needed to see you do it again but on his dick. He freezes himself from the restraint of his own clothing as he comes back to hover over you. You looked so damn beautiful, your lips were puffy from his kiss and he could see the bite marks that he left on you, pupils blown and breath coming back down from your orgasm.  He didn’t give you much time to recover as he grabbed your legs throwing them over his shoulder and pounding into you.
You scream his name as he furiously slams his hips into yours. His hands are under your ass, grip tight as he lifts you slightly to go deeper into you, too deep. The tip of his dick ramming into your cervix with every thrust. You had never been one that could just come from penetration, but the way Miguel was pounding into right now seemed was going to change that. He can feel the way your clamp down on his as the tightness returns back to your stomach. Fuck you were going to come again, you were so sensitive, so sensitive for him. Your nails digging cresent shaped marks into his arms as you come again this time on his dick.
“I’m going to come inside you” He tells you through his thrusts and the aggressive manner in which he said it made you clamp down on him even harder. He spills into you, so much that it starts leaking out as he continues to pound into you. You had assumed once he came again he would stop but he doesn’t, you can still feel how hard he is inside of you as he pumps his cum deeper into you. As the final bursts of his come stop, he pulls out swiftly getting off the bed, grabbing your ankles to drag you to the edge. Flipping your body over and pulling up you on your knees, he shoves your face into the bed as he inserts himself into you again. His pace doesn’t slow down as he ruts into you. It felt like he was even deeper than before. One of his hands moves to your shoulder to pull you back as he slams into you, his other hand moves to your clit to rub hard circles on it stimulating you further.
“Fuck Mig--- im--- im cuming” You scream as you cum again hard, doing exactly what he wanted and squirting. He could feel it all over his hand, making him cum again inside of you. You look back at him as you finish feeling him cum in you, thinking that he must be done. The sight you see behind you makes you know that you weren’t even close to finished. Miguel had his hand that was covered in your squirt up to his face inhaling deeply before he stuck his tongue out licking his fingers. He gets even harder inside you; it doesn’t look like there would be any sleep tonight, he really was going to ruin you.
The next morning you wake up, bruised and sore. Your head was on Miguel's chest and he was snoring peacefully under you. With a groan, you get up as you feel a notification on your gizmo, you had almost completely forgotten that you had requested Lyla to analyze the substance. As you look at the results you feel incredibly embarrassed, mortified. The substance that was on Miguel was some sort of aphrodisiac, so that’s why he was acting that way towards you. As you were getting further into your head about last night events Miguel woke up.
“Your thinking woke me up.” He grumbles as he sits up looking over your shoulder to see what you were looking at.  He reads the results of the substance that was on him and now he understands what you were possibly thinking. You thought he only wanted you because of the aphrodisiac, but with the way he marked you he would have thought you would know that he wanted YOU and you ALONE.
“Hey” He says as he touches your shoulder, you jump back from his touch.
“Hey, yeah so it’s fine you know. We can just forget about everything last night, I know you couldn’t control yourself. Its fine” You ramble on trying to not embarrass yourself further, he gentle grabs your chin as you speak a stark contrast from his behavior last night and some of this morning.  He doesn’t say anything but look into your eyes giving you a soft kiss on the lips.
“It wasn’t just that, I only wanted it to be with you. I only thought about you. Alright?” He says in the most gentle way you have ever seen him speak. A small smile forms on your lips from the reassurance.
“Alright.” You say and he gives you another kiss, a little more aggressive this time. How was this man not tired anymore?! You saw the half-life on the substance he should be done. “Miguel, the effects should have worn off by now.”
“They have,” He says against your mouth. “This is YOUR effect” moving your hand to allow you to feel for yourself how you affect him. Before things could go any further, you get a notification from your new tech and your gizmo that there were two anomalies in this dimension, around the areas that you detected yesterday.
“See, I knew it!” You exclaim as you activate your suit almost forgetting what you were just doing with Miguel. His dick twitches under your hard and you remember what’s going on. “Oh right, uhm this first, and then we can go back to headquarters and I can take care of that for you,” You say with a sultry smile which makes his dick twitch again.
You and Miguel catch both of the anomalies in record time, him being extra careful to avoid the pollen this time. The two of you continue where you left off after you get back to headquarters, immediately both taking your leave which received knowing glances from both Lyla and Jess.
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dead-sp1der · 8 months ago
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I think these are accurate
I'm probably gonna do Bdubs, Joel and Gem later, but for now take this graph
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Some things to note:
I do not want the Hermits to be aware of this graph, because while making it I realized I would hate to see this if I were a Hermit. I made this for my own data-driven curiousity only
I am a human so I there is a chance that I missed 1 or 2 names somewhere along the line. I will reblog this with the raw data for if anyone wants to check my measurements
Bdubs, Tango and Gem are the top 3 most frequent mentioned Hermits in Etho's videos, do with that information what you will
Bdubs is the only hermit Etho has mentioned every single video, for some reason, what is wrong with him
Stress and Zedaph are (afaik) the only Hermits who's names are never said by Etho, but they do both appear and talk in his videos
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mariacallous · 7 months ago
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A lawsuit filed Wednesday against Meta argues that US law requires the company to let people use unofficial add-ons to gain more control over their social feeds.
It’s the latest in a series of disputes in which the company has tussled with researchers and developers over tools that give users extra privacy options or that collect research data. It could clear the way for researchers to release add-ons that aid research into how the algorithms on social platforms affect their users, and it could give people more control over the algorithms that shape their lives.
The suit was filed by the Knight First Amendment Institute at Columbia University on behalf of researcher Ethan Zuckerman, an associate professor at the University of Massachusetts—Amherst. It attempts to take a federal law that has generally shielded social networks and use it as a tool forcing transparency.
Section 230 of the Communications Decency Act is best known for allowing social media companies to evade legal liability for content on their platforms. Zuckerman’s suit argues that one of its subsections gives users the right to control how they access the internet, and the tools they use to do so.
“Section 230 (c) (2) (b) is quite explicit about libraries, parents, and others having the ability to control obscene or other unwanted content on the internet,” says Zuckerman. “I actually think that anticipates having control over a social network like Facebook, having this ability to sort of say, ‘We want to be able to opt out of the algorithm.’”
Zuckerman’s suit is aimed at preventing Facebook from blocking a new browser extension for Facebook that he is working on called Unfollow Everything 2.0. It would allow users to easily “unfollow” friends, groups, and pages on the service, meaning that updates from them no longer appear in the user’s newsfeed.
Zuckerman says that this would provide users the power to tune or effectively disable Facebook’s engagement-driven feed. Users can technically do this without the tool, but only by unfollowing each friend, group, and page individually.
There’s good reason to think Meta might make changes to Facebook to block Zuckerman’s tool after it is released. He says he won’t launch it without a ruling on his suit. In 2020, the company argued that the browser Friendly, which had let users search and reorder their Facebook news feeds as well as block ads and trackers, violated its terms of service and the Computer Fraud and Abuse Act. In 2021, Meta permanently banned Louis Barclay, a British developer who had created a tool called Unfollow Everything, which Zuckerman’s add-on is named after.
“I still remember the feeling of unfollowing everything for the first time. It was near-miraculous. I had lost nothing, since I could still see my favorite friends and groups by going to them directly,” Barclay wrote for Slate at the time. “But I had gained a staggering amount of control. I was no longer tempted to scroll down an infinite feed of content. The time I spent on Facebook decreased dramatically.”
The same year, Meta kicked off from its platform some New York University researchers who had created a tool that monitored the political ads people saw on Facebook. Zuckerman is adding a feature to Unfollow Everything 2.0 that allows people to donate data from their use of the tool to his research project. He hopes to use the data to investigate whether users of his add-on who cleanse their feeds end up, like Barclay, using Facebook less.
Sophia Cope, staff attorney at the Electronic Frontier Foundation, a digital rights group, says that the core parts of Section 230 related to platforms’ liability for content posted by users have been clarified through potentially thousands of cases. But few have specifically dealt with the part of the law Zuckerman’s suit seeks to leverage.
“There isn’t that much case law on that section of the law, so it will be interesting to see how a judge breaks it down,” says Cope. Zuckerman is a member of the EFF’s board of advisers.
John Morris, a principal at the Internet Society, a nonprofit that promotes open development of the internet, says that, to his knowledge, Zuckerman’s strategy “hasn’t been used before, in terms of using Section 230 to grant affirmative rights to users,” noting that a judge would likely take that claim seriously.
Meta has previously suggested that allowing add-ons that modify how people use its services raises security and privacy concerns. But Daphne Keller, director of the Program on Platform Regulation at Stanford's Cyber Policy Center, says that Zuckerman’s tool may be able to fairly push back on such an accusation.“The main problem with tools that give users more control over content moderation on existing platforms often has to do with privacy,” she says. “But if all this does is unfollow specified accounts, I would not expect that problem to arise here."
Even if a tool like Unfollow Everything 2.0 didn’t compromise users’ privacy, Meta might still be able to argue that it violates the company’s terms of service, as it did in Barclay’s case.
“Given Meta’s history, I could see why he would want a preemptive judgment,” says Cope. “He’d be immunized against any civil claim brought against him by Meta.”
And though Zuckerman says he would not be surprised if it takes years for his case to wind its way through the courts, he believes it’s important. “This feels like a particularly compelling case to do at a moment where people are really concerned about the power of algorithms,” he says.
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ms-demeanor · 6 months ago
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Hello! First, I wanted to say thank you for your post about updating software and such. I really appreciated your perspective as someone with ADHD. The way you described your experiences with software frustration was IDENTICAL to my experience, so your post made a lot of sense to me.
Second, (and I hope my question isn't bothering you lol) would you mind explaining why it's important to update/adopt the new software? Like, why isn't there an option that doesn't involve constantly adopting new things? I understand why they'd need to fix stuff like functional bugs/make it compatible with new tech, but is it really necessary to change the user side of things as well?
Sorry if those are stupid questions or they're A Lot for a tumblr rando to ask, I'd just really like to understand because I think it would make it easier to get myself to adopt new stuff if I understand why it's necessary, and the other folks I know that know about computers don't really seem to understand the experience.
Thank you so much again for sharing your wisdom!!
A huge part of it is changing technologies and changing norms; I brought up Windows 8 in that other post and Win8 is a *great* example of user experience changing to match hardware, just in a situation that was an enormous mismatch with the market.
Win8's much-beloathed tiles came about because Microsoft seemed to be anticipating a massive pivot to tablet PCs in nearly all applications. The welcome screen was designed to be friendly to people who were using handheld touchscreens who could tap through various options, and it was meant to require more scrolling and less use of a keyboard.
But most people who the operating system went out to *didn't* have touchscreen tablets or laptops, they had a desktop computer with a mouse and a keyboard.
When that was released, it was Microsoft attempting to keep up with (or anticipate) market trends - they wanted something that was like "the iPad for Microsoft" so Windows 8 was meant to go with Microsoft Surface tablets.
We spent the first month of Win8's launch making it look like Windows 7 for our customers.
You can see the same thing with the centered taskbar on Windows 11; that's very clearly supposed to mimic the dock on apple computers (only you can't pin it anywhere but the bottom of the screen, which sucks).
Some of the visual changes are just trends and various companies trying to keep up with one another.
With software like Adobe I think it's probably based on customer data. The tool layout and the menu dropdowns are likely based on what people are actually looking for, and change based on what other tools people are using. That's likely true for most programs you use - the menu bar at the top of the screen in Word is populated with the options that people use the most; if a function you used to click on all the time is now buried, there's a possibility that people use it less these days for any number of reasons. (I'm currently being driven mildly insane by Teams moving the "attach file" button under a "more" menu instead of as an icon next to the "send message" button, and what this tells me is either that more users are putting emojis in their messages than attachments, or microsoft WANTS people to put more emojis than messages in their attachments).
But focusing on the operating system, since that's the big one:
The thing about OSs is that you interact with them so frequently that any little change seems massive and you get REALLY frustrated when you have to deal with that, but version-to-version most OSs don't change all that much visually and they also don't get released all that frequently. I've been working with windows machines for twelve years and in that time the only OSs that Microsoft has released were 8, 10, and 11. That's only about one OS every four years, which just is not that many. There was a big visual change in the interface between 7 and 8 (and 8 and 8.1, which is more of a 'panicked backing away' than a full release), but otherwise, realistically, Windows 11 still looks a lot like XP.
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The second one is a screenshot of my actual computer. The only change I've made to the display is to pin the taskbar to the left side instead of keeping it centered and to fuck around a bit with the colors in the display customization. I haven't added any plugins or tools to get it to look different.
This is actually a pretty good demonstration of things changing based on user behavior too - XP didn't come with a search field in the task bar or the start menu, but later versions of Windows OSs did, because users had gotten used to searching things more in their phones and browsers, so then they learned to search things on their computers.
There are definitely nefarious reasons that software manufacturers change their interfaces. Microsoft has included ads in home versions of their OS and pushed searches through the Microsoft store since Windows 10, as one example. That's shitty and I think it's worthwhile to find the time to shut that down (and to kill various assistants and background tools and stop a lot of stuff that runs at startup).
But if you didn't have any changes, you wouldn't have any changes. I think it's handy to have a search field in the taskbar. I find "settings" (which is newer than control panel) easier to navigate than "control panel." Some of the stuff that got added over time is *good* from a user perspective - you can see that there's a little stopwatch pinned at the bottom of my screen; that's a tool I use daily that wasn't included in previous versions of the OS. I'm glad it got added, even if I'm kind of bummed that my Windows OS doesn't come with Spider Solitaire anymore.
One thing that's helpful to think about when considering software is that nobody *wants* to make clunky, unusable software. People want their software to run well, with few problems, and they want users to like it so that they don't call corporate and kick up a fuss.
When you see these kinds of changes to the user experience, it often reflects something that *you* may not want, but that is desirable to a *LOT* of other people. The primary example I can think of here is trackpad scrolling direction; at some point it became common for trackpads to scroll in the opposite direction that they used to; now the default direction is the one that feels wrong to me, because I grew up scrolling with a mouse, not a screen. People who grew up scrolling on a screen seem to feel that the new direction is a lot more intuitive, so it's the default. Thankfully, that's a setting that's easy to change, so it's a change that I make every time I come across it, but the change was made for a sensible reason, even if that reason was opaque to me at the time I stumbled across it and continues to irritate me to this day.
I don't know. I don't want to defend Windows all that much here because I fucking hate Microsoft and definitely prefer using Linux when I'm not at work or using programs that I don't have on Linux. But the thing is that you'll see changes with Linux releases as well.
I wouldn't mind finding a tool that made my desktop look 100% like Windows 95, that would be fun. But we'd probably all be really frustrated if there hadn't been any interface improvements changes since MS-DOS (and people have DEFINITELY been complaining about UX changes at least since then).
Like, I talk about this in terms of backward compatibility sometimes. A lot of people are frustrated that their old computers can't run new software well, and that new computers use so many resources. But the flipside of that is that pretty much nobody wants mobile internet to work the way that it did in 2004 or computers to act the way they did in 1984.
Like. People don't think about it much these days but the "windows" of the Windows Operating system represented a massive change to how people interacted with their computers that plenty of people hated and found unintuitive.
(also take some time to think about the little changes that have happened that you've appreciated or maybe didn't even notice. I used to hate the squiggly line under misspelled words but now I see the utility. Predictive text seems like new technology to me but it's really handy for a lot of people. Right clicking is a UX innovation. Sometimes you have to take the centered task bar in exchange for the built-in timer deck; sometimes you have to lose color-coded files in exchange for a right click.)
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drdemonprince · 11 months ago
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By now, a majority of Autism researchers and clinicians are aware that the existing assessments for Autism are profoundly flawed. 
They know the standard evaluation of Autism is sexist, with assessors excluding women for reasons like wearing makeup, having a boyfriend, being superficially polite, or not being fixated on suitably ‘masculine’ topics like ancient Roman history or barometric pressure. 
They know Autism evaluations are racist, deeming Black Autistics “oppositionally defiant” or even “borderline” rather than acknowledging any social alienation or sensory pain they’re experiencing, and believing they must be overstating the difficulty they face in moving through the world.
And they certainly know that conventional Autism measures weren’t designed with adult Autistics in mind. Many of us are still asked to make up stories based on paintings of frogs in a toddler’s picture book, when we sit down for assessments at age 20, or 30, or 45 — because all the evaluation methods were written for young kids. 
The data has already proven the far-reaching consequences of using such shoddy measures of Autism. People of color, gender minorities, older adults, and women are diagnosed at later ages, and also go undiagnosed at massive rates. 
A growing population of scientists are admittedly interested in fostering a new literature of what they call “patient-driven” Autism research, but they never stop thinking of us as mere patients, the passive receivers of care rather than the leaders of communities and political movements who are the ought to be the primary authors of the studies about us, and the sole determinants of what our desired outcomes should be. Even when they observe that their work could benefit from a greater Autistic perspective, researchers do so from closed rooms, filled with other professionals who are largely not Autistic, wondering amongst themselves what it is that we want instead of learning to quiet their voices and follow our lead. 
Though many basically well-intentioned Autism researchers believe that Autism assessments need reform, what neurodiversity really needs is to abandon the diagnostic process altogether. If Autism is a benign, neutral, naturally occurring form of human difference that requires acceptance rather than a cure, then there’s no need to diagnose it as if it were a sickness. And if hundreds of thousands of Autistic women, people of color, queer people, and older people have been able to give a voice to ourselves and find one another without having ever been given a label by a professional, then improved professional labeling is not what we need. 
Autistic self-realization is the future of Autism assessment. We hold the collective wisdom, organizing ability, insight, and political power to define who we are. No authority figure should have to sign off on our identities. 
Because psychiatrists fail to diagnose such a large percentage of the Autistic population, many Autism researchers now accept self-identified Autistic adults within their subject pool. Within the peer-reviewed journal Autism in Adulthood, self-realized Autistics often make up the bulk of the participant sample, and they have repeatedly been found to be indistinguishable from their formally diagnosed peers. 
A growing body of research now also considers the presence of Autism-spectrum traits as qualifying for inclusion in many Autism studies. The data makes it quite obvious that Autistic people exist within all human groups, spread all throughout the world, and that a great many people have experiences in common with us who have not been formally diagnosed. This itself reveals that a formal diagnosis is hardly necessary, and that a psychiatric paradigm of accepting self-identification is inevitable. The researchers are increasingly already doing it.
You can read the full essay for free (or have it narrated to you!) at this link.
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stars-obsession-pit · 5 months ago
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Right Actions, Wrong Target
So i just had an idea…
What if the GIW’s course of action was actually right?
Or, well, more accurately: what if it was mostly right for the situation they started in, and their main failures were in where they took it from there.
Expanding on my ideas/thought process here:
So in this idea, the GIW was founded in response to a specific discovery by the government:
An underground pool of a strange substance that didn’t resemble any known chemical. It glowed a toxic green, perpetually churned as if boiling, could be lethal to the touch for living things, and could cause things to spontaneously animate in the area around it.
Stagnant, corrupted ectoplasm (not that they had any idea what ectoplasm even was at the time).
Those original researchers encountered ectoplasmic entities around the pit, but not ones like those in Amity Park.
Inhuman things.
Shades whose memories of life had all but faded except for the strongest emotions (usually negative emotions like anger, pain, or fear). Animals driven mad by the pit’s influence. Reanimated food and other organic material.
Things that objectively were dangerous to normal people and that couldn’t be meaningfully communicated with.
So, lacking any better option to respond (or even the knowledge of if such a path was possible at all), they set protocols to contain (and, potentially, dispose of) the entities.
And this is perhaps a bit of a tangent but their ridiculous uniform cleanliness standards could also have a justification too.
The unknown substance would eat through or change just about any material they tested it on. Considering the dangers they had already witnessed it pose to living things (never mind the possibility of other long-term side effects), they decided they had to be extraordinarily careful with their safety precautions.
Thus, incredibly thorough decontamination protocols were set up and strictly adhered to.
White clothes were the best option to allow easy identification of any stains. For agents in the field without proper equipment to run a full scan, it was safer to treat all dirt like a potential hazard.
And so on.
Their policies may not have been perfect, but were created with actual logic behind them in response to their situation at the time.
But then when they expanded outwards to research other similar phenomena, that’s where they truly failed, both as scientists and as basic moral people.
They didn’t adapt to new data. Rules that had been created with scientific reasoning behind them became instead a form of gospel and a means of exerting control over others.
They declared that all ghosts were unfeeling monsters to be locked up, studied, and disposed of (despite all evidence to the contrary). Cleanliness changed from a precaution to a ritual to be practiced unfailingly in all circumstances as a sign of loyalty (thus the “cleanliness breach” thing the agents comment on in the show in a few places).
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autolenaphilia · 1 year ago
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Why enshittification happens and how to stop it.
The enshittification of the internet and increasingly the software we use to access it is driven by profit. It happens because corporations are machines for making profits from end users, the users and customers are only seen as sources of profits. Their interests are only considered if it can help the bottom line. It's capitalism.
For social media it's users are mainly seen by the companies that run the sites as a way for getting advertisers to pay money that can profit the shareholders. And social media is in a bit of death spiral right now, since they have seldom or never been profitable and investor money is drying up as they realize this.
So the social media companies. are getting more and more desperate for money. That's why they are getting more aggressive with getting you to watch ads or pay for the privilege of not watching ads. It won't work and tumblr and all the other sites will die eventually.
But it's not just social media companies, it's everything tech-related. It gets worse the more monopolistic a tech giant is. Google is abusing its chrome-based near monopoly over the web, nerfing adblockers, trying to drm the web, you name it. And Microsoft is famously a terrible company, spying on Windows users and selling their data. Again, there is so much money being poured into advertising, at least 493 billion globally, the tech giants want a slice of that massive pie. It's all about making profits for shareholders, people be damned.
And the only insurance against this death spiral is not being run by a corporation. If the software is being developed by a non-profit entity, and it's open source, there is no incentive for the developers to fuck over the users for the sake of profits for shareholders, because there aren't any profits, and no shareholders.
Free and Open source software is an important part of why such software development can stay non-corporate. It allows for volunteers to contribute to the code and makes it harder for users to be secretly be fucked over by hidden code.
Mozilla Firefox and Thunderbird are good examples of this. There is a Mozilla corporation, but it exists only for legal reasons and is a wholly-owned subsidiary of the non-profit Mozilla foundation. There are no shareholders. That means the Mozilla corporation is not really a corporation in the sense that Google is, and as an organization has entirely different incentives. If someone tells you that Mozilla is just another corporation, (which people have said in the notes of posts about firefox on this very site) they are spreading misinformation.
That's why Firefox has resisted the enshittification of the internet so well, it's not profit driven. And people who develop useful plugins that deshitify the web like Ublock origin and Xkit are as a rule not profit-driven corporations.
And you can go on with other examples of non-profit software like Libreoffice and VLC media player, both of which you should use.
And you can go further, use Linux as your computer's operating system.. It's the only way to resist the enshitification that the corporate duopoly of Microsoft and Apple has brought to their operating system. The plethora of community-run non-profit Linux distributions like Debian, Mint and Arch are the way to counteract that, and they will stay resistant to the same forces (creating profit for shareholders) that drove Microsoft to create Windows 11.
Of course not all Linux distributions are non-profits. There are corporate created distros like Red Hat's various distros, Canonical's Ubuntu and Suse's Opensuse, and they prove the point I'm making. There has some degree of enshittification going on with those, red hat going closed source and Canonical with the snap store for example. Mint is by now a succesful community-driven response to deshitify Ubuntu by removing snaps for example, and even they have a back-up plan to use Debian as a base in case Canonical makes Ubuntu unuseable.
As for social media, which I started with, I'm going to stay on tumblr for now, but it will definitely die. The closest thing to a community run non-profit replacement I can see is Mastodon, which I'm on as @[email protected].
You don't have to keep using corporate software, and have it inevitably decline because the corporations that develop it cares more about its profits than you as an end user.
The process of enshittification proves that corporations being profit-driven don't mean they will create a better product, and in fact may cause them to do the opposite. And the existence of great free and open source software, created entirely without the motivation of corporate profits, proves that people don't need to profit in order to help their fellow human beings. It kinda makes you question capitalism.
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cheriladycl01 · 9 months ago
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2026 Rewind - Grid x AudiDriver! Reader
Plot: After some devastating deaths within the F1 industry from unmistakable names in 2025, the FIA decide to make a plan to race at all of the old tracks that are iconic but haven’t been on the grid for a while.
A/N: this is racing heavy with only drivers name dropped, but if you want cool Ted and Crofty with Y/N vibes while learning more about some of the FIA Grade 1 Tracks, have a read!
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“So Ted, let’s talk about this years line up. It’s just so iconic that I can’t bear it!” David Croft says as they are in the commentator box at pre-season testing.
“Yeah Crofty, obviously it’s so unfortunate the reason behind what we are calling the 2026 rewind because of some losses we had in the industry and this was the way the FIA decided to pay tribute to those people!" Ted explains before the onscreen for the year comes up.
"So, lets go through the year together and analyze it. We're starting of the season strong in the lovely Kuwait, here at Kuwait Motor Town, this is where we are kick starting off this season. It's a high speed track here just north of where we would typically start in Bahrain. This is a track consisting of 20 turns, and is 5.609km of racing ahead. I'm very excited as no-one in F1 history has raced here in an F1 car. Who do you think's going to do well here Ted?"
"Well, there's some really nice corners, and it's a similar temp to Bahrain so i think it's difficult to tell but I can imagine the Audi with Y/N now having done her rookie season learning all those key values about the F1 car and how it works. McLaren will also be good here, really tightening up the constructors championship this year!" Ted offers looking at all the onboard footage.
"Yes I agree, I think Red Bull tend to be quiet strong a the start of the year naturally and its a game for the other teams to be playing catch up!" Crofty agrees.
"Okay, then after Kuwait, we'll be travelling to and correct me if I'm saying this wrong but the Kyalami Circuit in South Africa near the wonderful capital Johannesburg. It's in replacement of the Saudi Arabian Grand Prix, we haven't raced in South Africa since 1993 and what a beautiful circuit this is, its got some really high speed corners and yeah, I think the Ferrari will really be great on those long straights." Ted says analysis the data of the cars in testing.
"And now here we have with us, Y/N Y/L/N Audi F1 driver here to talk through the rest of the tracks!" David says and points to the camera for you to smile and wave before he pulls out the microphone in front of you.
"Hello!" you grin and David and Ted both burst out laughing.
"What did I miss, I'm really sorry i was late!" you smile looking between them and they both nod in understanding of how tight the weekend schedule could be, they are shocked they actually have your time right now.
"It's completely okay, we understand! We've only introduced Kuwait and South Africa, we are about to move onto the changed Australia track! Your thoughts?" he exclaims and you smile.
"Yeah, obviously it's going to be exciting with all these new tracks that none of us have driven, so of course there was a lot of testing in the sims... but yeah its great to be here in Kuwait, and I'm excited to go to South Africa as well!" you smile.
"Yes, and how do you feel about Australia being changed from Albert Park in Melbourne to the Adelaide Street Circuit?" Ted asks with a grin on his face knowing how you felt about the Australian races.
"Well, after the spider incident in 2022, I've always been so scared to drive in Australia" you giggle, before Crofty pulls up the video of you in P4 of the Australian Grand Prix in 2022.
Y/N - Theres a fucking tarantula in my car Race Engineer - Copy that Y/N - No i dont think you guys get it, its on me
"And you ended up pitting there was no time to get it out of the car because of where it was, you were crying for the rest of the race and you were going so quick so you could just finish that you actually ended up winning your first race here and overtaking Charles Leclerc in, what back then was an Alfa Romeo." Crofty smiles and you nod.
"Yeah, so where ever that race is in Australia I know ill be on edge the whole time, I'll have my crew do like 6 inspections on my car before each session to make sure. It was traumatizing i tell you!" you admit.
"So after what will hopefully be a spider free stint in Adelaide on their street circuit we move on to south east Asia where we will exchange Suzuka Japan, for the Fuji SpeedWay, a truly iconic track before going back to an old favorite of some of the older driver on the grid like Lewis and Fernando in South Korea at the Korea International Circuit!" Ted says showing the line up for the races after Australia.
"I'm really excited for these, the atmosphere of the fans is always amazing and the tracks here are great I think Audi thrive on these sort of tracks and yeah, I'm excited to see what we can do there!" you smile, looking at the spinning track layout that popped up on screen.
You move on to Miami's replacement being the iconic Californian Long Beach Street Circuit.
"And we've been tipped of, by a certain Cash App driver that he'll be taking you to DisneyLand while out there?" he asks looking at you.
"Yes, Liam has already been once and when I said about wanting to go to radiator springs he and Daniel jumped on the opportunity to go, which then Yuki and Max wanted to come so it's now turned into this whole massive group trip!" you laugh knowing that half the grid would come with you guys.
"And of course much like the UK Italy is another pinnacle of Motorsport and we've had to change out two of the iconic track Monza and Imola. So for the first change of Italy we've changed it to the iconic Mugello track which I just really love, don't you Y/N?" Ted asks looking at you.
"Yeah I think Lando and Osc will be really strong there, I'd like to think me and Carlos are as well with the Audi this year... so yeah I'm excited for Mugello! Obviously they raced here in 2020 so it's the most recent of all the races this year to make a return so its only really me, Oscar, Logan, Fred, Theo and Kimi who haven't raced there" you smile analyzing the twisty track up on the screen.
"Yes, then we'll be moving onto, what was probably one of the toughest decisions of this year which was switching out Monaco and what to switch out such an exciting race with, so they didn't its the only race on the calendar this year that has remained unchanged!" David explains making you nod.
"I think, where this year is to show the history of F1 and what it means to all of us, the teams and the fans. And by keeping Monaco on there where its such a historic track, i think that's actually staying true to a rewind year!" you smile, you'd always loved the vibes in Monaco, from the fans to the track to how your car performed there.
"Yeah i agree i think it was the right choice keeping Monaco!" Ted exclaims also loving the vibes at Monaco.
"Okay, then moving all the way to the west, we'll be in Canada moving from Montreal over to Quebec at the second oldest track, the Mont-Tremblant Circuit!" David shows the new Canadian circuit on screen.
"Then after Canada we've got a really special double header with two Spanish Grand Prix's at different locations. We have the Valencia Street Circuit and Del Jarama Circuit. Both very exciting and it will be a long weekend in Spain!"
"I'm excited to see a street circuit in Spain, obviously we had Madrid for the last two years after Barcelona, so I'm excited for both Valencia as a street circuit and Jarama which is such an iconic track because of those tights turns and yeah I'm really excited for this one!" you smile.
"Obviously next one was another tough one, Silverstone again another iconic track and the UK has so many other iconic tracks that its hard to choose, there was talks of Aintree, Watkins Glen and Donington Park but ultimately they went with Brands Hatch what do you think on this?" Ted asks looking over to you, holding up a page showing all the different UK tracks.
"Yeah, I think there's some really iconic tracks in the UK, its my home so i grew up racing on a lot of those tracks in different motorsport categories, I think there's ones that are arguably better for Formula one, which is why Silverstone is the main circuit as it gives for the most interesting race, however for me it would have been a call between Brands Hatch and Watkins Glen so I'm glad that they chose Brands Hatch, I've got some great memories there at testing and showcasing the car or working with the Top Gear team, so I'm excited to race there!" you explain, the United Kingdom is the like Monaco in being both a founder and royalty when it comes to Motorsport.
"I 100% agree with that, however I just love Aintree so much and am gutted we wont see it!" David Croft admits.
"So after Brands Hatch we move to Monsanta in Portugal which we haven't raced in Portugal since 2021 because of the COVID restrictions but that was in Algarve so it'll be interesting to see the difference!" Ted offers looking at the next circuit floating on their screen as he zoom's in on turn 4.
"Then, again there another track we hate to see go even if its for one year but Spa, its so iconic and its one of the most dangerous circuits we race now and it's being swapped out for Circuit Zolder on the other side of Belgium! Thoughts?" David asks out in the open.
"I" you start.
"Well I think" Ted also starts and you both look at each other in shock before laughing. You let Ted go first to say his piece.
"Well, I think it's no where near interesting as Spa, and especially where its the last race before a break... I think it's going to be way more uneventful than Spa!"
"Y/N?" Crofty asks looking at you.
"I actually think the opposite most of the tracks have been very high risk with lost of turns and chicanes and hairpins that really catch you out, however this reminds me of the simplicity of Monza and everyone, everyone loves Monza. So i think it will really even out the mid field cars" you says observing the track that had nice long straights and minimal turns.
"I agree with you there Y/N! Next after Zolder we head over to the heavily missed Nurburgring in Germany, the last time we saw it was 2019 so again, up until our 2019 rookies would have driven there how'd you feel about this track Y/N?" David asks.
"Well, it's such an iconic track for so many reasons I really wanted to race there after I watched Lando, George and Alex all race there in 2019, I was actually there in the paddock that year with Ferrari as a part of their driver development programme" you nod, explaining to them how excited you were for it.
"Now next in the place of Monza which we just mentioned we have a complete wild card of the Scandinavian Raceway in Sweden! Now this, this is one I'm excited for it's a beautiful track and has the coldest track temps we'll probably get all season! So it'll be a real fight to see who can protect their tyres and manage them well!" Ted explains and you nod, knowing it would be an exciting race.
"Then after that we travel to France where we haven't been for a while, however the Bugatti Au Mans Track in France is iconic, there are so many great tracks in France like Paul-Ricard or the Charade Circuit or Dijon de Prenois, all of them are great but the Bugatti hasn't been done is so long and really means a lot historically to the sport" David offers, showing you one of the only tracks you didn't feel too excited a lean towards.
"Then, we move back across to Aisa, going to an age of favorite of the age old Sepang International Circuit in Malasiya which is one fans have been wanting to see back on the race calendar for a while so i wonder if this will stay into 2027!" Ted takes over, and you nod.
"I'm also very excited for Sepang! After Malaysia we move onto the first ever FIA grade 1 race track the Chang Circuit in Thailand, how to we feel about this?" David asks directly looking at you.
"Not only is it a beautiful track, but it means that Alex now has a chance to race at his home track while racing under his home flag and I think he's really excited for it. He's in a great car, the Williams has come leaps and bounds and are top midfield contenders and definitely will be up there fighting for race wins!" you smile, knowing Alex was so happy to have this opportunity to race in his home country.
"I agree Alex Albon to win in Chang Circuit, I've put my money on it! Our next circuit it one that NASCAR share with us in F1 taking it back to the Indianapolis Speedway, on the lower F1 circuit of course rather than the Oval that the NASCAR drivers use!" Ted explains.
"Yeah, that lower track is great, you got the nice curve and we'll be able to get to those really high speeds. It's an iconic US track just like COTA!" you admit, taking a sip of the water you'd brought with you.
"After Indi, we'll make our way a little further down south to the Rio de Janiro International Track in Brazil, which is instead of Sao Paulo" David explains looking at the second F1 track in Brazil, it was a nice track but Sao Paulo had been on the roster for so long.
"Then, we are back in Las Vegas, but not on the Strp track that was created in 2023, no we are going back to the Ceaser's Palace Track and I know many people complain about these Las Vegas Grand Prix's because of the timings and the drivers not really liking driving at 12pm!"
"Yeah, i agree they are really strenuous just like Qatar for the heat but I love the vibe Las Vegas brings and I like the whole weekend with all the activities in the fan zone and yeah I'm excited they used Ceaser's Palace rather than the Pheonix Street Circuit which i know they were considering.
"I agree. Our last two races, then consist of the Buddah International Circuit in India and rounding off instead of in Yas Marina in the Dubai Autodrome, which will be a really nice round off" David exclaims.
Slowly you end the interview up, needing to go down to the track to get into the car for you leg of pre-season testing.
What a year it would be.
Taglist:
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cowboybeepboop · 3 months ago
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Can you write something with Javi and Tyler with reader? Maybe like a 3some if you write those. I don't have a plot but I love how your writing them huge fan of yours!
A/n: Hi! Thank you for the request (and ofc your compliment) 😣🙏 I just don’t write threesomes so this is like a “choose your own adventure” type thing if that makes any sense at all. I really don’t know what I'm doing. I just thought this would be an interesting way to work this request while staying in my comfort zone.
Pairing: Tyler Owens x fem! reader x Javi Rivera
Warnings: 🚫 NOT A THREESOME 🚫 and a little bit of awkward fighting
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You and Tyler Owens are the top tornado chasers in the country, each with a reputation that precedes them. You’re known for your methodical, data-driven approach, while Tyler is famous for his daring, instinctual chases. Your rivalry is legendary—every storm season, you find yourselves competing to capture the most intense footage and data, often ending up in the same storm, glaring at each other from across the swirling chaos.
Despite your professional rivalry, there’s an undeniable spark between you. Your banter is sharp and filled with double meanings, your competition fueled as much by mutual respect as it is by the desire to outdo each other. Friends and fellow chasers joke that the tension between the pair of you could power a storm all on its own.
Your team pulls into the motel that Tyler and his team are also staying at. You hop out of the passenger seat stretching as you leave the truck. Tyler, leaning against the side of his truck, notices you stretching from across the parking lot. His eyes roam over your form with more than a hint of appreciation, before he pushes himself off the vehicle and saunters over to you.
"Look who it is," he drawls, his voice laced with a familiar smirk. "You just can't stay away, can you?" Crossing your arms over your chest you give him a playful glare.
“And how am I supposed to stay away when this is the only motel in the area?” You walk past him brushing his arm with your shoulder. Tyler falls into step beside you as you make your way towards the motel entrance. He glances down at the spot where your shoulder brushed against his arm, his gaze a little darker than usual.
"Oh, so you're just here for convenience, huh?" He teases, his smirk never leaving his face. "Here I was thinking you just couldn't resist the opportunity to see me again."
”What would make you think that cowboy?” Your lips curve into a smile as you turn on your heel, looking up at him sweetly. Tyler chuckles, his arms crossing over his chest as he grins down at you. His eyes roam over your face, slowly taking in every feature.
"You know I could list countless reasons, darlin'," he drawls, his voice dripping with a southern twang. "But they'd all just boil down to one simple truth – you can't resist my charm."
”Charm?” You giggle, “I wouldn’t call you charming.” You turn once again, getting the key to your room from the front desk.
”No? Then what would you call me?” Tyler's smirk only grows wider as you turn away, his gaze locked on you as you retrieve the keys. He follows you to your room, his broad shoulders filling the hallway, making it feel far more crowded than it truly was.
"Coz let me tell you, sweetheart" he murmurs, stepping so close that his chest is nearly pressed against your back "Charm seems like the right word to me." Unlocking your door you swing it open, standing in the doorway.
”I’m thinking something more along the lines of arrogant,” your voice laced with amusement. “Yes, arrogance is the perfect way to describe you,” your playful smile widens.
Tyler laughs, his hand braced against the door frame as he leans into the door to loom over you. “Arrogant, huh?” He echoes, raising an eyebrow. “I like to think of it as confidence. I know what I’m about.”
He reaches out, his fingers trailing a path down your arm, leaving a trail of heat in their wake. “Besides, darlin’, you've never had a problem with my arrogance before. Seems more like you're trying to rile me up...”
You look up at him, your eyes landing on his lips. “Why would I want that?” You put a hand on his chest. Leaning toward him you stand on your tippy toes, “What would I get out of trying to rile you up, cowboy?” You murmur against his ear.
A shiver runs down Tyler's spine as your breath fans over his skin. His heart rate increases, his broad chest rising and falling rapidly. He swallows hard, trying to maintain his cool facade, but the heat in his eyes gives him away.
"I can think of a few things, sweetheart," he murmurs, his voice thick with barely concealed lust. He grips your hip, pulling you closer, his fingers digging into your flesh.
“Yeah?” You run a finger over his jaw, “So are you gonna keep playing games or will you come inside and do something about it?” Your eyes darkened by desire as you look up at him. Tyler's self-control snaps with your words.
With a low growl, he pushes you back into the room, closing the door behind him with a slam. He pins you against the door, trapping you between the hard wood and his hard body.
He towers over you, his hands planted on either side of your head, caging you in. His gaze rakes over you, his eyes dark with a mix of desire and barely suppressed need.
"You're playing a dangerous game here, darlin'," he warns, his voice rough. "But I never back down from a challenge." Your arms wrap around his arms pulling his face close to yours you hover your lips over his.
”Are you sure about that, Owens?” Tyler's eyes lock onto your lips, his breath hitching at the closeness.
"Absolutely sure," he murmurs, his breath fanning over your skin. "And don't call me 'Owens' in that voice. It drives me crazy, damn it." he murmurs before crashing his lips against yours.
The kiss is fierce and possessive, his tongue demanding entrance as his hands snake around your waist, pulling you impossibly closer. Your arms pull him closer as you let his tongue in your mouth.
He breaks the kiss to gasp for breath, his forehead resting against yours. "You really enjoy pushing me, don't you?" He pants, his chest heaving.
”Of course I do, Owens.” You smirk, he growls lowly, his eyes narrowing at the use of his last name.
"You're walking a thin line, sweetheart." he warns as his hands slide lower down your waist, his fingers gripping your hips almost to the point of pain. "Keep it up and I'll have to put you in your place." His lips brush against your ear, his warm breath sending shivers down your spine.
”Is that so?” You push his chest away from you, moving past him and hopping onto the bed. “I’d like to see you try,” your smirk grows as you slip your shirt off, tossing it to the side of the room.
Tyler's eyes widen at the sight, drinking in every bit of flesh revealed with hungry eyes. His jaw clenches as his fists clench, resisting the primal urge to pounce on you right then and there.
With a low, frustrated groan, he takes a step forward. "You just can't help yourself, can you?" he mutters, his gaze glued to your body.
He stops at the edge of the bed, his eyes roaming over your form, his breathing ragged. "You're playing with fire, sweetheart. I hope you're prepared for the burn." You pull him to you by the loops of his jeans, your hands sliding up his shirt.
Tyler lets you pull him closer, a low groan escaping his lips as your hands make contact with his skin. The touch of your fingers against his bare flesh sends shivers down his spine.
"You're going to be the death of me," he gasps out, his chest rising and falling rapidly as he tries to maintain control.
But the sight of you, half-naked in front of him, threatens to break his restraint. Lifting up the fabric of his worn shirt, you motion for him to pull it off as your lips trail kisses over his abs.
Tyler obeys your order without hesitation, quickly pulling the shirt over his head and tossing it aside. He looks down at you as you kiss his abs, his breathing becoming more ragged with each touch of your lips against his skin.
His hands tangle in your hair, holding your head against his stomach, silently encouraging you to continue. A loud knock interrupts you, “Hey Y/N are you in there?” Javi’s voice rings through the air.
“Yeah, just a moment,” you respond, shoving Tyler toward the closet. “Hide, don’t make a sound.” You warn, your voice a quiet demand. Tyler's eyes widen in surprise, but he obeys your command without question. He slips into the closet and shuts the door softly behind him, just enough for him to peek out.
He watches you through the crack in the closet door as you respond to your friend, a mix of annoyance and amusement playing across his face. You open the door completely forgetting about your missing shirt.
Javi glances towards the closet, only to see... nothing, his eyes widen slightly as he grins, "Aha! You got a man over don't you." He chuckles, leaning against the doorway.
He gives you a nod, "He's in there right?" Javi continues, his tone turning to a more questioning one. He eyes the door that was in front of the closet before turning his head towards you. His face now is a mix of both confusion and amusement.
”No,” you laugh stiffly blocking him from moving toward the closet door. Javi takes one last glance at the door before turning his attention back to you, giving you a teasing smile.
"Alright, alright, I believe you." His eyes dart back to your exposed chest for a brief moment. You cross your arms over your chest as he takes a step toward you.
Javi notices you become a bit more defensive, a smile plays on his lips, "What's the matter? Aren't we good friends?" He leans in, kicking the door shut, his tone turning seductive as he eyes you with a small smirk on his lips.
”We are,” you draw out as he steps closer to you.
Javi continues to step closer to you, his smirk becoming more apparent the closer he gets, “Then what’s wrong?” He begins to lean down slightly, almost as if he’s planning to steal a kiss from you.
A flush creeps up your neck as Javi brushes a stray hair out of your eyes. Javi leans in, his smile still prominent as his hands reach around your waist, his lips gently pressing against yours, but only for a split second. His eyes gaze back into yours before he pulls away.
Your eyes widen as he pulls away, your breath hitching as you hear Tyler clear his throat, stepping out of the closet. He steps into the room and makes eye contact with Javi, raising an eyebrow as he eyes you both.
“What the hell are you doing, Javi?” Tyler's voice is filled with rage as he balls his fist.
Javi raises an eyebrow, a grin appearing on his lips, "What? Is my girl not allowed to get kisses from me?" Javi crosses his arms, looking from you to Tyler as if he's daring him to continue.
"Your girl?" Tyler crosses the room, getting right up to Javi as he looks him in the eyes, "Since when did you own my girl?" You step between the two of them.
“Okay boys, let's be civil,” you glance between them sighing as you try to think of what to do next.
"Civil?" Tyler’s face scowls as he looks back at you, "He kisses you and you're asking for civil?" His eyes look at you intently as he puts his fists on his waist.
Javi crosses his arms, glaring at Tyler. "Alright, listen," he holds up a finger, "One, she's not yours, get that in your head," his eyes now only focus on Tyler, his brows furrowed, "Two, you're lucky it was just a kiss and not something a lot more"
Tyler's now right next to you, looking at Javi with a look of pure anger in his eyes, "You have some nerve," he continues to clench his fist as his temper rises, "Thinking you can kiss my girl then threaten me, you’re lucky I don't beat your ass."
Javi grins, a hint of madness in his eyes. He looks Tyler in the eyes, "What are you gonna do about it?" His eyebrows furrow, "Cause I sure as hell have no problem taking a swing at you."
”Boys, seriously stop it,” you say sternly, narrowing your eyes at them.
a/n: this is like the choose your own adventure part of this idek, but this is the Javi version if you’re interested in his over Tylers idrk.
“Javi, just go okay?” You push Tyler away from Javi as you try to calm the situation. “We’ll talk in the morning. We can just talk in the morning.”
Javi gives a nod, looking from you to Tyler. He rolls his shoulders, "Fine," he walks towards the door before turning back to look at you, "We have a lot to talk about."
“I know,” you sigh as he leaves, slamming the door behind him. Tyler stands in silence for several long moments after Javi leaves, his chest heaving with anger and jealousy. He turns to you, his jaw clenched tight, his eyes burning with barely concealed possessiveness.
"What in the hell was that?" he growls, his voice dripping with venom. "He just barged in here, kissing you, and you just... let him?" Your hand goes to his arm as you look up at him.
“Ty, I didn’t know what to do, it was completely out of nowhere,” your eyes scan his face, your eyebrows furrowing as you try to read his expression. Tyler's jaw clenches tighter at your touch, his body rigid with tension. He takes a step closer to you, his eyes boring into yours.
"What do you mean you didn't know what to do? You should have pushed him away, told him to back off,” he grits out. “You’re supposed to be mine, damn it!" You flinch softly, taking a step away from him.
“Tyler.. I didn’t…” your voice trails off as you drop your hand from his arm. Tyler's heart clenches at the sight of your flinch, his hand immediately reaching out to grab your wrist, preventing you from backing away from him.
"Hey, hey," he says, his voice a little softer, "I just... I didn’t like seeing him paw all over you like that, especially since he had no right to." He steps closer, his free hand reaching out to gently lift your chin, forcing you to look at him.
”I know, I should’ve done something..” a sigh leaves your lips as you set your hand on his waist squeezing his bare skin softly.
Tyler's tension eases slightly at your touch, the feel of your fingers on his bare skin sending a shiver down his spine. He lets out a breath he didn't realize he was holding, his body relaxing a bit.
"You should've," he agrees, his voice still a little gruffer than normal. "But I understand... it was unexpected, I get it." He lets go of your wrist, his hand coming to rest on your hip, pulling you closer to him.
You press your cheek to his chest, wrapping your arms around him, hugging him tight. Tyler's arms wrap around you, holding you against him, his hands running up and down your back in slow, soothing motions.
He buries his face in your hair, inhaling deeply as he tries to calm himself down. "I just... I can't stand seeing him put his hands on you that way,” he murmurs, his voice muffled as he talks into your hair.
”Maybe you can talk some sense into him tomorrow,” you mumble against his skin, “but.. can we not let that ruin what we have going on?” Tyler's hands still on your back, his fingers pressing into your skin. He leans his head against yours, his breath fanning your ear.
“Yeah.. yeah, I’ll talk to him tomorrow, I’ll knock some sense into him, make sure he keeps his hands to himself from now on,” he mutters, his voice still holding a hint of anger.
But then his tone softens, and he pulls away slightly to look down at you, a small smirk tugging at his lips. "But you’re right, we shouldn’t let him ruin our night, right?"
“Mhm,” you press a kiss onto his shoulder moving your hands up his back, onto his shoulder blades. Tyler’s eyes flutter shut at your kiss, a soft hum escaping his lips as you press yourself against him. He lets his hands wander up your sides, his fingers brushing over your bare skin.
He shivers at your touch, his mind quickly turning from anger to desire. He turns his head to your ear, his breath hot against your skin as he speaks. “You’re so damn distracting…” he mutters, his hands gripping your hips just a little tighter.
”A good distraction,” you murmur in between kisses “I hope…” your hands slide down his back as you press your chest against his.
“A very good distraction,” he agrees, his voice low and gravelly. His hands slide lower down your hips, his fingers digging into the soft flesh of your thighs. He sucks in a breath as you press yourself against him, his body reacting instantly to the feel of your bare chest against his.
“You're making it real hard to think straight right now,” he groans, his eyes slowly raking over your body. You smirk and crouch leaving a trail of kisses down his body as you lower yourself onto your knees in front of him.
Tyler watches you with darkened eyes, a low groan escaping his lips as he watches your lips travel down his body. His hands reach out to tangle in your hair, his fingers gripping the strands tightly as he watches you move lower and lower.
“You’re playing a dangerous game, sweetheart,” he grits out, his voice strained, his body already reacting to what he knows is about to happen.
You look up at him through your lashes, a mischievous glint in your eyes. "I know exactly what I'm doing, Tyler," you murmur, your voice sultry and filled with promise. Your hands make quick work of his belt buckle, unbuttoning and unzipping his jeans. Tyler's breath hitches as you free him from his confines, his eyes never leaving yours.
You wrap your hand around him, stroking gently, watching as his pupils dilate with need. His fingers tighten in your hair, guiding you closer as you lean in, your lips parting to take him in your mouth.
His hips jerk at the contact, a groan escaping his lips as you begin to suck and lick with a practiced skill that leaves him trembling. His eyes fall shut, his head tilting back, as he gives in to the pleasure you're giving him.
You continue to suck him off with a fierce dedication, your mouth moving in a rhythm that leaves him gasping for air. Tyler's eyes fly open, locking onto yours, the intensity of your gaze sending a bolt of electricity through him.
His hips rock into your mouth, the pressure building as you swirl your tongue around the tip of his cock. His grip on your hair tightens, guiding you faster and deeper, his breathing growing erratic.
You can feel him swell in your mouth, his muscles tensing as he nears the edge. You don't relent, taking him as deep as you can, your other hand cupping his balls, gently massaging them as you suck.
His legs wobble, and a string of curses fall from his lips as he finally releases, the warmth of his cum filling your mouth. You swallow it all, not breaking eye contact as you slowly pull away, leaving him panting and thoroughly satisfied.
With a fiery hunger in his eyes, Tyler pulls you to your feet, his grip on your arms firm yet gentle. In one swift motion, he lifts you off the ground and tosses you onto the bed, the mattress bouncing beneath your weight.
His movements are swift and deliberate, fueled by the passion that's been building between you for what feels like an eternity. You giggle in surprise, your cheeks flushed with excitement as he crawls over you, his eyes never leaving yours.
He pins your wrists above your head, his strong thighs straddling your waist, and captures your mouth in a demanding kiss that leaves you gasping for air. His tongue tangles with yours, tasting the remnants of his own desire on your lips as his hips grind against yours, the friction sending waves of pleasure through both of you.
His kisses turn into nips and licks as he trails his way down your neck, his teeth grazing your skin, leaving a path of goosebumps in their wake. You arch into him, your body responding to his touch like it's been starved for it.
With a growl of pure need, Tyler releases your wrists, he takes in the sight of your heaving chest with a hunger that makes your pulse race. His thumbs hook into the fabric of your bra, pulling the material down to expose your nipples. He takes one into his mouth, suckling it hard as he plays with the other with his thumb and forefinger.
You moan, arching your back as pleasure spikes through you. He kisses a trail down your body, his mouth watering at the thought of feeling more of you. He reaches your jeans, his hands deftly unbuttoning and unzipping them before sliding them down your legs, along with your panties.
His eyes darken as he takes in the sight of your wetness, a testament to how much you want him. He lines himself up with your entrance, the anticipation almost too much to handle. With one powerful thrust, he enters you, filling you completely, eliciting a gasp from your lips.
His strokes are deep and rhythmic, hitting that spot that makes your eyes roll back in your head. Your legs wrap around his waist, urging him closer as you meet each thrust with equal fervor. The electricity in the air is palpable as you move together in a dance of passion and desire.
He fucks you with desperation and hunger, his hips pounding into yours, each thrust punctuating the unspoken words of need and longing that hang in the air between you. Your nails dig into his back as you try to keep up with the ferocity of his movements, your breaths coming in short, sharp gasps.
Your bodies are slick with sweat, sticking together as if trying to become one. Tyler’s eyes never leave yours, his gaze a mixture of fierce possession and blazing desire. He’s claiming you in this moment, marking you as his own in the most primal way possible, and you can’t help but feel the same need to claim him back.
The tension in the room is thick, the tumultuous passion unfolding on the bed. Each stroke feels like a declaration of war, a battle of wills, but one that you’re both eager to lose in the sweet surrender of climax.
As your bodies reach their peak together, Tyler's hips stutter to a stop, his cock pulsing deep within you. You tighten your legs around his waist, your muscles clenching around him, as you both let out a symphony of moans and gasps.
The tension breaks, and in the aftermath, Tyler collapses on top of you, his weight pressing you into the mattress. His breaths are hot and ragged against your neck, his chest heaving with exertion. Without breaking the intimate connection, he shifts slightly, his mouth finding your skin once more.
He sucks hard, leaving a dark hickey in the crook of your neck, a brand of his ownership that sends a shiver down your spine. You arch into his touch, the sting of his teeth mixing with the sweet ache of your release. His hands roam over your body, possessive and tender, as he marks you with more bruises of passion.
Finally, he pulls back, his eyes locking onto yours, the heat between you still smoldering. "Damn, darlin'," he whispers, his voice hoarse with need. "You're mine." Your heart swells at his words, the intensity of the moment etching itself into your soul. You stroke his cheek, smiling softly. "Always have been, Tyler." You murmur, your voice filled with a quiet satisfaction.
He grins, his eyes sparkling with mischief as he rolls off of you, pulling you into his arms. You both lay there, tangled in the sheets and each other, finally at peace in the eye of the tempest that is your rivalry and desire.
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determinate-negation · 11 months ago
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how do you define positivism? I’ve seen it used a couple different ways
i mean it mostly in the way the frankfurt school criticized positivism, as reducing knowledge to what is merely calculable, instead of a dialectical approach- and especially that when this is applied to sociology, psychiatry, essentially studies of people its often vulgar and reductive. im gonna just quote this from dialectic of enlightenment instead of paraphrasing more
"The equation of mind and world is finally resolved, but only in the sense that both sides cancel out. The reduction of thought to a mathematical apparatus condemns the world to be its own measure. What appears as the triumph of subjectivity, the subjection of all existing things to logical formalism, is bought with the obedient subordination of reason to what is immediately at hand. To grasp existing things as such, not merely to note their abstract spatial-temporal relationships, by which they can then be seized, but, on the contrary, to think of them as surface, as mediated conceptual moments which are fulfilled by revealing their social, historical, and human meaning-is abandoned. Knowledge does not consist in mere perception, classification, and calculation but precisely in the determining negation of whatever is directly at hand.”
i think this is especially an issue rn in the way that people approach data, algorithms, the idea of something being data driven being that it reflects reality perfectly, also many popular discourses on mental illness and psychiatry
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ox-imagines · 4 months ago
Text
Nights Like This
Tohma x f reader - coworkers to lovers
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wc: 5k
This work contains smut!! I'll put the cutoff before the smut for anyone who wants to read up to that point! !!MINORS DNI!!
This was requested by @mastering-procrastinating as an expansion of my Romance Tropes headcannons. I hope you enjoy!
(ps. the little breaks in it signal that it's a different night they're working)
“I suppose the cup in the microwave is yours?” You heard a voice over your shoulder.
Tohma Ishibashi. You were promoted several months ago and had worked with him since, though never directly. You’d had no reason to deal with him, thus you hadn’t.
“Yeah, it’s mine; sorry,” you stood and brushed past him to get your cup. “I just thought I’d get some coffee, you know, since we might be here a while.” You’d reheated the coffee still in the pot from the workday to get some caffeine in your system in preparation for what you’d expected would be a long night. From what you knew, Tohma tended to be a hard worker, and you weren’t sure what it would be like to work on a project with him.
“Good thinking. You could’ve just made a new pot, though.” Tohma’s disposition was… hard to decipher. He was courteous, and seemed friendly enough though you’d never gotten the impression he cared on a personal level. You could respect a ‘business is business’ mindset, though, so you didn’t question it or push further. He set his dinner in the microwave and leaned back against the counter as he waited for it to heat up. Focused, steely blue eyes, settled behind a monocle of all things, surveyed you as he reached for his laptop, balancing it on one large hand while he opened it and tapped on his keyboard with his other. “We already have the creative team’s content and market research prepared. We need to make infographics from it, get the presentation in order, and rehearse. I intend to be completely done with this come Friday morning.”
“Sir, yes sir,” you murmured, slightly mocking his commanding, driven tone while simultaneously mourning the loss of your next three evenings. He did little more than raise an eyebrow at you and didn’t even look up from his screen, though you could’ve sworn his lips had quirked up slightly. Setting his laptop back on the table, he retrieved his warmed food and sat down next to you.
He opened the project file and slid out several pages, handing you half of them. “Here. Start the infographics for that data.”
You did as he said, though you couldn’t help but feel a little begrudging. After all, you were in equal positions, even if you were newer to yours than he was; what right did he have to tell you what to do?  Then again you would’ve done exactly that had he not told you what to do, so what was the use in being irritated with him? Maybe if you were just calm and cooperative, you’d find him more agreeable.
The two of you fell into a silent rhythm as you worked. You were glad you’d figured out Excel pretty quickly when you started your new position; you thought if you’d had to ask him for help making the data displays you’d have rather just passed away. You glanced over at him. His brow was furrowed subtly, his striking eyes focused intently on his laptop as they reflected its glow. The strong lines of his nose and jaw pulled together a shockingly handsome face now that you were really looking at him up close.
“Do you need something?”
“Oh, sorry.” He’d caught you looking at him. You hurriedly returned to your work, your cheeks heating marginally. From the corner of your eye, you caught him smirking.
°°••....••°°
“Did you bring dinner tonight? I’m ordering mine, if you’d like something,” Tohma’s icy eyes peered at you over his phone, glimmering in the fluorescents of the little break room. The previous night, the two of you had decided to be done once all the infographics were complete. Tonight, you were going to share your files and cross-check each others’ work before compiling and organizing it into a single slideshow, giving you two nights to rehearse your presentation.
“Oh! Um, sure, I brought a snack and drink but I haven’t really eaten much today,” you weren’t sure why you’d decided to give him more information than he needed; maybe the thoughtfulness of his including you had caught you off-guard. Without another word, he handed you his phone to look at the menu of the restaurant he was ordering from and make a selection. “Do you have PayPal, or Venmo, or Cashapp, or..?” You trailed.
“No need, it’s my treat,” he nodded, crossing his arms and leaning back against the counter as he watched you.
“Are you sure?”
“Yes. Are you finished?”
“Sorry,” you quickly finished picking something and handed his phone back. “And thank you. For dinner, I mean. You really don’t have to.”
His hand lightly brushed yours as he took his phone back. “I don’t mind. You’re a good worker, and clearly, management doesn’t reward for that regularly, so I thought it might be nice for us to have a little something to keep us going.”
“I appreciate it,” you thanked him again, once more a bit taken aback by his friendliness tonight. However, he fell quiet, slipping his phone into his pocket and opening his laptop.
“Have you already sent me your work from last night?”
“I did,” you absentmindedly tapped on the table with one hand while the other dug your computer out of your bag. “I emailed it to you before we left last night.”
“Perfect.”
More silence, aside from the light tapping of keys as he typed. The quiet wasn’t awkward, thankfully, instead feeling more like he was fine to work calmly at your side rather than needing to fill the space with small talk. You clicked over to your email tab, finding the files he’d sent. You were happy to find that they were of about the same quality as yours and therefore yours should be to his liking. Before you knew it, he had his folder out again and was finally sitting down, divvying up the papers like he had the night before and handing you the opposite stack this time.
“Once we’ve checked that each others’ data is all accurate, we can compile it into the empty presentation I just shared with you.” No sooner than he’d gotten settled in his seat, he was up again, checking his phone. “The food arrived; I’ll be right back.” You noticed the smoothness with which he moved as he pocketed his phone and exited, and the graceful lines of his figure in his well-tailored suit.
Why are you thinking about that? You shook your head and leaned back in your chair, hooking your feet on the bar under the table so you could prop the chair back on just the two hind legs. Sure, Tohma Ishibashi was objectively an attractive man, but there was no reason for you to be thinking about it just because he was nice enough to buy your dinner. You didn’t even know him on a personal level in any way; for all you knew, he could be part of a gang, or in a relationship, or just be a terrible person outside of work.
Your eyes blew wide as you felt the chair’s back legs slip. You’d gotten distracted and leaned too far back. With a sickening smack, your head hit the counter behind you as you fell backward, courtesy of your feet still hooked under the table preventing you from falling straight down with the chair. “Damn it,” you groaned softly, pressing a hand to the back of your head. Sure enough, you felt the telltale dampness of blood. Keeping your hand there, you scrambled to your feet and stood the chair up. If Tohma came back to you on the floor and hurt, he’d think you were an idiot, or at the very least childish. You checked to make sure there wasn’t blood on the counter before wetting a paper towel at the sink, wringing out the excess and holding it to the back of your head. Maybe if you sat in front of the wall he wouldn’t notice anything wrong or different with your head. You slid your computer and phone over to a different chair and did just that.
“I’m back,” Tohma announced, his ashen hair falling just over his eye as he shouldered the door open. He set the bag of food and his drink on the table and eyed you curiously, noting that you’d moved seats. “Did you not order a drink?”
“No, I have one I brought tonight,” you smiled politely at him and mentally crossed your fingers that he wouldn’t ask any questions about you moving.
“Okay; just making sure the delivery wasn’t missing something,” he smiled back.
Once you both had your food out, you grabbed the energy drink you’d brought, earning you an interested and possibly amused glance from your coworker. “Honestly?” You said as you returned to your seat. “I don’t think caffeine really does much for me. I like this brand of energy drink, though, and I still try it for times like tonight when I’m working late,” you shrugged.
“Interesting. I’m a tea person myself, so that’s usually how I consume my caffeine. I’m not sure it affects me much either, though; I usually don’t bother to check whether or not a blend is decaf.”
You found yourself smiling softly. You could picture him sipping a cup of tea in his monocle, maybe sitting outside at a fancy cafe in a long, expensive coat. Oddly enough, though, you’d noticed he had two piercings in his ear, and that his monocle was chained to one of them. It was a curious accent to his otherwise tidy demeanor, and undoubtedly made you all the more interested in learning more about him.
“Shall we?” He gestured to both the food and the data sheets in front of you.
°°••....••°°
“I said I’d deal with it this weekend,” Tohma gruffly spoke into his phone. “Unlike some people, I am busy. I will talk to you later.” He hung up with a soft huff. If he was a bird, his feathers would most certainly be ruffled. As it were, his brows were pulled together slightly and his lips were pursed in a soft, irritated frown. He set his phone down on the table before fixing you with a customer service-esque smile. “I apologize. Just a friend of mine who thinks I can drop everything to help him at any moment.”
“Oh, no problem. Is there something you need to take care of?”
“No, not at all. He can wait a couple of days like I originally told him to.” As if he was finally present, he noticed the box in the middle of the table.
“I hope you like pizza, I got enough for both of us,” you gave him a reassuring smile as he sat next to you. That was the first time you’d seen him not uphold his careful composure, and even now his composition seemed somewhat strained, his steely eyes a bit more unfocused than usual and something tired about his expression that didn’t seem to belong there.
“Thank you. I’m not especially hungry at the moment but I’m sure I will be before too long. Are you ready to start rehearsing?” He scooted his chair in and leaned on his elbows against the table. Tonight he was sitting a bit closer to you than the previous two nights, close enough that you could make out several notes of his scent. Something herbal and a bit minty, a slight musky scent of some sort of aftershave or cologne, and the faintest hint of smoke. You couldn’t deny that he smelled quite nice, or that his scent suited him well.
You snapped yourself out of the thoughts, once again ridiculing yourself for having them in the first place. “Full transparency, I get a bit nervous when presenting stuff; once we get started I should do fine, and can at the very least bullshit my way through convincingly, but it might be better if you start the presentation.”
“Very well. Do you think if I kick us off with the introduction you’ll be able to follow in smoothly with the first set of statistics?”
“I do.”
“Perfect. Once you do that, we can work together to get through the rest. Tonight we’ll figure out where it feels most natural to alternate and whatnot.” He rubbed his neck as he stared at his computer. “Think of me as a safety net. If you’re doing well, I won’t step on your feet or cut you off, et cetera, but if you start struggling I won’t hesitate to jump in and take over. I have a lot of practice reading situations and making sure they turn out in my party’s favor.”
“Good to know. Thanks, Tohma.” You’d been a bit worried about how he might react to learning that the person he was doing a marketing pitch with was someone who wasn’t exactly the best at presentations, but he’d once again remained calm and good-natured, even despite seeming a bit worn out and on edge tonight.
The two of you fell into a comfortable repertoire, your rehearsal going smoother than expected. He really was a natural at directing the conversation.
“Can we be done now?” You sighed softly after yet another run-through of the slides.
“We can be done once you know your script well enough not to skip important information. If you like we can take a break for a few minutes, but we certainly aren’t done tonight. I’d like to get through it at least three more times, or until you know what you’re talking about.” Noticing your disgruntled attitude, he chuckled softly and leaned back. “The more we practice tonight, the less time we have to spend here after work tomorrow.”
Something in your chest twinged at his words as you realized he was right. Tomorrow would be your last night staying late together working on the project. You hadn’t realized you were actually enjoying his company enough that you’d miss doing overtime with him every night instead of going home. “Fine, let’s just get this over with then,” you sighed.
°°••....••°°
Tohma wasn’t there yet. This was the first time he wasn’t already in the break room waiting for you when you got there. You turned on your laptop and sat, trying to force yourself to think about something else. He wouldn’t ditch, right? Your eyes flicked to the clock. 6:36. Maybe he was just in the bathroom. Pulling up the presentation, you forced a deep breath into your lungs. He’d been happy with where you’d ended your rehearsals last night, maybe he’d decided another night of practice wasn’t necessary and had neglected to tell you he wasn’t coming.
As the time on the clock changed to 6:39, the door swung open. Tohma’s long legs easily brought him across the room to the counter, where he promptly set his bag. His shoulders were held upright as usual, but tonight there was a certain tenseness in them. He was frowning slightly; lines of tension were etched across his pristine face as well. “Is it a bit warm in here?”
You were a little startled by the rapidness of his appearance, and the question in place of a greeting, and all you could do was stare as he unbuttoned and removed his jacket. Without the extra layer, you could tell there was a clear definition to his muscles, more so than you’d expected. He wasn’t some steroid-ridden gym rat by a long shot, but he was certainly also no soft-bodied office worker. “A-are you alright?” You stammered as you looked him over. It was unusual of him to seem so uncollected.
“I’ll be fine, let’s just get through this,” he sat next to you, not bothering to get out his own computer since you already had the presentation up on yours.
Your rehearsal felt a bit more stunted than the night before, despite you being more comfortable with the information now. Eventually, you just stopped to look at Tohma. “Are you sure you’re okay? Because something definitely seems wrong.”
“I’m-” he sighed, leaning back and rubbing a hand over his neck. “My friend I mentioned yesterday is just getting on my nerves a bit more than usual. I know he’s got his issues, and I have a lot of patience, but he seems intent on wearing it out.” He turned to meet your gaze with a soft huff. “I’m sorry, none of this is your problem.”
“No, it’s fine.” You couldn’t manage to look away from him, subconsciously noting the myriad colors in his eyes; a sweet, somewhat-lavender cornflower tone, the light blue of a shadow on fresh snow, tiny flecks of a deeper, almost indigo color. You realized he wasn’t looking away either, nor was he saying anything. The tension around his eyes seemed to ease slightly, and there was the minutest shift in his expression. When his eyes finally broke away from yours, it was only for the briefest second; they flicked down to your lips before returning to your gaze. For a moment, you’d thought you were imagining it, but the blood rushing in your ears and your heart threatening to pound out of your chest made it hard to hear yourself think.
You moved toward him slightly, and he took it as an invitation. His hand pressed against the nape of your neck, pulling you to him, and his lips lowered to yours. They were impossibly soft, and fitted against yours like it was what they were meant for. Your eyes fluttered shut as you savored the sensation, letting out a soft whimper as he slid his tongue along your lower lip before gently biting it.
He pulled back, subtle disappointment curling in your chest, but then he grabbed the arm of your chair to turn it toward him. “Here,” his voice was quiet but tinged with an unusual roughness, an urgency you’d never heard in his tone. His arm wrapped around your waist and the warmth of his hand against the small of your back seeped through your shirt as he guided you over onto his lap. Without a second thought, you obliged. His thighs were firmer than you’d expected under you as you settled onto him, but you didn’t have much time to ponder before his lips were on you again. He kissed you deeply, insistently, like he was starving. His tongue pressed into your mouth and carefully played with yours while his hand slid up into your hair. Bringing your hands around from the firm planes of his back, you loosened his tie without breaking the kiss.
This is insane, you thought to yourself vaguely through the haze that was clouding your brain, but you weren’t about to complain. Once his tie was undone you wasted no time in unbuttoning his shirt, too. As you ran your hand over the warm expanse of newly revealed skin, your hips bucked against his, drawing a groan from him that sounded like honey. There was no doubt in your mind that he was already very hard under you. He leaned back to look at you, his thumb rubbing gentle circles against your waist. His sky-blue eyes were wide, glowing with a soft vulnerability you weren’t expecting to see there. You reached up and carefully slid his monocle from his face; the way it was connected to his earring hindered you for a moment, but it was worth it once you could admire his stunning face completely unobstructed.
“We shouldn’t be doing this,” he whispered, yet showed no sign of stopping. He stood, lifting you and gingerly holding you to his chest, and set you on the table, nuzzling his face into your neck with a gentle nip. One hand on your waist to hold you steady and the other slowly tracing over your body, his tongue flicked out over the little bite marks he was leaving on you. He deftly unbuttoned your shirt; his hands felt cool against your heated skin. 
Deep, aching desire coiled anew in your gut as Tohma’s steely eyes roamed your newly bared skin. “Do you want this?” he asked against your cheek. His breath tickled your skin and you sighed blithely. 
“I want you,” you confirmed, and he kissed you with a fresh passion. His hips eagerly rolled against yours, creating a friction that only deepened the aching in your gut. With a pause, he pulled away, slipping his wallet from his back pocket and unbuckling his belt. The clank of the buckle sent a shiver of anticipation through you.
“You know,” he chuckled quietly as he drew something from the wallet. “One of my friends insisted I carry this; I told him I wouldn’t need it, but I suppose I’ve proved him wrong.” His fingers toyed with the condom for a moment as he looked it over, the wrapper crinkling, and then he set it on the table next to you. “I guess we should be thankful I gave in to his advice, hm?”
His fingertips brushed along your sides as he leaned back down to you. His lips found their way back to the sensitive skin of your neck and trailed languid, messy kisses down to your chest whilst his hands unhurriedly slid your waistband down your hips. The brush of the fabric, the short heated breaths against your skin, the soft pressure of him standing between your legs, it all had your head reeling desperately. 
The vulnerability you’d been so sure you’d seen before was gone, his eyes shrouded with thick, hazy lust and an almost wicked half-smile playing across his lips as he divested you of what was left of your clothes. You felt like a mouse trapped by a tomcat, but you would happily let him devour you whole. One of his hands came to rest on your shoulder as he moved back to finally rid himself of his own pants, lightly pressing you down, the tabletop cool against your back. His fingers were long and elegant and easily pushed the garment down out of the way to better reveal the outline of his raging arousal. But, before also moving his underwear, before you even knew what was happening, you felt those slender fingers press against the intense heat between your legs. You gasped at the sudden contact, your head tipping back and your thighs tensing as he rubbed his fingers along your entrance. He was prepping you, you realized.
“T-Tohma,” you groaned as one of his fingers pushed into you, encouraging and spreading the wetness pooling there. At the sound of his name falling from your lips, his eyes blazed with an all-consuming desire, no trace of his earlier tiredness or tension present in his defined form. He pulled his hand back, the air filling the space coolly, and slid down his underwear. You couldn’t bring yourself to lift your head to look, not with the dizzied feeling pulsing in your skull with every shaky breath you drew. You’d feel him soon enough anyway. The soft, ephemeral crinkle of the condom’s wrapper let you know this was truly happening, any moment now.
“Oh, darling, you’re divine,” Tohma’s voice dripped with a corrupting, anticipatory tone, his hungry eyes raking over your form as you lay there ready to take him. His hands came to rest on your hips, gripping them firmly and holding them down against the table, and as he moved toward you you let your legs slide open a bit more and wrapped your ankles around the backs of his legs. You wanted him close, impossibly, unmentionably close. One of his hands left your hip to guide him between your legs and the head of his cock rubbed against your core as he leaned down to kiss your throat. You arched up into the feeling, whimpering and writhing, but he pulled back slightly. “Now, my little minx,” he whispered with an amusement that was adjacent to cruelty, “hold still. Be a good, patient girl for me.”
The commanding edge to his otherwise soft voice made you groan again but you listened, stilling under him as he closed the distance between you again. His hand squeezed your hip almost painfully as he eased his cock into you excruciatingly slowly. Bliss bloomed through your core as he entered you, the discomfort of his girth stretching you even dulling into ecstasy at the way he unhurriedly filled you. “Please,” you gasped, begging him to move.
He grinned, though now his disciplined expression was strained, his control threatening to slip at the wonderful sensation of being surrounded by your warmth. “Good little minx,” he nipped at your throat and slowly slid almost fully out of you, shuddering at the friction. Without further warning, he thrust himself in to the hilt with a near punishing force. Your hand resting on his wrist turned into a clawed grip, wanton cries spilling from your lips as he set a harsh pace. Each thrust was deliberate and sent a new wave of ecstasy through you.
As if that weren’t enough, Tohma had begun making noises that were sinfully sweet; desperate, saccharine whimpers and moans as he drove into you relentlessly. He’d placed his hand on the table next to you for support when he’d started, and now his arm was trembling, his nails digging little crescent marks into your hip where his other hand still rested. A light sheen of sweat formed over his sculpted, porcelain chest as it rose and fell more erratically, his head resting in the crook of your neck as his quivering grew worse. Dragging along your hot skin, his shaking hand uncurled from your hip and moved down to your thigh, his thumb carefully burrowing between your legs. Stars burst in your vision as he found your clit, a ragged groan escaping your throat and your eyes fluttering shut as he rubbed the sensitive spot. He continued, eliciting cries of his name from your lips as his hips started to stutter, his resolve crumbling completely as his movements grew more unstable.
Your walls trembled and constricted around him and you shook uncontrollably, grabbing at his neck and back to try and ground yourself as your climax tore through you. He cried out in pleasure as he found his release too. His forehead came to rest on yours as he weakly and unsteadily thrust into you a few more times for good measure, thoroughly riding out your orgasms. He finally stilled, panting hard, and moved off you to lay next to you. Though he didn’t pull you over against him, trying to cool off, he was still close enough that you could feel his breath on your cheek and neck, and he rested an arm around your waist.
You took a moment to admire him like this as the haze in your brain cleared. His gently closed eyes, his swollen lips parted as he caught his breath, his flushed cheeks, his soft, ashen hair messy and sticking to his dampened forehead: you could’ve never imagined him looking this unkempt, but he was like a work of art. Slowly, cautiously, you moved a hand up to his warm cheek. His eyes flew open startledly, but then his expression softened again.
“I,” he paused as if looking for his next words. “Thank you.” Tentative affection stirred in his icy eyes as he looked at you, but then he blinked and cleared his throat and it was gone. “We should clean up,” he carefully got up from the table, striding over to the sink and dampening a paper towel before removing his condom, wiping himself off and wrapping the condom in the towel to hide the evidence before throwing it away. You pushed yourself up into a sitting position, watching him as he stepped back over to the sink. He then approached you with another wetted paper towel, meeting your eyes as he leaned down to you as if asking if it was okay for him to clean you. You nodded and he carefully spread your legs again. One of his hands rested on the outside of your thigh while the other meticulously cleansed you.
Once he was finished, he stood again and zipped his pants, retrieving his shirt from his chair. You kept your eyes on him, studying the way his muscles rippled as he slid the garment back on. “Well, are you going to get dressed, or are you just going to stay like that the rest of the night?” Tohma teased, chuckling, and you felt your cheeks heat.
“Right, sorry.” A bit self-aware now, especially after how you’d been blatantly staring at him, you turned away and pulled your clothes on.
Tohma put back on his monocle, and with it his cool composure. Any softness he’d shown you had melted away as if it were never there to begin with. “Will you be able to focus if we continue work tonight? Or should we just run through it again before we present Monday?”
You blinked at him a moment, then cleared your throat. It was a fair question; you didn’t think you could just go back to what you were doing and pretend nothing had just transpired between the two of you. “Oh, um, I think I’ve got it down now, so if you wanna be done for tonight I’m fine with it.”
He nodded and picked up his bag. “Well, I suppose I’ll see you in the morning then. Good night.” Something in your chest twinged as he turned to leave, but he faced you again, lowering his voice. “If you’re lucky, maybe this could become a more… common occurrence,” he smirked softly. Your voice caught in your throat at the implication, your mouth opening wordlessly. The low chuckle he let out at your state only flustered you further.
“I, uh, good night, Tohma. See you in the morning.”
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why-animals-do-the-thing · 1 year ago
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Happy National Zookeeper Week!
I’ll admit, I’m feeling a little spicy about it this year (well, every year) because zoos use the celebration for lots of positive facility PR, yet staff don’t often get the support and respect that is claimed in those posts.
So I want to share this great article written by a zoo industry consulting group last year looking at the reality of what happens when a workforce ends up conflicted between their passion (zoos and animals) and pragmatism (paying rent, existing in a capitalist society). They assessed AZA compensation rates by region against things such as a living wage and rental rates in the area. (All text formatting within quotes, such as bold and italics, is original to the article text.)
I cannot give the Canopy Group enough support for the way they framed this research:
“By observing the economics of keeper compensation, it’s no secret that keepers land on the lower end of the wage spectrum. Like all other wages and salaries, the market value of keeper compensation is driven by several economic factors – including the size of the labor pool, the rigor and danger of the work, the technical ability required, and the educational requirements. However, there is one factor that artificially lowers the market value of keeper compensation more than any other: passion.
In this article, we’ll take a look at why passion lowers the market value of animal care worker wages. More importantly, we’ll consider many factors that have emerged in recent years that are making people reevaluate the value of following their passion – a trend contributing to The Great Resignation, especially as it applies to zoos, aquariums, and similar organizations. (…)
The argument here is passion versus pragmatism: the unknown versus the sure thing. It is a decision all zookeepers and animal care technicians have made. Working with animals is immensely rewarding, but this passion is also very popular. This, historically, has meant that the keeper candidate pool is very large. Therefore, if the wage is livable and working conditions are reasonable, the pool should remain large. In a very real sense, a passion for animals drives down the market value of keeper compensation. Anyone who has been through an Economics 101 course will recognize this as a fundamental market principle: supply vs. demand.
However, many zoos and aquariums are having a more difficult time filling positions than normal and have started to see higher turnover rates in recent years. This begs the question – is the current keeper wage too low?”
Their findings?
Here’s their graph of “the median wage of keepers from organizations in different AZA-defined regions” from an AZA survey done in 2021. (Median is the type of average that looks at the middle of a data set’s range).
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The median wage for AZA keepers in the South/Southeast was just over $15/hr at the low end, and the median wage for AZA keepers in the Far West / PNW was a little under $26/hr. That’s pretty dang low everywhere, especially when you factor in the increased cost of living in places like the West Coast. Also consider that looking at the median wage doesn’t mean this reflects just entry-level compensation - this data indicates the the compensation middle for all keeper positions, including people who have built their careers as keepers in those places long-term.
Then, they compared those wages to the “living wage” in each region - which they defined as “a calculation of what it takes to live in a particular area, without any other income. A living wage calculation takes into consideration how many earners are in a household, how many children are being supported, etc. The living wage includes the costs of all the basic items a household needs to be self-sufficient.”
“If you receive a wage for a job that is below the living wage, then you are essentially taking a negative net income. This is unsustainable for the long term, and essentially defines where wages start to exploit passion.”
Here’s a figure they provided using the MIT Living Wage Calculator showing the average living wage for each of the AZA regions. The chart on the left shows the living wage for a single person with no kids; the second, for two parents with two incomes and one child to support.
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“By comparing the two graphs [to the earlier graph of the AZA median compensation rates], we find that median wages in the Southeast/South and Southwest regions are lower than the living wage for each household configuration in those regions. In other words, if you are a single person household or part of a two-income household raising 1 child in the South, a starting keeper salary will likely leave you with a negative net income. While many people work at this level, it increases the risk of accumulating debt, lowers a person’s ability to afford a home, set a much later retirement age, and can lead to many other negative, long-term effects.”
Big yikes, right?
Next, they looked at living wage vs. compensation for single parents.
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“The single-parent living wage exceeds the average keeper wage in all AZA regions. In fact, the living wage required as a single parent is double the average AZA keeper wage in some regions.”
And then they did housing, specifically, being able to purchase a home.
“In many places, even a two-income household at an average keeper salary would not purchase a mid-level home. This means that keepers have to wait far longer than their peers to purchase a home. While paying rent in the meantime, this rent will account for a larger portion of their income than their peers. All in, these effects can set hopeful homeowners back years or decades.”
Canopy’s conclusion was something anyone involved in the field knew was coming.
“Companies like Chipotle, McDonalds, Best Buy, FedEx, Home Depot, Publix, and Walmart are all offering similar starting wages near starting keeper wages – plus many fringe benefits (like tuition reimbursement) and ample advancement opportunities. Many potential keepers in younger generations are putting their passion on the shelf so they can meet basic standard-of-living concerns.
To attract and retain quality candidates, an organization must consider the journey each new employee would have to make over their career. If the journey is fraught with massive debt, decreased disposable income, and limited career opportunities, then you are limiting your potential candidate pool to the small group of people who have decided that following their passion is worth significant lifelong financial hardship. There are many potential candidates out there willing to sacrifice and arm and leg for animals and conservation, but they wouldn’t dare jeopardize the financial future of their dependents and families.”
This is something I’ve heard about for years, and seen first hand. The low average wage at zoological facilities has been damaging their ability to hire and retain skilled staff for as long as I’ve been involved in the industry. I know so many zookeepers who still have roommates into their 30’s, or work multiple jobs, just to be able to make ends meet.
There’s a mythology about zookeeping jobs, a narrative that seeps into the field and actively exploits people’s passion for the job: it tells people that they’re so lucky to be able to work with these rare and cool animals; that they’re greedy and ungrateful when they ask for more compensation because they’re privileged to get to have the job at all. It says that most people would give anything to have these opportunities, so current zookeepers are interchangable and easily replaceable. Ask for too much? Push for a living wage? There’s always someone willing to take your spot. Not all facilities perpetuate this mentality - some places do treat their staff well without intentionally manipulating them to stay them in unsustainable jobs, and there can be legitimate financial reasons that limit staff compensation (mostly at smaller facilities, afaik) - but it’s a reality in the field.
For a long time, this type of mentality towards staff was sustainable. There really were always more people wanting to work in the field. But now, after three years of pandemic stressors and inflation, it’s starting to be a problem. A lot of staff left during the last few years, and facilities are having a really hard time hiring people and retaining them for any duration. I think a large part of that is low compensation rates. People are prioritizing long-term financial stability and recognizing when their passion is being exploited.
When I first started on tumblr back in 2011, there was a whole group of us within the United States who were baby zookeepers or volunteering as industry hopefuls. We all became friends, and I’ve stayed in touch with, or at least aware of, most of them as their careers progressed. Of the 10-15 or so people in that cohort? I can think of three who are still employed in the zoo industry. Everyone else has moved on into other fields - often with great grief over the loss - because of the extreme emotional labor, the physical exhaustion, and the lack of appropriate compensation.
But I guess that annual pizza party, being featured on social media, and maybe getting additional snacks all week makes up for it all?
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luxe-pauvre · 5 months ago
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Spotting bullshit is not easy, especially with the daily onslaught of misinformation. It takes practice and deliberate effort. Remember, calling bullshit is more than a claim. It's a powerful action, and can easily be misused. But if you make an effort to be clear and correct and to remain reasonably civil, most people will respect you. Before you publicly refute a claim, ask yourself who your audience is - and whether that audience is worth your time. Some people are so entrenched in their beliefs that they will never be convinced, no matter how cogent the argument and how airtight the facts. Spend your time and effort on people who are willing to engage. Above all, remember Neil Postman's dictum: "At any given time, the chief source of bullshit with which you have to contend is yourself." Confirmation bias can make us more confident than we ought to be, and humility is an important corrective. Self-reflection and an appreciation for the difficulty of getting to the truth: These are the marks of a mature thinker worth trusting. Sure, we want to keep the rest of the world honest - but for everyone's sake, let's start with ourselves.
Carl T. Bergstrom & Jevin D. West, Calling Bullshit: The Art of Scepticism in a Data-Driven World
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