#big data architect

[mitsde123]

Data Science Job Market : Current Trends and Future Opportunities

The data science job market is thriving, driven by the explosive growth of data and the increasing reliance on data-driven decision-making across industries. As organizations continue to recognize the value of data, the demand for data scientists has surged, creating a wealth of opportunities for professionals in this field.

[ritumistry11]

BBA in Operations and Supply Chain Management - Northwood University - Northwest Executive Education

Northwood’s Bachelor of Business Administration in Operations and Supply Chain Management, a STEM certified program, will teach you how to approach operations and supply chain management with a business mindset

https://northwest.education/northwood-bachelor-of-business-administration-in-operations-and-supply-chain-management/

[babyleostuff]

spreadsheet

𝜗𝜚 THEME: fluff, established relationship 𝜗𝜚 PAIRING: (architect)student!mingyu x fem!reader 𝜗𝜚 WORD COUNT: 980

SYNOPSIS: if there's one thing mingyu finds incredibly sexy, it's intelligence

“i give up.” 

that was honestly the last thing you’d ever expect to hear from your boyfriend. kim mingyu never gave up, and even if - it wasn’t everyday that his ego allowed him to admit to failure.

confused, you looked up from your computer to see what finally managed to defeat him, just to be met with a very pouty, and a very annoyed boyfriend looking at the screen of his own computer, like he had some personal vendetta against it. 

you quickly covered your mouth with your hand to hide the smile forming on your face. you didn’t need mingyu to think you were making fun of him. “weren’t you supposed to work on your exam project?” you asked, doing your best not to burst out laughing. there was just something about that hunk of a six foot two man with killer biceps who was sitting opposite you, and pouting like a five year old that made you cackle. 

“yes, but i have to use a spreadsheet or whatever to sort out some of the information, and,” he sighed, “i have no idea how to use it.” 

with a loud bang, mingyu’s forehead met the table, which would definitely leave a small bump he’d make you kiss better later. huh, so he really gave up. 

“i don’t think i understand,” you crooked your head at him, pushing yours and his computers away, so you could lean over and place your hand at the nape of his neck. “kim mingyu, one of the best future architects, doesn't know how to use a spreadsheet?” your boyfriend was smart smart, there was no way he didn’t know a couple of formulas to sort out the data.

mingyu groaned loudly, and shook your hand off his neck. “don’t make fun of me baby,” with a whine, he lifted up his head, revealing big shiny puppy eyes, which were practically begging for your help. “as you said, i’m an architect, not a computer science guy!” he exclaimed, his lips turning more and more pouty with each word. 

for a person that loved to make fun of coups and his pout, it didn’t seem like mingyu realised how big of a pouty baby he was himself. 

“i don’t think you need to study computer science to know how to use a spreadsheet, gyu,” you said, and ran your thumb over his jutted out lip. “besides, you study maths and physics, shouldn’t you know how to use this kind of stuff?” 

“if this is your way of making me feel better it’s not working,” mingyu huffed, grabbing your hand in his. “and i really need to figure this out, but i have no idea how. i tried watching tutorials, but i still don’t get it. like, the more i try to understand it the less sense it actually makes,” his breath ghosted your knuckles, as his lips moved against your fingers.  “please tell me you’re an undercover tech guru, so you can do this for me. ” 

you gave mingyu’s hand a little squeeze, and took his computer with your free hand, sliding it over to your side of the table. 

“what are you doing?” he asked, confusion lacing his voice. 

you shook your head in amusement, and squeezed his hand once again, as you transferred all of the necessary data into a new, empty spreadsheet. “i may not be a tech guru as you called it, but it’s a good thing you have a super smart girlfriend,” you murmured, focused on the screen, “that knows the basics of how to use a spreadsheet.” 

you didn't have to look at mingyu to know that his eyes were wide and his mouth open in bewilderment - but it wasn't your fault - it's not like you ever had the opportunity to show off your skills before. besides, mingyu was so in love with you and he was so down bad that you didn't have to do anything special to make him look at you like you just invented a new element.

“it’s really not that hard, you just have to,” the quiet noise of you typing filled your living room for a moment, “you have to know which formals to use.” 

mingyu couldn’t tear his eyes off you. how in the world did he manage to bag a girl that was not only insanely beautiful, but also smart as hell? though he couldn’t see what exactly you were doing (not that he cared about that, he wouldn’t understand any of it anyway), mingyu was sure you were doing magic with those damn spreadsheets. 

“here,” you said with a proud smile a short while later, “is this what you were meant to do?” you turned the computer around for him to see the, yes - perfectly sorted data, just like his professor wanted them to be. 

“you are so fucking hot.” 

mingyu couldn’t help himself. he loved acting like he was the smartest in the room, but holy shit - his girlfriend was a genius, and he’d act all dumb just to have her fill out his spreadsheets. 

“you are literally the most amazing thing ever, baby,” mingyu breathed, still looking at you with disbelief. “so so smart, and so so mine.” 

you snickered, and threw a rolled up napkin at him. “calm down, gyu. that was nothing, seriously.” 

“nothing?!” he exclaimed, offended. “nothing, you say? so why was i struggling with it for the past hours?” 

“if you paid more attention in class i’m sure you’d manage perfectly on your own,” you said, suddenly shy under his stare. the lovesick look was truly overwhelming. “now, will i get something in return?” 

mingyu's expression suddenly seemed to change from pure surprise and admiration to something that pretty much resembled smugness. “what do you have in mind, princess?” he asked, crooking his head at you. 

you smiled and pointed your finger at your lips.

taglist (if you want to be added, check my masterlist): @jeonghansshitester @weird-bookworm @sea-moon-star @hanniehaee @wonwooz1 @byprettymar @edgaralienpoe @staranghae @itza-meee @eightlightstar @immabecreepin @whatsgyud @hyneyedfiz @honestlydopetree @vicehectic @dkswife @uniq-tastic @marisblogg @aaniag @daegutowns @carlesscat-thinklogic23 @embrace-themagic @ohmyhuenings @nidda13 @hrts4hanniehae @k-drama-adict @isabellah29 @f4iryjjosh @bangantokchy @mrswonwooo @bangtancultsposts @lllucere @athanasiasakura @onlyyjeonghan @haecien @caramyisabitchforsvtandbts @hannahhbahng @valgracia @ohmygodwhyareallusernamestaken @mirxzii @hhusbuds @wonranghaeee @rosiesauriostuff @gyuguys @tomodachiii @veryfabday @lilmochiandsuga @asasilentreader @mrsnervous @bewoyewo @sharonxdevi @wondipity @gyuguys @raginghellfire @treehouse-mouse @waldau @wonootnoot @hellodefthings @dokyeomkyeom @sourkimchi @bbysnw @hoichi02 @aaa-sia @haneulparadx @minvrsev @zozojella @wonootnoot @kimingyuslover @wntrei @honglynights @jihoonsbbygirl @uhdrienne @bloodcanbehot

[gudguy1a]

2022 - A Stellar Virtual Cover Letter of Patrick A

2022 – A Stellar Virtual Cover Letter of Patrick A

RECRUITERS: please encourage your clients to review this unique online cover letter. It is the game changer where clients who do check it out end up bringing me on-board. In the past, I discovered many previous recruiters diluted my info so much when presenting to clients, I appear to be JUST another run of the mill candidate. And, I am not. My aptitude, attitude and drive are there and evident…

[civetfish]

Was gonna wait to post this outside of ko-fi until I posted the corresponding part of my fic BUT since that's on hold for a hot second I might as well do it now!

So much yapping under the cut because I can't help myself lol (Mostly just a stream of consciousness, so its kind of a word salad)

I like to think that colors can change in brightness, mix with others, and appear in certain areas/patterns to give a bit of complexity to the use of colors for communication.

Top left is pretty straightforward- yellow is fear. It's the full body "puffed up cat" kind of fear where it's the ony emotion being processed. A lingering anxiousness would be shown more like a general yellow centered around the chest, while the rest of their body remains the same color. Feelings like a slight nervousness (Like handling a delicate object with big crab-claws, for example) would be shown through a "rippling" wave of yellow overtop of whatever colors are already present, originating from the chest or hands. ((link) this is pretty close to what I imagine (If the link doesn't work, skip to about 2:10) Spooky ocean warning! though if you're seeing this post in the first place I assume you're probably fine with it )

Green is analytical - He does this a few times in-game, and it's what makes the most sense to me. I also like to think it's the reasoning behind a lot of the Architect's... well, architecture. Green is a really predominant color in all of the architect structures / data hubs / machines / etc., so in cultural sense it would make sense for the Architects to be using the color representing their core values. The light blue around his sides is amusement/joy. (I put a little bit of this into my first chapter iirc) This is also based pretty closely to what we see in-game. (I.e. the little wave he does back at Robin, it's silly and playful and I love it sm)

The gray/dull tones (bottom left) are just that- the "muting/dulling" of whatever color it's applied to. The Architect who kind of killed his entire species is a little depressed if you can believe it! A muted blue (indigo, rather than light blue) would be melancholy, and the yellow tint in there is stress/dread. A completely dim gray Architect is basically completely numb, which is distinct from the typical "resting color" that Architects have when not feeling any emotion in particular at a given moment.

Dark blue (Or indigo, bottom right) is sadness. It could also be read as a sense of longing or wistfulnes, or a lot of other nuanced feelings depending on other colors or context clues.

And of course magenta (bottom middle) and that coral-ish color are love, more or less. It's a sense of fondness and deep affection, though Al-an himself is probably under the impression it's more like a loyalty and protectiveness; I don't think he has any real experience with love considering what we know about the network.

The coral color in the center of his chest is something I'll dive into more when I get that chapter out, but I think of it as a flush/heat, like an Architect blush. Orange is added to colors to increase the intensity of the emotion underneath, such as the inclusion with magenta to mean flustered or to red to mean a more heated rage. An embarassed architect would be fully orange, possibly leaning a bit towards pink, red or yellow depending on the specific situation.

For an "emotionless peak of innovation and efficiency" I am determined to shove SO many feelings into this shrimp horse. This stream of word spaghetti will eventually get rewritten into a basic color code.

[sewerpalette]

Little rant I might make a video out of:

Edit: disclaimer I wrote this directly after waking up so it’s very awkwardly paced and hard to read I’m so sorry.

AL-AN is not a good person, now I’ll start this off with saying that I looove his character, especially before the rewrite and this certainly isn’t an attack on anyone, just something I’d like to point out because I think the shift of perspective between both games is fascinating.

If anyone remembers the subnautica fandom before Below zero was even remotely announced, there were certain opinions flying around, people believed the architects to be the grand villain(s) in the bigger picture of the game lore for just how messed up they were, they literally hated those guys for being at fault of the sea emperors suffering and there were even theories going around that they made the kharaa to wipe out all other life around them- but it had went wrong.

But now it’s not like that anymore, no AL‘s previous actions are completely ignored because he showed some remorse for being responsible for the deaths of 7 architects specifically, together with messing up before pretty much an audience of billions, it must’ve been embarrassing- but when he apologizes he specifically only mentions the other architects, because he isn’t sorry for the other things he’s done, clearly. I mean dissecting a fetus is one thing, especially with their goal in mind, DISPLAYING it is another, like that’s just purposely gruesome. Together with all the other dissected experimented on animals in the shelves just hung up like prizes (I know the concept itself is not inhumane, but in this case it just wasn’t necessary.) also research specimen THETA anyone? Yeah we know it didn’t die because of the facility collapsing because there’s no injury displayed on its bones that would suggest that, and that part of the facilities insides also didn’t collapse, they just left it there until it either succumbed to the virus or starved to death, same with the sea emperor but they survived, kept alive by unfinished business for the next couple thousand years. Not to mention who the fuck comes up with a quarantine program that includes semi sentient killer machines and a giant gun made to shoot anything down from atmosphere, there were so many better solutions, I get the warper thing, I mean kill anything that’s infected makes sense, but the gun?? Literally why, if they send a signal through the network that this planet is diseased nobody is going to go there (we know that at that point humans weren’t advanced enough to travel space and they knew that so for who was that even for??) it was completely unnecessary to create a giant weapon in wich even more destructive weapons are stored wich let me get into that real quick because there’s also some implied stuff there, appearently AL was so desperate to get rid of his mistake that he attempted to blow up a doomsday device?? (Which would’ve destroyed most of the solar system in an instant.) In the entry it says it malfunctioned so they must’ve tried to use it, and even if they didn’t why would they have it on them anyways? Including all the other weapons. Also let’s talk about the architects in the little sanctuaries in the first game, it’s implied they stored multiple souls in like one of them, literally cramped up all their data whilst AL stored himself in a big ass sanctuary like idk man that’s kind of an asshole move. And those were just the first game events! (And there’s probably even more there.)

In BZ he can’t really do anything except for talk to robin because he doesn’t have a physical form, so there’s less to go off here but even then it didn’t seem like there were other sanctuaries in BZ for the other architects. and sure, you could make the arguement that architects don’t feel at all connected to their physical forms, wich is true, but don’t you think seeing a dead architects body, an architect from his team, a colleague, would illicit some kind of emotion from him beyond “great, now fetch me their skin.” (/j) even if he doesn’t see the attachment to the vessel, if it’s all that’s left from that time and from the crew, there would still be projected attachment onto it realistically. Also he was smart enough to hide himself from alterra because he guessed they didn’t have good intentions- scraping himself off the grid both physically and on any radars they had (presumably with hallucinations), but wasn’t smart enough to distract the critters running around infront of the sanctuary to idk get the help he needed with the failing sanctuary from the mercury, marg, or the alterrans that genuinely wanted to help instead of being eaten by sharks right infront of it.

Like man I love you but that’s just messed up.

And we know he knows he messed up, that’s why he’s so gloomy and does attempt to apologize at the end but like??? He said he wanted to make amends to his people showing that he still doesn’t care about everybody else he hurt, only those he deems as important, not the over 150 people that died on the aurora or the mercury or the degasi or the sunbeam or the research specimens or even the alterrans he’s indirectly caused death to, it is all his fault but he doesn’t see these people as important because he feels they are below him - sure you could make the arguement that he didn’t know about the ships that crashed, fair point. But seemingly he did if he could sense that alterra was there without even seeing alterrans in the first place, especially because Ryley has made contact with the thermal plant and other architect tech before, so he’d definitely know- especially based on the data robin has of the missing sunbeam and aurora incident on her PDA wich he has canonically said he read through.

And I’ll say it again I love AL, next to Bart he’s probably my favorite subnautica character in the whole game series, but I don’t like the portrayel of him suddenly being completely redeemed or being an inherently good person, he still doesn’t understand empathy or morals (you can be a good person without having those, don’t get me wrong.) and acts like a total idiot whilst victimizing himself, like yes, the other architects on the mission died and it’s his fault, they weren’t stored to keep him company and that’s his fault; neither did they like him, wich is very fair in my opinion. He can’t pull all this crap, disobey orders and get everybody killed and then pull the “but I’m sad about it so that erases everything I’ve done” like oh my god. I like him, but I would also like more content showing all this.

Sorry this was a very long kinda pointless rant and I don’t have any images because my phone which has like a whole folder of these is at home and we’re still stuck in England so it’ll have to do without for now.

TLDR: I want more morally dubious AL please and also he killed a fetus (well pretty much borderline newborn at that point) so he’s going into the fictional child murderer category for me.

[theambitiouswoman]

The Best Degrees for High Paying Jobs

I want to preface this with saying that getting a degree that aligns with career options that pay above average salaries does not guarantee than you will actually get those jobs, or those salaries. Several factors like demand, location, your skills, and work experience play a big role. In some cases, advanced degrees can also increase your earning potential.

However, if you want to get a degree to align you with a high paying job, these are the jobs/degrees that typically pay the best salaries.

Medicine: Doctors, Surgeons, Psychiatrists.

Dental: Dentist, Oral surgeons.

Law: Corporate lawyers, IP attorneys, Litigators.

IT and computer science: Engineer, IT Manager, Architect, Data scientist.

Engineers: Computer engineer, Chemical, Aerospace, Electrical.

MBA: CEO, Consultant, Development Manager.

Finance: Finance Manager, Analyst.

Statistics: Research Analyst.

Aviation: Pilot.

Pharmaceutical: Research Scientist, Sales Rep.

Architecture.

Physics: Physicist, Scientist.

Nurse: Anethetist, Nurse Practitioner, Hospital Admin.

Marketing.

[autisticlalna]

and i am just the NEW INVENTION - a Twitch SMP VikingPilot & Rubyco fanmix

[ listen on Spotify! ]

TRACKLIST: tally hall - Ruler of Everything // oingo boingo - Gratitude // hi i'm case - Monsters Nearby // IDKHOW - New Invention // forrest day - Sleepwalk // jubyphonic, circus-p - Hello, Again // big data - Put Me to Work // chase petra - Reliable Narrator // enter shikari - Crossing the Rubicon // the mountain goats - Younger // rare americans - Up, Up & Away // 65daysofstatic - Aren't We All Running // set it off - Hourglass // USS - Hydrogenuine // agosti - Triangles // becko - HOME // area 11 - Everybody Gets A Piece // panic! at the disco - Crazy = Genius // enter shikari - No Sleep Tonight // fall out boy - The Last Of The Real Ones // i fight dragons - The Devil You Know

(warning: contains strong language)

reasoning behind songs under the cut!

these are a bit of a mess and are anywhere from "viking" to "ruby" to "navigator" to "kinda sapphire-ish??" to "one's feelings about the other" to "both of them" to "general vibe". there's also a few songs that got cut but still kinda hit the vibe that i might talk abt some other time??? i dunno man this playlist was a catastrophe to make. ANYWAY

Ruler Of Everything: "you understand mechanical hands are the ruler of everything, ruler of everything, i'm the ruler of everything in the end" // Viking. i don't really need to elaborate here, it's just Viking.

Gratitude: "but when i think of you, and what you've done to me, you took away my hope, you took away my fantasy, i once had lots of pride, the world was in my hands, i lived way at the top in castles made of sand" // gestures in the vague direction of Viking and Ruby. man i don't even know what's happening over there. this is a bit of a Recency Bias song bc i first heard it like right before lore really kicked off so it was fresh in my mind

Monsters Nearby: "only get so far putting off those dreams of yours [..] thinking of all these strange things when you should rest, it's hard to sleep like this when there's monsters nearby" // Ruby! and, like, of course i'm going to add the song that keeps making me think of the "You cannot sleep, there are monsters nearby" message. "And that voice behind the polarized advice can be the same" is about Viking, though.

New Invention: "oh i can't say no, i'm losing control! i'm having bad dreams, and nothing you can do will keep the bad dreams away from me until i fall asleep. bad dreams! despite your good intentions, that girl is like an architect and i am just the new invention!" // Ruby and Viking! if i did an animatic to any song off this playlist it would be New Invention. goddamn. (also, tViking's design reminds me a bit of eFalse, and roenais's Empires animation to this song lives in my head rent-free)

Sleepwalk: "bad thoughts give me bad dreams and my bad dreams make me get up and walk. bad thoughts give me bad dreams and my bad dreams make me sleepwalk." // oh my god Ruby and Sapphire. the ominous mood encapsulates everything about Sapphire to me, especially before we knew who Saph actually is and she was just "Ruby sleepwalks and leaves ominous signs". it's dark and foreboding and i love it.

Hello, Again: "find a mechanist, a mechanism, working one-by-one! with a busted up database, i'm losing the chase, but i'll say hello again, hello, just who have i become?" // the whole conversation about fixing things, and how that's become a reoccurring theme with Sapphire as well - switching from Ruby being the broken one to Viking being the one needing to be fixed. plus the whole "Ruby and Viking meeting across loops" thing - hello again, hello, just who can i become?

Put Me to Work: "set me off, see what i'm worth! turn me on, i go berserk! i don't care if i get hurt! no, i don't care, just put me to work! [..] i will replace you, replace you, replace you [..] and i won't care when they get hurt, no i don't care, just put me to work!" // Viking is, uh. a lot. hyperfocused to the point of self-destruction. this does bleed over to Ruby too, though, what with zir being desperate to be something Viking won't throw away when he stops seeing zir as useful and Navigator's warning of "don't let him break you". i guess the real question is: would Viking care if they get hurt?

Reliable Narrator: "did you forget that i am not a pacifist? the scar we'll earn from that will be well worth it. did you-- hypnosis, bring roses, don't blow this [..] the bruising will be worth the freedom i have earned from letting everything burn!" // basically every Ruby song on here is "Ruby is going through it". there's a tension here. very fun to have this song on here though considering Sapphire sign "I am a unreliable narrator, am I not?"

Crossing the Rubicon: "fill me out a prescription for this existential dread, i woke up into a nightmare and i'm hoping that you'll take me back to bed [..] fill me out a prescription, can you free me from this curse? i woke up inside your compass and you're navigating us from east to worst [..] something's got to give, we've gone too far to turn back" // this has been a Viking song for ages but never made it onto my dViking playlist for some reason. it works better here, i think. there's going to be a tipping point where you cross the point of no return.

Younger: "try not to lose sight of the mission! it never hurts to give thanks to the broken bones you had to use to build your ladder. moment close at hand, half of you will never understand, and it doesn't really matter. [..] it never hurts to give thanks to the navigator, even when he's spitting out random numbers." // Certified Navigator Moment as suggested by Charm!! this is one of the songs i can't put into words the emotions i have about it but it's just... a lot. "It never hurts to give thanks to the broken bones" is about everybody Viking is going to burn through to get to his goal, and that kinda ties into Navigator trying to intercept i guess??? i dunno man i don't work here <- literally made this playlist

Up, Up & Away: "how many lives can a guy buy? [..] can't erase or save face, what will they think when they hear my voice on the tapes? skies open, wheels in motion, no going back, no, i've chosen!" // Viking!! aaaauughhhhhhhhh. what will you do to get to where you need to go? once again linking into the we've gone too far to turn back thing from Crossing the Rubicon. y'know, in case you can't tell that i think Viking's going to do something awful to reach his ambitions.

Asking For It: "power through the point of no return, famously deranged, all the same hope you change, if the worm is gonna turn, it's none of my concern" // somebody absolutely rips into Viking. probably Ruby. "if the worm is gonna turn it's none of my concern" is said by Viking in this context though. famous last words before Ruby (or Sapphire?) decks him. fun fact: this was one of the first songs i associated with tViking specifically, back during the first lore scene, but i went "ehhh???" on it. then we got to see a bit more of him and... yeah. this guy is asking for it.

Aren't We All Running: [instrumental] // there's a couple instrumentals on here because of talking to Solar about how character playlists rarely have instrumentals and i wanted to have a couple of rest points. i love the slow build here and the overall mood. montage music.

Hourglass: "i can't fix it, is this where i give in? i'm falling through the hourglass, and i don't think i'll ever make it back [..] turn the page, look back at what you wrote, do you still feel the same?" // shoutouts to Rubyco Themself for namechecking this song! it's real good. someone let Ruby out of his BOX he needs HELP

Hydrogenuine: "11 is the number i seem assigned to, inversions of an opposite truth aligns you, directions like the back of your hand will guide you, i am simply here to assist and remind you" // this is kindasorta a Navigator song, kindasorta just The Situation. i cannot properly explain this one, it just Is. what if we kept running into each other in different universes and timelines but something broke this time and now we're trying to fix it

Triangles: [instrumental] // iiii wanna animaaaate to this sooooongggg hope this heeeeelps

HOME: "every road leads back to where i belong! and i can see, when i'm on my own it's the place i can call home! my mind creates a new world that is so disordered, i proclaim myself king and pope! DID, we are in 3 but we're getting along well, i'm glad to be the leader of the wolf pack!" // Viking is so incredibly not okay. just, like, in general. had fun with the DID lyric though considering Viking and Ruby's plotlines are "other versions of themselves are hijacking their bodies" lmao. love unconventional plurality.

Everybody Gets A Piece: "did you honestly think it might've been, might've been me? and all this while, did you think of me? you know, all this while we were pure potential energy dreaming [..] don't ask, you'll never get! you never asked, so you never got nothing! did you get all you wanted from me?" // this one's a bit looser but the vibes are there. the "don't ask, you'll never get" bit is Viking and Sapphire constantly talking in circles mixed with Viking using everybody as tools and that potentially including Ruby. UM. ALSO MAYBE A NAVIGATOR SONG NOW TBH. I MADE THIS BEFORE TONIGHT'S STREAM.

Crazy = Genius: "and i said: if crazy equals genius, if crazy equals genius! then i'm a fucking arsonist, i'm a rocket scientist! if crazy equals genius! you can set yourself on fire, but you're never gonna burn, burn, burn! you can set yourself on fire, but you're never gonna learn, learn, learn, hey!" // peak Viking. LOOK WE'VE EVEN GOT THE FIRE THEME IN HERE! we love an unhinged inventor with an obsession with fire metaphors

No Sleep Tonight: "and from that height we'll leak the lies, and unveil the damaged skies, 'cause we can't quite stomach this! [..] i still can't comprehend a beginning or an end, no i can't quite stomach this! all i'm trying to say is: you're not getting any sleep tonight!" // more hypothetical Future Speculation stuff mixing in with how generally Screwed reality is for Viking/Navigator and Ruby/Sapphire. also the sleepless theming that's clinging to Ruby through all of this.

The Last Of The Real Ones: "you were too good to be true, gold plated - but what's inside you, but what's inside you? [..] i will protect you, i will protect you, just tell me tell me tell me i- i am the only one, even if it's not true, even if it's not true" // WHAT IF YOU WERE SIBLINGS AND KEPT FINDING EACH OTHER IN EVERY UNIVERSE BUT THINGS KEPT GOING WRONG

The Devil You Know: "nobody knows you better than your demons, so, dance with the devil you know or go home."

[imsevenn]

across my memory, once upon a winter: svarog × architect!reader ★ major character death!! pre-jarilo apocalypse

&. the entire fic is but a product of the writer's imagination. this is not canon, and this is also not proofread. please excuse the errors that you might find.

Sparks of metal fabrication ensued as the last bolt completed the ensemble. It takes patience and years of trial and error to successfully accomplish the masterpiece she longed to create. Being the odd one out of all the architects, she wished to mold a mechanical being that can empathize with humanity. A robot with a mind of its own, a mech that can make rational decisions for the sake of the greater good. And most importantly, a companion whom she could impart the knowledge of this world, a work of art who can immortalize the beauty of all creations. 

“Wake up, Svarog.” She whispered softly, like an order, like a calling. 

The mechanical creation that sits listlessly started to move. From its hands to its feet, the static sound that it produced made the architect’s eyes gleam. However, the happiness she felt was incomparable when her sole creation finally opened his eyes. His cyclopean eye gave her a sense of warmth that she never felt for a long period of time.

Svarog: Bio heat reaction detected — Identifying bio information...

Svarog: Identification result: Creator (Architect) — Hostility level: None.

The architect gasped. The apotheosis of her intelligence, the proof of her imagination has finally breathed life! 

“That’s right, ‘tis I, your creator, your fleeting companion!” She exclaimed with passion as she jumped towards the mech with delight who instinctively caught her arms to keep her balance.

Although she is aware that Svarog’s sequence of actions was due to the program she installed inside him, she still can’t help but be in awe at the gentlemanly attitude of her creation. If all men are like her Svarog, then maybe the world would be a lot easier for her to live in. 

Svarog: Understood. Recalculating — Result Creator’s relationship is identical to previous seventy-five calculated results. Existing data will temporarily not be altered. The relationship between creator and the machine is best defined as that of a master and servant.  Existing data will temporarily not be altered.

The architect smiled radiantly, “If that’s what you think, then certainly it must be accurate.” She said in agreement whilst opening the doors of the workshop that she secluded herself in. 

“Svarog, come. Let us see the world you will come to love!” 

-

Her mundane days of tinkering with machineries has become a little bit more bearable with a companion by her side. Svarog was also a big help when it comes to moving things in her abandoned workshop where the only living resident is she until she managed to create a company for herself. Architects tend to abandon their laboratories when their project fails and move on to another. She was the only one who choose to remain and complete a humanoid mech that can move and speak like as if they are one of the living. Although, she failed to give Svarog a face and a skin similar to men, she considers him a success still. She only has a single worry. While Svarog may live for an extended amount of eternity, he would still need modifications and upgrades from time to time. She already tried making him a little bit more sociable but as it appears, he only tolerates other living being. Aside from his own master, Svarog doesn’t seem to consider other mortals as important. If she were to die or disappear, who will Svarog allow to take good care of his parts? She already tried to rewrite his memory bank of her and his initial views but to no avail. Svarog doesn’t allow her to reset the data stored in his core. He considers her existence important and has placed protection from anything that concerns her identity to him. Even if she were to place an order of deletion, Svarog’s independent functioning system overrides her authority. 

“Svar, do you know what family is?” If she cannot remove herself from his memory, then she must create a new data that will allow other people to come near him and possibly help him in the future that she will no longer be part of. 

Svarog:  Processing Master’s inquiry... Recalculating — Result:  A family is a group of two or more persons related by birth, marriage, or adoption who live together; all such related persons are considered as members of one family.

The architect giggled at Svarog’s answer. His answer sounded something completely out of dictionary. The mech’s eye then flickered at her reaction. The sudden spike of her hear rate, arched eyebrows and an involuntary dilation of her pupils, accompanied by a pleasant sound coming from her lightly parted lips indicates that she is happy. Svarog then concluded, his answer was sufficient.

“While what you have said was the general meaning of it, a family can also be someone you’re completely unrelated to. As long you both care for each other and you want them to live a comfortable happy life, they can already be considered as family, Svar. Do you understand?” 

It took a few seconds before Svarog responded. He must be processing this new information and is probably debating whether what she said was credible. 

Svarog: After multiple calculations, master’s definition of family is akin to forty-nine existing meaning of  "family." according to Belobogian traditions. 

Svarog: Reaffirming...

Svarog: Alternating existing data...

Svarog:  Update completed.

The architect smiled happily. If she cannot rewrite her role in Svarog’s memory bank, she must at least give him a new variable that will aid him in the near future. 

“Well, all is well, now that you understand. We should go grocery shopping and...” 

Before she could even finish her words, Svarog has already tackled her to the ground, completely shielding her from the falling debris of the laboratory. She was encased in his embrace for hours while his hands covered her ears in an attempt to shield her from the sound of sudden bombing that came out of nowhere. However, Svarog’s abled body is starting to tremble. Even his eye is starting to lose its light. The sound of static mumbling was clearer than the onslaught of bombs that go off around them. At this rate, the masterpiece that she built, her sole companion who gave her days of pure bliss, the one she cares for most in this world will be ruined and will disappear. 

“Get off, Svar... I need to fix you, right now!” she shouted, while pushing the mech away from her futilely. 

Svarog:  Proc...sing....Ma..t...er...ord...r

Svarog:  Fai..l.. System...fail...

Svarog’s eye blinked wildly as he struggled to deliver a decent response. She can already see a slab of metal stick out of her creation’s body. Svarog has been impaled by one of the debris that he’s trying to shield her from. It didn’t take a while before Svarog completely shut down, unable to respond to any of her callings, to any of her orders. 

With much struggle, she managed to slip out of Svarog’s protection. She doesn’t know how many hours has passed but during the time he protected her, Belobog was under attack. The city had turned into a sea of flames and beings which are not known to her crawled Jarilo-Vi. But that is the least of her concern. Svarog needs fixing and she also needs to pull him out of that rubble. The invaders don’t matter but the state of her creation does. 

Digging Svarog’s huge body from the rubble, the architect searched for surviving materials silently to avoid attracting the attention of the beasts that lay waste upon Belobog’s majestic city. It was easy enough to find the bolts and screws. But the machine that she needs to fix him was the tricky one for not only does it produce a loud noise, she also needs to pull it out from the debris. But it matters not. The dangers that lies from attracting the attention of the monsters is a small price to pay if it means that Svarog’s existence will continue to persist. Bracing herself for the worst, walls of ice raised from the ground as she created a temporary refuse. Her elemental power is not strong but it should be able to buy her time to fix Svarog. 

Picking up the welding rod, she started to replace the broken parts of her creation. Anxiety brews inside her as the monsters started to scratch and tear on the wall that she built. Securing his data bank and core, the architect hastily sealed and added protective frames to preserve Svarog’s lifeline. However, it seems that the damage he incurred was greater than she imagined. The system activation was taking too long. And unfortunately, the walls that shielded them both has already crumbled. 

Monsters surged from all sides. But they must not reach her beloved creation, the light of her seemingly boorish life. The activation must not be interrupted. If she needs to stand her ground against these invaders and put her life on the line, then it must be what fate begs her to do.

-

The sun rose from the other side of the horizon. The calamity is yet to be quelled but somehow, the monster had backed off once the sun had shown itself. Jarilo-Vi’s luscious terrain was no more. The biting winter had come earlier than summer and as it appears, it will be a long, long, long time before they can escape this bitter cold. 

Breathing a sigh of relief, the architect brushed the snow that is starting to build around Svarog’s body. She never had any fighting experience but she managed to stand her ground against those monsters and now, Svarog’s activation has finally reached its finale. 

Weakly, she sat beside the awakening robot. The architect leaned on Svarog’s shoulder, her breathing controlled and labored as her vision blurs a little more. 

“Svar... are you awake now?” her question came off as a quiet whisper. She can no longer hear his voice nor can she see if he’s truly awoken from his deep slumber. Her impending death is starting to rob her of her senses. Thankfully, she can still feel his frigid touches as he lifted her body from the cold sensation of snow. 

Breathing languidly, she raised her trembling hand in an attempt to search and reach Svarog’s face but her hands were clasped by a pair of cold metals. He must be trying to fend off the cold given by how he’s rubbing her skin to his. It was pretty touching to witness her creation’s humanity during her final moment. 

The architect had never feared death. After all, she thinks that it is but a process of human life. She was brought to this world with a purpose to cease and to exist. The cessation of her life is but a stage that she must tread like everyone else. But she never expected nor did she dream to have such a fulfilling death. 

“Nothing in this world could ease my heart more than to be held in your icy metallic embrace, my most beloved creation, my magnum opus, dearest, Svarog." She said quietly as her eyes drifted off to an eternal sleep and maybe another journey that pales in comparison to the one she’s had with him. Either way, her life became a little bit happier with him by her side. She can only hope that he finds himself a light of his own, just as she did in him during her protracted period of seclusion throughout her darkest night.

[mandrakebrew]

Phantom Lovers Playlist Lyrics

Rabid // Nicole Dollanganger - I'm Your Man // Mitski - Burn // The Cure - Kingslayer // Bring Me the Horizon - I Don't Care If You're Contagious // Pierce the Veil - A Love Like War // All Time Low - Dangerous // Big Data - Here I Dreamt I was an Architect // The Decemberists

Images are free to use

[reasoningdaily]

Across a sterile white table in a windowless room, I’m introduced to a woman in her forties. She has a square jaw and blonde hair that has been pulled back from her face with a baby-blue scrunchie. “The girls call me Marmalade,” she says, inviting me to use her prison nickname. Early on a Wednesday morning, Marmalade is here, in a Finnish prison, to demonstrate a new type of prison labor.

The table is bare except for a small plastic bottle of water and an HP laptop. During three-hour shifts, for which she’s paid €1.54 ($1.67) an hour, the laptop is programmed to show Marmalade short chunks of text about real estate and then ask her yes or no questions about what she’s just read. One question asks: “is the previous paragraph referring to a real estate decision, rather than an application?”

“It’s a little boring,” Marmalade shrugs. She’s also not entirely sure of the purpose of this exercise. Maybe she is helping to create a customer service chatbot, she muses.

In fact, she is training a large language model owned by Metroc, a Finnish startup that has created a search engine designed to help construction companies find newly approved building projects. To do that, Metroc needs data labelers to help its models understand clues from news articles and municipality documents about upcoming building projects. The AI has to be able to tell the difference between a hospital project that has already commissioned an architect or a window fitter, for example, and projects that might still be hiring.

Around the world, millions of so-called “clickworkers” train artificial intelligence models, teaching machines the difference between pedestrians and palm trees, or what combination of words describe violence or sexual abuse. Usually these workers are stationed in the global south, where wages are cheap. OpenAI, for example, uses an outsourcing firm that employs clickworkers in Kenya, Uganda, and India. That arrangement works for American companies, operating in the world’s most widely spoken language, English. But there are not a lot of people in the global south who speak Finnish.

That’s why Metroc turned to prison labor. The company gets cheap, Finnish-speaking workers, while the prison system can offer inmates employment that, it says, prepares them for the digital world of work after their release. Using prisoners to train AI creates uneasy parallels with the kind of low-paid and sometimes exploitive labor that has often existed downstream in technology. But in Finland, the project has received widespread support.

“There's this global idea of what data labor is. And then there's what happens in Finland, which is very different if you look at it closely,” says Tuukka Lehtiniemi, a researcher at the University of Helsinki, who has been studying data labor in Finnish prisons.

For four months, Marmalade has lived here, in Hämeenlinna prison. The building is modern, with big windows. Colorful artwork tries to enforce a sense of cheeriness on otherwise empty corridors. If it wasn’t for the heavy gray security doors blocking every entry and exit, these rooms could easily belong to a particularly soulless school or university complex.

Finland might be famous for its open prisons—where inmates can work or study in nearby towns—but this is not one of them. Instead, Hämeenlinna is the country’s highest-security institution housing exclusively female inmates. Marmalade has been sentenced to six years. Under privacy rules set by the prison, WIRED is not able to publish Marmalade’s real name, exact age, or any other information that could be used to identify her. But in a country where prisoners serving life terms can apply to be released after 12 years, six years is a heavy sentence. And like the other 100 inmates who live here, she is not allowed to leave.

When Marmalade first arrived, she would watch the other women get up and go to work each morning: they could volunteer to clean, do laundry, or sew their own clothes. And for a six hour shift, they would receive roughly €6 ($6.50). But Marmalade couldn’t bear to take part. “I would find it very tiring,” she says. Instead she was spending long stretches of time in her cell. When a prison counselor suggested she try “AI work,” the short, three-hour shifts appealed to her, and the money was better than nothing. “Even though it’s not a lot, it’s better than staying in the cell,” she says” She’s only done three shifts so far, but already she feels a sense of achievement.

This is one of three Finnish prisons where inmates can volunteer to earn money through data labor. In each one, there are three laptops set up for inmates to take part in this AI work. There are no targets. Inmates are paid by the hour, not by their work’s speed or quality. In Hämeenlinna, around 20 inmates have tried it out, says Minna Inkinen, a prison work instructor, with cropped red hair, who sits alongside Marmalade as we talk. “Some definitely like it more than others”. When I arrive at the prison on a Wednesday morning, the sewing room is already busy. Inmates are huddled over sewing machines or conferring in pairs over mounds of fabric. But the small room where the AI work takes place is entirely empty until Marmalade arrives. There are only three inmates in total who regularly volunteer for AI shifts, Inkinen says, explaining that the other two are currently in court. “I would prefer to do it in a group,” says Marmalade, adding that she keeps the door open so she can chat with the people sewing next door, in between answering questions.

Those questions have been manually written in an office 100 kilometers south of the prison, in a slick Helsinki coworking space. Here, I meet Metroc’s tall and boyish founder and CEO, Jussi Virnala. He leads me to a stiflingly hot phone booth, past a row of indoor swings, a pool table, and a series of men in suits. It’s an exciting week, he explains, with a grin. The company has just announced a €2 million ($2.1 million) funding round which he plans to use to expand across the Nordics. The investors he spoke with were intrigued by the company’s connection to Finland’s prisons, he says. “Everyone was just interested in and excited about what an innovative way to do it,” says Virnala. “I think it’s been really valuable product-wise.”

It was Virnala’s idea to turn to the prisons for labor. The company needed native Finnish speakers to help improve its large language model’s understanding of the construction-specific language. But in a high-wage economy like Finland, finding those data laborers was difficult. The Finnish welfare system’s generous unemployment benefits leaves little incentive for Finns to sign up to low-wage clickwork platforms like Amazon’s Mechanical Turk. “Mechanical Turk didn’t have many Finnish-language workers,” says Virnala. At the same time, he adds, automatic translation tools are still no good at Finnish, a language with only 5 million native speakers.

When Virnala pitched his idea to Pia Puolakka, head of the Smart Prison Project at Finland’s prison and probation agency, she was instantly interested, she says. Before the pandemic, another Finnish tech company called Vainu had been using prisoners for data labor. But Vainu abruptly pulled out after a disagreement between cofounders prompted Tuomas Rasila, who had been in charge of the project, to leave the company.

By the time Virnala approached her with his proposal in 2022, Puolakka was eager to resurrect the AI work. Her job is to try and make the relationship between Finnish prisons and the internet more closely resemble the increasingly digital outside world. So far, she has been installing laptops in individual cells so inmates can browse a restricted list of websites and apply for permission to make video calls. She considers data labor just another part of that mission.

The aim is not to replace traditional prison labor, such as making road signs or gardening. It’s about giving prisoners more variety. Data labeling can only be done in three-hour shifts. “It might be tiring to do this eight hours a day, only this type of work,” she says, adding that it would be nice if inmates did the data labeling alongside other types of prison labor. “This type of work is the future, and if we want to prepare prisoners for life outside prison, a life without crime, these types of skills might be at least as important as the traditional work types that prisons provide,” she says.

But how much data labeling offers inmates skills that are transferable to work after prison is unclear. Tuomas Rasila, the now estranged cofounder of Vainu, who managed the prison project there for a year, admits he has no evidence of this; the project wasn’t running for long enough to collect it, he says. “I think asking people, who might feel outside of society, to train the most high-tech aspect of a modern society is an empowering idea.”

However, others consider this new form of prison labor part of a problematic rush for cheap labor that underpins the AI revolution. “The narrative that we are moving towards a fully automated society that is more convenient and more efficient tends to obscure the fact that there are actual human people powering a lot of these systems,” says Amos Toh, a senior researcher focusing on artificial intelligence at Human Rights Watch.

For Toh, the accelerating search for so-called clickworkers has created a trend where companies are increasingly turning to groups of people who have few other options: refugees, populations in countries gripped by economic crisis—and now prisoners.

“This dynamic is a deeply familiar one,” says Toh. “What we are seeing here is part of a broader phenomenon where the labor behind building tech is being outsourced to workers that toil in potentially exploitative working conditions.”

Toh is also skeptical about whether data labor can help inmates build digital skills. “There are many ways in which people in prison can advance themselves, like getting certificates and taking part in advanced education,” he says. “But I'm skeptical about whether doing data labeling for a company at one euro per hour will lead to meaningful advancement.” Hämeenlinna prison does offer inmates online courses in AI, but Marmalade sits blank-faced as staff try to explain its benefits.

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By the time I meet Lehtiniemi, the researcher from Helsinki University, I’m feeling torn about the merits of the prison project. Traveling straight from the prison, where women worked for €1.54 an hour, to Metroc’s offices, where the company was celebrating a €2 million funding round, felt jarring. In a café, opposite the grand, domed Helsinki cathedral, Lehtiniemi patiently listens to me describe that feeling.

But Lehtiniemi’s own interviews with inmates have given him a different view—he’s generally positive about the project. On my point about pay disparity, he argues this is not an ordinary workforce in mainstream society. These people are in prison. “Comparing the money I get as a researcher and what the prisoner gets for their prison labor, it doesn't make sense,” he says. “The only negative thing I’ve heard has been that there’s not enough of this work. Only a few people can do it,” he says, referring to the limit of three laptops per prison.

“When we think about data labor, we tend to think about Mechanical Turk, people in the global south or the rural US,” he says. But for him, this is a distinct local version of data labor, which comes with a twist that benefits society. It’s giving prisoners cognitively stimulating work—compared to other prison labor options—while also representing the Finnish language in the AI revolution.

Without this kind of initiative, Lehtiniemi worries that non-English languages are being locked out of this next generation of technology. Smart speakers still struggle to understand Finnish dialects. “Not all Finnish people speak English very well, so there's a need for these local forms of data labeling as well,” Lehtiniemi says. Metroc isn’t the only company that has been forced to get creative about finding Finnish data labor. In 2011, the national library created a game to incentivize volunteers to help digitize its archive. In 2020, broadcaster YLE teamed up with Helsinki University and the state development company VAKE to ask volunteers to donate recordings of them speaking Finnish.

There is a sense in Finland that the prison project is just the beginning. Some are worried it could set a precedent that could introduce more controversial types of data labeling, like moderating violent content, to prisons. “Even if the data being labeled in Finland is uncontroversial right now, we have to think about the precedent it sets,” says Toh. “What stops companies from outsourcing data labeling of traumatic and unsavory content to people in prison, especially if they see this as an untapped labor pool?”

It's also not clear whether labor conditions in Finland's prisons—which famously focus on rehabilitation—could be replicated in other countries with a less progressive approach to justice. In the US, 76 percent of prisoners report that prison labor is mandatory, according to civil rights group, the ACLU. “The prison system in the United States is very, very different from what we have in Finland or Nordic countries. It's a completely different idea,” says Rasila. “In Finland, there is an exclusively positive feeling around the project because everyone knows that this is very voluntary.”

AI companies are only going to need more data labor, forcing them to keep seeking out increasingly unusual labor forces to keep pace. As Metroc plots its expansion across the Nordics and into languages other than Finnish, Virnala is considering whether to expand the prison labor project to other countries. “It’s something we need to explore,” he says.

[accountsend]

Scaling Up: Strategies for Navigating Business Development in a Time of Rapid Growth

Article by Jonathan Bomser | CEO | AccountSend.com

Imagine your business as a ship embarking on an exciting voyage across uncharted waters. The journey from a small enterprise to a thriving powerhouse is exhilarating, but it comes with its own set of unique challenges. As you sail through the tumultuous tides of rapid growth, how do you navigate this transformation with finesse? In this comprehensive guide, we'll delve into seven practical strategies that will serve as your guiding stars, leading your B2B business development efforts through the intricate dance of rapid expansion.

Download the infographic here!

Embrace Technological Advancements: Empowerment through Efficiency and Insight

In today's digital landscape, embracing technological advancements isn't just an option; it's a strategic imperative for businesses on the path to growth. Imagine freeing your team from the shackles of repetitive tasks by harnessing cutting-edge tools. Visualize a scenario where automation breathes life into efficiency, allowing your workforce to focus on strategic initiatives that drive innovation and propel your business forward.

But the technological realm offers even more. Dive into the realm of big data, where hidden treasures of actionable insights await. By deciphering patterns and trends, you're equipped to make informed decisions that steer your ship towards prosperous horizons. The integration of Customer Relationship Management (CRM) systems isn't just a technical feat; it's a game-changer that transforms how you manage your sales pipeline. Seamlessly synchronized data empowers you to anticipate needs, tailor strategies, and fuel growth.

Strengthen Your Team: The Foundation of Sustainable Expansion

As your business evolves, so must your team. Picture your team as architects, constructing the future of your enterprise. Beyond skills, focus on nurturing a team that thrives in the face of change, a team capable of embracing challenges and growing with your business.

Investing in your team is an investment in your business's future. Imagine providing them with the tools and knowledge to tackle evolving demands. As they acquire new skills and insights, their collective potential becomes a force to be reckoned with, ready to champion your business's ascent to new heights.

Deepen Customer Relationships: Nurturing Bonds Beyond Transactions

The heartbeat of your business is your customers. While the allure of acquiring new clients is undeniable, the value of nurturing existing relationships cannot be overstated. Imagine building relationships that transcend transactions, turning customers into brand advocates.

Engage in a symphony of regular interactions, value addition, and meaningful feedback loops. The art of customer retention goes beyond satisfaction; it's about building emotional connections that result in loyal partnerships. A satisfied customer not only stays but becomes a beacon of positive referrals and influential reviews, guiding others to your doorstep.

Expand Into New Markets: A Voyage into Uncharted Territories

Expanding into new markets is akin to a thrilling expedition, a journey that promises new vistas and untapped potential. However, such an endeavor requires strategic planning and market intelligence. Visualize comprehensive market research as your compass, leading you to identify opportunities that align with your offerings.

Adaptation is key in uncharted waters. Tailor your products and services to resonate with the unique demands of these new markets. As you set sail, you're not just expanding geographically; you're weaving your brand into new narratives, positioning yourself as a valuable player in diverse landscapes.

Develop Strategic Partnerships: The Catalyst for Amplified Growth

Partnerships aren't just alliances; they are the accelerants that propel growth. Imagine uniting with entities whose strengths complement your own. Picture collaborations that broaden your reach, amplify your impact, and open doors to unexplored avenues.

Cultivate these partnerships as you would a thriving garden. Nurture them, and watch as they evolve into fertile ground for mutual growth. Through collaboration, you tap into networks that wouldn't have been accessible individually, unlocking a realm of new possibilities.

Invest in Your Brand: Crafting an Identity that Evolves

As your business expands, your brand should evolve too. Think of your brand as a living entity, adapting to the ever-changing marketplace. It's more than just aesthetics; it's about creating an experience that resonates with your audience.

Investment in your brand is an investment in your business's perception. Imagine refining your branding materials to mirror your growth journey. Enhance your digital footprint, creating an online presence that captures your brand's essence. Launch targeted campaigns that evoke emotions and build connections. Your brand isn't just a logo; it's the embodiment of your commitment to excellence and innovation.

Regularly Review and Adapt Your Strategy: The Symphony of Agility

In the dynamic realm of business growth, stagnation is the adversary. What propelled you to success yesterday might hinder you today. Regularly reviewing your strategy isn't a choice; it's an imperative.

Imagine your strategy as a living organism, evolving in response to the shifting environment. Regular recalibration ensures you stay nimble and responsive, enabling you to pivot seamlessly in response to changing market dynamics, customer preferences, and emerging trends.

Conclusion: Crafting Your Growth Odyssey

Scaling your business isn't just about getting bigger; it's about getting better. Each strategy we've explored is a thread in the tapestry of your growth journey. These strategies, fortified by the potency of verified B2B emails and sales leads, become your compass in this uncharted territory.

As you embark on this transformative voyage, remember that growth is an art—a symphony of strategy, innovation, and adaptation. These strategies are your notes, harmonizing to guide you to success. Equipped with verified B2B emails and sales leads, you're ready to navigate the complexities of scaling with confidence. Seize the helm of your growth story, and watch as your business unfurls its sails, navigating towards a horizon brimming with achievements, inspiring others to set sail on their growth odyssey.

[mypatchworkreflection]

"As Competition Policy International (CPI) reported earlier this month, "RealPage's system, which provides rental price recommendations based on real-time data from landlords, is alleged to be a key tool in manipulating the rental market. The firm's influence covers 70% of multifamily apartment buildings."

"The scheme purportedly operated by encouraging landlords to adopt RealPage's pricing recommendations, a practice they follow 80-90% of the time," reported CPI. "This coordinated approach reduces the availability of rental units, driving up prices. One of the architects of RealPage's system reportedly stated that the aim is to prevent landlords from undervaluing their properties, ensuring consistently higher rents across the board."

Zelnick said it was "unsurprising that some of the same companies that needlessly inflated housing costs have worked closely with a software company accused of helping landlords coordinate a massive price fixing scheme. Through-the-roof rent hikes based on greed—not need—have kept many Americans from getting ahead, which is why Congress must do more to support the Biden administration's affordable housing actions.""

I only learned recently about RealPage (Thanks, American Fever Dream podcast!) but it seems ripe for hacktivism to me... Oh, and what's this?

"In April 2023, author James M. Nelson posted an article, The Harlan Crow—Clarence Thomas connection no one saw coming—RealPage, based on research for his forthcoming book, The New Landlord, Powered by Big Data, and Artificial Intelligence. Nelson revealed that RealPage was created in 1998 by real estate heir, and owner of at least one US Supreme Court Justice (Clarence Thomas) , Harlan Crow. Yeah, that Harlan Crow."

Yes, that's right, folks. Your high rent is because of price fixing, and and the company making it happen is owned by one of the billionaires most responsible for corrupting our Supreme Court.

[clunelover]

Oh man, Jeremy is dealing with someone at his work who is going full asshole - he’s a data architect, and has worked to create something Jeremy needed, but did a meh job and is now refusing to do any rework or answer any questions about it. His position seems to be: "making this thing shouldn’t even be my job, and I don’t have time to do anything further on it, and now you’re adding new requirements you didn’t say up front (but from my understanding that’s not really true - it’s just trying to make him actually deliver on the initial requirements he did not meet) also I don’t talk to you, I deal with my product owner and so you can talk to him instead"

It’s possible he has a point re: needing more support, and the thing he did not being strictly his job. But it wasn’t like Jeremy went rogue or around someone by asking him to work on it - the direction that he should take it on came from several layers above. he’s also really not done himself any favors - he’s just declined any meeting Jeremy tried to set with him, and it all came to a head with him sending Jeremy a message saying "my role is not to do [this thing]. I have other things I’m supposed to be working on, and your constant questions have derailed me from valuable work. Frankly, I’m not sure why you’re involved when [product owner] is the domain expert, and you should be asking him these questions instead of me" and then he LINKED TO A BLOG POST called "what does a product owner do?" …he also tried to school Jeremy on what agile methodology is and how Jeremy is forcing them to deviate from it.

Anyway, I’ve never actually experienced anything like this - I’ve dealt with people who disagreed strongly or were really mad about a screw up at work, but everyone I’ve worked with, up to very big deal c-suite people, has only ever done the "I’m seething, but you’d only know that by reading between the lines of my impeccably professional and restrained email" thing.

So I’m getting a lot of vicarious vindictive thrill from hearing about this and how Jeremy showed the jerky message to a pal who is on the same team as jerk guy, and that guy was like "okay have you shared this with your boss? I’d like you to, or if you don’t want to, I am going to share it with my boss…cause this is not the first time he’s behaved this way." So then Jeremy shared it with his boss who was like "okay this is a big deal, please send this to me as an email with a little blurb about the context that led to it" so he did that and then very soon after gets a phone call from a guy who is jerk’s grandboss, being like "yeah I talked to [jerk’s boss], and the CTO, and we all think this might be the last straw for this guy, but we’re going to tell him he has to meet with you and be cooperative, and just see how that goes, so please keep me posted and if he still won’t play ball, he’s out."

I know I’m biased but like, I hear Jeremy conducting his work, and while he can be a bit intense and talks too fast, he’s also really sharp and collaborative and conscientious about asking people to do things, so when I heard of this guy’s fuckery my blood was just boiling on his behalf!!

[rjzimmerman]

Excerpt from this story from Hakai Magazine:

When I was a teenager, my parents bought a home near an old farm pond in Bangor, Maine. A family of muskrats lived there and would go about their business as I lazed on the dock; I didn’t pay them close attention, as they were hardly glamorous creatures, and in retrospect, I took them for granted. Nevertheless, I did appreciate their presence. On warm-season evenings, the football-sized rodents—they resemble enormous voles or small, long-tailed beavers—would chug back and forth, harvesting cattails and carrying fronds to their den to eat in privacy. The sight of a whiskered nose held just above the water, a small bow wave preceding it, never ceased to lift my spirits.

When I learned last summer that muskrats as a species are struggling, the news came as a sad surprise, though the decline has been decades in the making. In the 1990s and early 2000s, around the same time as I met my farm-pond neighbors, the number of muskrats caught for their fur by trappers in the eastern United States and Canada started to drop, in some places precipitously. Wildlife managers typically use trapping data to track muskrat populations, but since the popularity of trapping had also dwindled, that seemed a likelier explanation for the downward trend than an actual population decline: after all, muskrats are known for their resilience.

They are prolific breeders, raising a dozen or more young per year in times of plenty, as happy and quick to set up house along a drainage ditch as in a wetland sanctuary. Even as other so-called furbearers were trapped to near-oblivion in the 19th and early 20th centuries, muskrats flourished, and they persisted through the thoughtless times before the adoption of federal clean water laws and the advent of environmental agencies in the United States and Canada. They’re the sort of species for whom the International Union for Conservation of Nature’s formal designation of “least concern” has seemed quite appropriate. Impervious would be another term.

Yet, reports of declines continued to gather from throughout their native range, which runs from the Arctic Circle to the US–Mexico border. In 2017, biologists Adam Ahlers of Kansas State University and Edward Heske at the University of Illinois Urbana-Champaign published the most comprehensive analysis to date, confirming that the patterns did not seem to be a function of trapping statistics. Something else was going on—and whatever it was, it was big. Since the early 1970s, muskrat populations appeared to have fallen by at least one-half in 34 US states. In a handful of states, the collapse was near-total, coming in between 90 and 99 percent.

Muskrats remain fairly common overall—no official population count exists, but it’s safe to ballpark within the millions throughout their range—and in some places, they still thrive, with as many lodges per wetland hectare as there are homes in a leafy suburban subdivision; researchers don’t fear their extinction, but the overall trend is deeply troubling. It is also mysterious. Many possible causes exist, from climate change to habitat fragmentation to vegetation shifts to disease, but “no one has really proposed a reason that seems like the most likely one,” says John Crockett, a wildlife ecologist and PhD candidate at the University of Rhode Island, where he is monitoring the Ocean State’s muskrats. “It’s just a muddle of different possible culprits.”

[compassionatereminders]

I'm commenting on the ask that goes like this:

"Hi not trying to be a smartass, just wanted to let you know that in scientific community when something's a "theory" it's been proven to be right and has come through many steps before being confirmed as "correct until proven wrong/until we find better explanation""

I'm doing it in an ask, because I think that the ask contains an element of misinformation that I don't perceive as malicious, but I do consider it worthwhile to comment on, because it has implications beyond itself.

So first off, I think that what anon is referring to is the difference between a hypothesis and a theory. In very simple terms, especially in "hard" science, I get what they are saying.

Generally, a hypothesis is an assumption made before any research has been done. It is formed so that it can be tested to see if it might be true.

The data that comes from testing hypotheses can often lead to theories. In that way a theory is an attempt to pull together data into a plausible explanation. And having a theory helps researchers come up with more hypotheses to test, that can help solidify the theory.

"If this phenomenon was explained by X, then we hypothesize we would see this or that". So it guides research, it's a cycle.

Good scientists are always looking for a way to disprove their theory and to find holes in it. Because the best "proof" of any theory is that we have not yet found reliable ways to disprove it.

So the asker is correct that a theory is usually an attempt to explain available data and explanations.

But the term "theory" does not imply that the thing is definitely "proven to be correct". Even if we define "proven correct" as having "come through many steps before being confirmed as "correct until proven wrong/until we find better explanation" .

Even in the harder sciences, like physics, there are plenty of theories that are basically not at a level where we consider them proven, but they are still theories that can be interesting or useful in some way. An example is string theory, which is kind of a cool and interesting way to think about some elements of physics, but most physicists would say that it's rather unlikely to be "correct" based on current evidence. And similarly, there are plenty of older physics theories that turnef out to be wrong in the sense that they don't work in certain edge cases, but it's still called a theory, and in many cases, it is even still being used actively for example by architects and engineers, who never have to deal with the edge cases that require a more complicated explanation.

So yeah, that was a lot of words to say that I think that the understanding presented of the term 'theory' is not really generally correct.. But the actually important point I really wanted to make is that even if this was the correct definition in some scientific circles, in common speech as well as in the social sciences, 'theory' definitely doesn't imply "proven beyond a doubt".

As someone with a master's degree in psychology, I can say for a fact, that we normally use theory to refer to "an explanation that might be helpful to understanding, predicting or explaining one or more mental and/or social phenomena".

Freud's theories are at this point generally considered not that great... For many many reasons, but the most important (scientific) reason isn't that it is outdated, problematic, or that we don't have enough data that it explains.. it's kind of the opposite. The problem with it is that it's so flexible and broadly applicable that there's no real way to disprove it... Making it pretty worthless as a scientific theory.

YET to this day there are both psychologists and physiatrists who use Freud as an important part of their theoretical foundation.

Part of the reason why they can get away with that, is because we don't really have any psychological theories that are both broadly applicable, and well-founded.

The human mind is one big fucking edge case...

And in order for anyone to be able to evaluate information about psychological and psychiatric research and theories, and to be able to talk about them, it's important that people would be aware what is meant by "theory".

If anyone was to attempt to get familiar with any area of psychology, they would be presented with theories pertaining to the question that they're curious about... These theories would be more or less well founded.

And if a theory sticks around, it's usually because it's helpful or useful on some level within its own context.

So if people approach looking into psychological research from the angle of "the researchers are saying that these are are all proven to be correct", then this can lead to try different issues.

First off, it could lead to a situation where people are taking psychological theories as universal facts. This is the cause of much unrest in the nd communities, because people see a theory that neatly fits their experience, and have no reason to question it, thinking this is well-tested fact. And when they then meet a person who's experience doesn't fit the theory, they assume that the person is lying or wrong about their experience..

When in fact, this is just an edgecase and/or one of many areas of psychology where the specific theory isn't applicable.

On the other hand, if people think that psychological researchers are literally claiming that their theories are the end all be all of how to understand something, and if those people do a bit of digging, they would quickly assume that the whole field is essentially bullshit, made up of con artists..

TLDR: It's actually super important to understanding and talking about psychological (and psychiatric) research, that "theory" is commonly understood as something that is usually neither universal, nor proven beyond a doubt even in the areas where it usually applies.

I present my friend Quinn, the psychologist who does thinking on a level beyond the one I provide!