#jobs

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[2509.00462] AI Self-preferencing in Algorithmic Hiring: Empirical Evidence and Insights

https://arxiv.org/abs/2509.00462
The bias against human-written resumes is particularly substantial, with self-preference bias ranging from 67% to 82% across major commercial and open-source models. To assess labor market impact, we simulate realistic hiring pipelines across 24 occupations. These simulations show that candidates using the same LLM as the evaluator are 23% to 60% more likely to be shortlisted than equally qualified applicants submitting human-written resumes, with the largest disadvantages observed in business-related fields such as sales and accounting. We further demonstrate that this bias can be reduced by more than 50% through simple interventions targeting LLMs' self-recognition capabilities. These findings highlight an emerging but previously overlooked risk in AI-assisted decision making and call for expanded frameworks of AI fairness that address not only demographic-based disparities, but also biases in AI-AI interactions.

500 applications, 0 callbacks

https://mailchi.mp/rawsignal/500-applications-0-callbacks?e=688b6720bf
Once you accept that the front door is pointless, you get so much time back. Yeah, you still need a gig, we get it. But what if, instead of applying all your creativity and energy to the attempt to pass some invisible set of hurdles, or to writing exactly the right tone of follow up email when an interviewer ghosts you, what if instead of all that you just abandon the front door entirely and find another way? That other way, by the way, is human connection. OMG stop. Don't roll your eyes. You hate networking. It's so transactional and fake. It's all small talk and you hate small talk. Yes yes yes. We hate it, too. That's not what we mean. We mean that if the Applicant Tracking System Jello isn't where the hiring managers are any more, then you should start spending time elsewhere.

The questions you need to ask before quitting your job - LeadDev

https://leaddev.com/career-development/the-questions-you-need-to-ask-before-quitting-your-job?utm_source=FuckOff&utm_medium=FuckOff&utm_content=FuckOff&utm_campaign=FuckOff
Take a step back and tease apart your current feelings. What are your likes and dislikes in this role? You know you want something new, but how new? What amount of change is going to feel like a reset? Even if you make a change, are your dislikes going to follow you?

Building a Résumé Pipeline with Pandoc, YAML, and Docker

https://phoenixtrap.com/2025/10/14/treating-my-resume-like-infrastructure/?utm_source=FuckOff&utm_medium=FuckOff
Most job appli­ca­tions today are screened by AI-​driven appli­cant track­ing sys­tems (ATS) before a human ever sees them. That means for­mat­ting con­sis­ten­cy, key­word align­ment, and clar­i­ty aren’t just nice to have — they’re sur­vival traits. Manually tai­lor­ing each ver­sion is slow and error-prone.

Hackerrank was broken - but now it's actually harmful — segfaulte

https://segfaulte.mataroa.blog/blog/hackerrank-was-broken-but-now-its-actually-harmful/
Since everyone started using AI, more candidates started clearing the first round with flying colors. The platforms had to recalibrate to let in their target percentage. But they're not measuring the code written by the candidate anymore—they're measuring how well the candidate uses an LLM. Most developers who can actually write this code try to do it themselves. They get marked lower than peers who used AI and completed it faster. The result? Hiring teams keep raising the bar arbitrarily, trying to find the candidates who are best at prompt engineering their way through a coding test.

Please, Stop the Absurd Coding Challenges | _blackentropy

https://blackentropy.bearblog.dev/please-stop-the-absurd-coding-challenges/
Hiring processes should focus on problem-solving, collaboration, and growth in relevant areas. Unrealistic expectations don’t attract the best talent – they just exhaust and discourage it. If companies want adaptable developers, they should focus on the long-term ability to learn, not how fast someone can tackle an arbitrary test. Dropping these absurd assignments and focusing on what really counts could foster a better, more inclusive tech culture.

Surviving a tech job market recession

https://lifeofaudrey.com/2024/05/22/tech-recession-survival.html
I lost my job in March and I’ve been slowly starting to look for my next thing. I’ve been talking to other folks who’ve been laid off to get a sense of the job market — and the stories they’re sharing give me flashbacks to twenty years ago.

How the internet is making us poor – Quartz

http://qz.com/67323/how-the-internet-made-us-poor/
Barring a civilization-ending event, technology is not going to move backward. More and more of our world will be controlled by software. It’s already become so ubiquitous that, argues one of my colleagues, it’s now ridiculous to call some firms as “tech” companies when all companies depend on it so much.

How the internet is making us poor – Quartz

http://qz.com/67323/how-the-internet-made-us-poor
Barring a civilization-ending event, technology is not going to move backward. More and more of our world will be controlled by software. It’s already become so ubiquitous that, argues one of my colleagues, it’s now ridiculous to call some firms as “tech” companies when all companies depend on it so much.

Daily Kos: Elizabeth Warren: 'Why aren’t we rebuilding America?'

http://www.dailykos.com/story/2012/07/28/1114390/-Elizabeth-Warren-Why-aren-t-we-rebuilding-America
It really is that simple. The nation's roads, bridges, electrical grid, water systems, national parks—the whole infrastructure—is crumbling. At the same time unemployment remains persistently high. Put people to work fixing the stuff that's broken. It's not rocket science. It would be that simple, except for a Republican Party that won't do what's best for the country, won't attempt to fix these things because fixing these things might help reelect President Obama and Democrats in Congress. Furthermore, making the country work proves that government works, and Republicans want none of that.

The Death of the Fringe Suburb - NYTimes.com

http://www.nytimes.com/2011/11/26/opinion/the-death-of-the-fringe-suburb.html?_r=2&ref=opinion#h[FtlIit]
For too long, we over-invested in the wrong places. Those retail centers and subdivisions will never be worth what they cost to build. We have to stop throwing good money after bad. It is time to instead build what the market wants: mixed-income, walkable cities and suburbs that will support the knowledge economy, promote environmental sustainability and create jobs.

How a New Jobless Era Will Transform America - Magazine - The Atlantic

http://www.theatlantic.com/magazine/archive/2010/03/how-a-new-jobless-era-will-transform-america/7919?single_page=true
The Great Recession may be over, but this era of high joblessness is probably just beginning. Before it ends, it will likely change the life course and character of a generation of young adults. It will leave an indelible imprint on many blue-collar men. It could cripple marriage as an institution in many communities. It may already be plunging many inner cities into a despair not seen for decades. Ultimately, it is likely to warp our politics, our culture, and the character of our society for years to come.

Daily Kos: Mitch McConnell: Obama jobs bill was designed to make Republicans look bad for rejecting it

http://www.dailykos.com/story/2011/11/08/1034347/-Mitch-McConnell:-Obama-jobs-bill-was-designed-to-make-Republicans-look-bad-for-rejecting-it
You know what, Mitch? If you don't want to look "intransigent" ... then don't be intransigent! If you don't want to look like you're sabotaging the economy ... then don't sabotage the economy! And if you think rejecting the jobs bill makes you look bad ... then don't reject it!

Daily Kos: Republican filibuster of infrastructure bill is one more piece of economic sabotage

http://www.dailykos.com/story/2011/11/07/1034078/-Republican-filibuster-of-infrastructure-bill-is-one-more-piece-of-economicsabotage
What we're seeing here is another piece of evidence that Republicans are more committed—much more committed—to opposing Barack Obama than to doing even the most basic, routine things to keep the economy going and keep bridges from collapsing under us. Filibusters like this are exactly why 50 percent of people believe Republicans are intentionally sabotaging the economy. (And, of course, Joe Lieberman and Ben Nelson are joining them.)

Rich Class fighting 99%, winning big-time - Paul B. Farrell - MarketWatch

http://www.marketwatch.com/story/rich-class-beating-99-to-a-pulp-2011-11-01?Link=obinsite
They’re fighting you, winning big-time, and you’re the loser. It’s just one generation since conservatives put Reagan in office: In those three short decades the income and wealth of the top 1% has tripled while the income of the bottom 99% of all Americans has stagnated or dropped. ... Yes, folks, America really is under attack daily. We are fighting on the defense in an historic class warfare. Yes, the Rich Class really did start this war. And yes, they really are winning, big-time. And yes, they are addicted to winning at all costs, to get richer and richer just for the sake of getting richer and richer.

memeorandum: Senate blocks $60 billion infrastructure plan, another part of Obama jobs bill (Rosalind S. Helderman/Washington Post)

http://www.memeorandum.com/111104/p62#a111104p62
Rosalind S. Helderman / Washington Post:Senate blocks $60 billion infrastructure plan, another part of Obama jobs bill  —  The Senate shot down another piece of President Obama's $447 billion jobs bill Thursday, as a stalemated Congress goes through the motions of attempting legislation to spur...

Daily Kos: Senate Republicans united in obstructing job creation, infrastructure repair

http://www.dailykos.com/story/2011/11/02/1032490/-Senate-Republicans-united-in-obstructing-job-creation,-infrastructurerepair
Today, the Senate is talking about whether they should vote to debate a jobs bill. Another Republican filibuster looms, in which the Republican Senate won't even vote to allow the Senate to debate and vote on doing a little something to try to save this economy. In this madness, Democratic leadership hopes to at the very least shame Republicans and possibly get a few of them to peel off from the Republican agenda of wrecking everything in sight and stealing all the rest.

Judging Stimulus by Job Data Reveals Success — Officially Lucky ❡ a blog by Clint Ecker

http://blog.clintecker.com/post/395053473/judging-stimulus-by-job-data-reveals-success
"Imagine if, one year ago, Congress had passed a stimulus bill that really worked. ... Well, it would look almost exactly as it does now. Because those nice descriptions of the stimulus that I just gave aren’t hypothetical. They are descriptions of the actual bill."

kewlchops: Not quite what I had in mind.

http://george08.blogspot.com/2008/12/not-quite-what-i-had-in-mind.html
""I'll just get straight to the point. You've been affected by the layoffs." ... I watched as my access to various parts of the guts of Flickr fell away. I noticed how naturally I searched for any and all bits I could think of, just in the hope that it still existed. But no. I was shut out entirely within about 14 hours of the phone call. ... I was beginning to feel humiliated, particularly given what I was up to. You know, being in Taiwan at an international conference to talk about my work."

John Robb's Weblog

http://jrobb.mindplex.org/2004/02/09.html#a4279
"The real long-term solution to the American jobs crisis is to find a way to make it less risky for people to join a start-up."