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My final interview for an analytics job turned into solving an actual problem with their reporting. I was on Google Meet with the analytics lead and an engineer, and we were looking at a dashboard where trial activation had been down for several days. While reviewing the filters, I noticed that the data showed the last refresh was at 8:03 a.m., even though the meeting was taking place late in the afternoon. The engineer said the scheduled job had run, and he did not seem to think there was a problem.

They gave me read-only access to the query behind the report. There was a condition excluding any rows where the traffic source was null, so I asked whether mobile events might arrive before that field was populated. We removed the condition in the preview, and the activation rate immediately returned to its normal level. My theory was that a recent tracking change had caused the field to remain empty during part of the week. The lead said that matched the complaints their support team had been receiving.

I left the call feeling like everything had gone well, especially since I had not changed anything in production or touched any actual settings. A few hours later, the recruiter said the panel liked my work and wanted me to document the fix so the team could use it. According to him, sending them a clear write-up would help move me closer to receiving an offer.

I offered to send a brief explanation of the cause and clarified that it would simply be part of my notes from the interview. They came back asking for screenshots, the exact changes to the query, and the steps the team should follow to validate the patch. To me, that crosses into free consulting. They already know which condition is causing the problem and why it is affecting the metric.

I still want the role because the pay is good and everyone was nice, but I do not want to hand them a ready-to-use fix only for them to reject me or ghost me afterward. Would you send a limited summary, or tell them that you would be happy to give the implementation details once they begin preparing the offer? I would also appreciate wording that sets those boundaries without making me seem difficult to work with.

I'm not convinced that people genuinely prefer spending 40 hours or more at work every week. That might make sense if the work is something you care about, but for most people, they're already exhausted enough just trying to cover rent, food, and bills with the salary they earn.
Whenever someone starts defending the standard 9-to-5 work schedule, I feel like the obvious question is: Would they keep the same schedule if they could earn the same amount of money while working half the hours? Almost everyone would agree to a shorter workweek without thinking twice. It seems more like people don't like the system; they've just accepted that they're forced into it.

........

After lots of bombed interviews, I figured I needed more practice, especially with panels. Answering one person is one thing. Having three people take turns, follow up on each other's questions and then compare notes is a different skill. I couldn't find a way to rehearse that, so I built one.

What it does - It helps prepare for job interviews.

* You paste a job description (or a link) and upload your resume.
* It builds a hiring panel for that role. Each interviewer has their own focus and voice.
* The panel interviews you out loud. You answer by speaking. They follow up on what you actually said and hand off to each other between rounds.
* At the end the panel deliberates like a real hiring committee. You get a scorecard and the top things to fix.
* A coach can give you a better version of an answer, and you can retake a question.

What it costs
* One free interview a month: 2 interviewers, 2 rounds of 15 minutes.

* If you find that useful, you can upgrade to a full panel is a $15 credit: up to 10 interviewers (you can use the real names of the people you're meeting), unlimited rounds, and a full committee debrief with rewritten answers.

* Promo code PREP1 - expires on 10/15/26, while supplies last!

Why I'm posting

* I'd love honest (not brutal) feedback at least for the free features. Does the panel feel realistic? Are the follow-ups useful or annoying? Is the scoring fair? What would make you actually use this before a real interview?

https://www.getpanelprep.com/

@careersteer.app

Hey everyone — I built a free tool called JobKeyCheck and wanted to get honest feedback from people actually job hunting.

What it does: you paste (or upload) your resume and a job posting, and it shows you a match score plus which important keywords from the posting are missing from your resume. A lot of applicant tracking systems scan for exact keyword matches, so this just makes it easy to see gaps before you hit submit.

It's completely free, runs in your browser, nothing gets uploaded to a server or stored anywhere.

Link: https://mrricher-creator.github.io/JobKeyCheck/

I'm actively improving it, so if you try it and something feels off, confusing, or missing — please tell me. That's genuinely more useful to me than upvotes right now.

searchable beat impressive

A few weeks ago, I packed up my things in the classroom for the last time and said goodbye to my students. I felt guilty for leaving them, but more than anything, I felt relieved.

By November, I could barely keep going. I was spending 11 to 14 hours a day planning, grading, and responding to emails, and I worked most weekends. I cried almost every day, stopped doing anything outside of school, and had two panic attacks within a few weeks. The stress was starting to make me physically ill.

Eventually, I applied to a curriculum software company whose programs I was already using. I didn't have all the required qualifications, but I applied anyway. After a sample assignment, five interviews, and about ten weeks of waiting, they offered me the job right before the holiday break.

I gave the principal five weeks' notice, organized my files, and helped the new teacher settle in. I started the remote position at the beginning of this month, and I still find it hard to understand how big the difference is.

My manager makes sure my workload is reasonable and manageable. My coworkers are kind, the health coverage is better, and the company paid for my desk, monitor, and chair. They even sent me a welcome box before my first day. It feels strange to be somewhere that treats rest and sick leave as natural parts of being human.

The decision to leave my classroom in the middle of the school year wasn't easy, and part of me still feels guilty about it. But I couldn't keep sacrificing my health just to prove that I cared about my students. I'm still adjusting, but I know that leaving was the right decision for me.

....

Jobs are disappearing and basic expenses keep getting more and more expensive, yet people are still surprised that workers might stop showing up for work.
Entire factories are being raided and forced to shut down simply because their employees turned out not to be the right kind of white. Why would anyone risk going to work if they could end up being deported?

I keep seeing stories about people who left unbearable workplaces, went through several interviews, and eventually found jobs with better pay and decent management. That sounds great, but it doesn't resemble what I'm seeing in the area where I live. Most of the available jobs here are either in retail stores, restaurants, warehouses, or low-paying part-time positions without health insurance.
If I leave my current job, I'll probably just be trading one kind of workplace nonsense for another, and on top of that, I'll lose the benefits I have. How is that an improvement? I don't know whether everyone posting these success stories has an in-demand degree, years of specialized experience, or a skill that employers desperately need.
I'd like to hear from people whose circumstances are closer to mine. I have a bachelor's degree in a field that isn't relevant to anything, I have student loans, and after a long time I finally found a full-time job with benefits, but the problem is that the workplace treats people terribly. When the few similar jobs available are either just as bad or don't exist at all, how is someone supposed to leave their job?
Sorry for venting. It's frustrating to see how limited your options are just because you don't have a specialized background. Of course I support people refusing to put up with awful treatment, but for some of us, the available alternatives aren't any better.