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I recently completed a detailed analysis of 1.65 million job postings over a two-month period, focusing on listings directly from employer career pages instead of job aggregators. I found that half of the postings disappear by day 28, with a significant drop occurring in just one week. My data set included postings from 23,857 employers, primarily in the US, with many listings lacking specific location information. Initially, I noticed that the first two weeks were relatively stable, with 86% of postings still active by day 7 and 75% by day 14. However, there was a dramatic decline between day 24 and day 30, where about a third of the remaining postings vanished. This pattern seemed consistent across most job functions, suggesting that many listings are removed due to administrative cycles rather than actual hiring activity. After the first month, only 29% of postings remained active by day 45, indicating that those that survive are either genuine long-term needs or what some refer to as 'ghost jobs.' I discovered that the most critical time to apply is during the fourth week, as many listings tend to expire around the 30-day mark. Unfortunately, the challenge lies in identifying which week a posting is in, especially since aggregator sites often refresh dates and can obscure the timeline. Overall, this analysis has provided me with valuable insights into the job market dynamics and the timing of job postings, which I plan to use to refine my job search strategy.

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I'm currently exploring a job opportunity with Wipro for an Advanced Process Control Engineer position. The role is a contract position, estimated to last over 12 months, and is listed as Texas/Remote. I had an interview with their leadership team, where they mentioned that travel would be required approximately once every 4 to 6 weeks, typically for just a week at a time. Most travel would occur from Monday to Wednesday. However, I have some reservations about their travel estimates. In my previous role with a different company, travel was extensive, often lasting for weeks or even months. That position was full-time with a manufacturing company, unlike Wipro, which operates as a resourcing company. Wipro is based in India, but they do have locations in the Central Time zone. I'm feeling skeptical since I've never worked in a contract role before and haven't come across any reviews about Wipro on Glassdoor. I'm curious if anyone else has had experiences working with Wipro or in similar contract roles.

Company: Wipro

Job title: Advanced Process Control Engineer

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Today, I experienced a layoff from my internship, and I have mixed emotions about it. It was a six-month paid internship with a UK-based company, and I was working from home. Initially, I was excited about the opportunity, especially after I completed the trial period successfully and was told I was doing well. However, today my manager unexpectedly informed me that I had made several mistakes and that I could no longer continue. This was surprising to me, as I had previously been asked to correct errors made by others, which leaves me questioning the feedback I received. Despite the shock of being laid off, I can't help but feel a sense of relief. The internship had become quite hectic, with strict deadlines that I found overwhelming, and I wasn't really enjoying the work. I realize now that sometimes life pushes you in a new direction when you hesitate to make a change yourself. While it hurts to be let go, I think this might be a blessing in disguise, allowing me to seek opportunities that align better with my interests.

Job title: intern

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I recently faced a disciplinary action at my fast-food job where I worked for two years, and I’m feeling completely devastated about it. I’ve always been a dedicated employee, mastering all stations and taking on extra shifts, even when it wasn't strictly legal due to my age. I felt like I was a crucial part of the team, especially compared to my peers. However, things changed when a new manager came in. He started treating me differently, making me stay longer to finish tasks that other coworkers were allowed to leave without completing. This was frustrating, especially since I always aimed to finish my duties on time to catch the last bus home. The situation escalated when he began to nitpick my work, especially my washing-up, rushing me and yelling when I couldn’t keep up with his demands. His wife, who also worked there, even criticized my work and took over some of my duties, claiming she was better at it. Now, after a FaceTime meeting with the general manager, I’ve been found at fault for the complaints made against me. I’m about to start university and had hoped to transfer to another location, but my request was denied due to this disciplinary action. I’m really worried about how this will affect my job prospects in the future, especially in the fast-food industry. I’m seeking advice on whether this disciplinary will impact my ability to get hired at other jobs.

Job title: fast-food employee

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Today, I received my monetary determination for unemployment benefits in Indiana, and it stated that my weekly benefit is $0. Initially, I thought there was an error with my reported wages, but it turns out the base period they are using is from April 1, 2025, to March 31, 2026. During part of this period, I was working as a 1099 contractor, and I transitioned to a W-2 employee starting January 1, 2026. I continued in that role until August, but the base period only reflects my earnings from the first quarter as a W-2 employee. In that quarter, I earned $23,400, but Indiana's requirements state that total base-period wages must be at least 1.5 times the highest quarter's earnings. As a result, I fail to meet this criterion. If my earnings from an additional quarter of W-2 work were included, I wouldn't be facing this issue. Fortunately, I already have another job lined up and enough savings, so I'm not reliant on these benefits for survival. However, I find myself calling the Department of Workforce Development out of sheer frustration and stubbornness because it feels absurd to end up with a $0 determination. I'm curious if anyone else in Indiana has faced this situation. Is there any way to have later W-2 quarters considered, or am I just stuck with the timing of the statutory base period?

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I recently received a formal offer letter for a new job, set to start on August 31. The offer came through last Friday, but I requested a salary counter, which they provided only this Wednesday. I accepted the offer and completed a drug test this morning. However, I haven't given my current employer notice yet because I wanted to wait until I had the final offer in hand. Now, I'm in a bit of a dilemma. I technically have just one week left at my current job, but I'm concerned about the drug test results. What if there’s an error and I need to retest, which could delay my start date? I really don’t want to risk going even a week without pay. I’m considering whether it’s acceptable to ask my new employer for a later start date or if I should just give my current job a one-week notice. I know that in my state, two weeks isn't required, but it’s generally preferred. I feel like my new employer should understand my situation since I just received the formal offer, but I also worry about how it might reflect on me if I don’t handle the notice properly. I want to leave on good terms, but I’m feeling a bit stuck.

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I recently had an experience that left me feeling frustrated about the job application process. I received a call from a recruiter who asked about my salary expectations, and after sharing my thoughts, they set me up for an interview with the director of the company. We had a lengthy conversation that lasted about an hour and a half. At the end of the interview, I reiterated my salary expectations, only to be told that they couldn't meet that figure. I was a bit taken aback, but I shrugged it off. The next day, the recruiter called to apologize, explaining that the company had already flagged my salary expectations as too high before my interview, but they hadn't communicated that to me. I understood that things happen, so I didn't dwell on it. However, today I noticed a job listing on Indeed for the same position I interviewed for, and it included all the information I had shared during our conversation. It felt like they used my insights to refine their job ad without any acknowledgment. While I'm not upset about not getting the job, I am annoyed that I spent my time providing them with valuable input that they now seem to be using for free. Part of me wishes I could invoice them for the 1.5 hours I spent consulting them. It's just frustrating.

Community-reported Misleading Scam
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I had a frustrating experience during a screening call with a recruiter who reached out to me on LinkedIn. He praised my seven years in data analytics and asked for a quick chat, which I agreed to despite being happy at my current job because the compensation looked appealing. During the call, I answered his questions about my current projects and when he asked why I was interested in their startup, I mentioned that I was mainly there to learn about their roadmap since he had contacted me out of the blue. He seemed taken aback by my response and told me my tone was too blunt for their collaborative environment. Then, he suggested that I would do better in these conversations if I smiled more, emphasizing that they had a very bubbly office culture. I was shocked and just sat there holding my coffee, thinking I should have hung up right then. I’m a senior analyst, not someone who needs to perform cheerfulness on demand. The call ended abruptly at the six-minute mark when he said they needed someone with a 'softer cultural fit.' It's disheartening that hiring managers still expect candidates to prioritize performative cheerfulness over professional dialogue, especially in a technical role.

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I heard some rumors about a potential new layoff at Itaú in 2026. There’s not much information available about the criteria that might be used this time around. If anyone has more details, please share. It seems like the moderators in the community have already removed a similar post, which makes me think there’s some sensitivity around this topic. A commenter suggested that the layoffs could be based on salary, possibly starting with the highest earners. I'm just trying to stay informed as I navigate my career here.

Company: Itaú

Job title: N/A

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I recently signed an offer for a new job after being at my previous company for 10 years. I was excited to make this change, but then I had to quit my job. Unfortunately, the offer was rescinded due to my driving record, which was a huge shock. I'm feeling really dejected and unsure of how to move forward. I'm looking for advice on how to rebound from this situation. I've heard that it's important to wait until all checks are completed before resigning, and I wish I had followed that advice. Some people have suggested that this could be a blessing in disguise, giving me a chance to aim for a higher-level position elsewhere. I'm hoping to find a way to turn this setback into an opportunity.

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I had a phone screen with a company yesterday for a position I'm really excited about. This morning, I had a phone screen with an outside recruiting agency for the same role. I made sure to let the outside recruiter know about my internal phone screen, but I'm feeling a bit uneasy since they already have my resume. Should I reach out to the internal recruiter to let them know that I've been contacted by the outside agency? I've heard that employers usually prefer not to have the same candidate sourced from multiple places, and I'm worried about how this might affect my chances. I want to do the right thing and avoid any potential conflicts.

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I recently had a preliminary phone call for a job opportunity where I was asked about my salary expectations. In a moment of panic, I blurted out that I wouldn't accept anything less than $20 an hour. Now I'm worried that I've undercut myself, especially since the job posting mentioned a salary range of $40-60k. I'm concerned that I might have limited my potential earnings before even getting to the interview stage. However, I've seen some comments suggesting that hiring managers typically have a budget in mind and might offer more if they like me. I'm hoping that I still have room to negotiate later in the process, but I can't shake the feeling that I might have messed up.

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I was laid off today from my role at a mid-sized tech company. I'm currently on a family vacation, which made receiving the news even more difficult. My boss, who is an SVP, reached out to me yesterday to give me a heads-up before the official HR call. She informed me that my role was "impacted," and I learned that three other colleagues from my team are also losing their jobs. The remaining team members will be reassigned to different reporting lines. I've dedicated a lot of effort to building a cohesive team and developing a solid strategy, but unfortunately, leadership has been making poor decisions that have negatively affected our growth. I've consistently voiced my concerns about what it would take to make our business unit profitable, but my feedback has been ignored. Now, my unit is struggling financially, and it feels like my team and I are paying the price for those bad decisions. I'm feeling lost and anxious about the future, especially since I was the primary breadwinner responsible for our health insurance, daycare costs, and family vacations. I have only 11 weeks to find a new job in what seems to be one of the worst job markets in history. I'm not sure what the point of sharing this is, but I just wanted to express my feelings in a space where others might understand.

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I interviewed for a role at a company on August 10 and was told my profile was still under consideration after I followed up on August 19. One of the interviewers even encouraged me, saying I was doing well and that HR would provide an update soon. However, the very next day, I noticed the company had posted the same job opening again on LinkedIn, actively promoting it with a link for new applications. This left me confused about my status; if they are still considering me, why would they be looking for more candidates? It seems like a common practice to keep the job postings fresh, but it makes me wonder if I'm still in the running or if they are just casting a wider net.

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I just learned that Sanofi is planning to lay off 229 workers. This news is concerning, as it affects many of my colleagues and friends in the company. I hope those impacted can find new opportunities quickly.

Company: Sanofi

Job title: N/A

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I came across an article discussing the rise of 'ghost job' ads, where companies post job openings that never seem to get filled or may not even exist. As a job seeker, I can relate to the frustration this causes. It feels misleading and adds unnecessary stress to an already challenging job search. Some lawmakers are pushing to ban these practices, which I think is a step in the right direction. It’s disheartening to see roles that have been listed for years without any movement, and I’ve even interviewed for some of these positions only to be told they didn’t find a fit. It’s a tough market, and misleading ads only make it worse.

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I just learned that there have been layoffs in Apple's Vision Products Group. While I'm disappointed, I can't say I'm surprised given the current market conditions and the company's recent shifts in strategy. I'm currently assessing my options and considering my next steps in the job search.

Company: Apple

Job title: N/A

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I recently graduated with a Master’s degree in Ecology and Evolutionary Biology, and I’m navigating a bit of a career crossroads. I accepted a part-time interpreter position with my local school district, which is convenient and flexible, but the pay is low. I’m also in the interview process for a marketing role at an agency that pays between $70,000 and $90,000, which aligns much better with my background in marketing and writing. While I’m excited about the potential of the marketing job, I came across some concerning employee reviews on Glassdoor. The company has a 3.4/5 rating, with about 58% of employees recommending it. However, I noticed a pattern of negative feedback regarding leadership issues, micromanagement, high turnover, and burnout. This has me torn because while the financial benefits of the marketing role are significant, I don’t want to step into a toxic work environment. I’m also aware that the part-time job allows me the flexibility to continue applying for other positions and work on my marketing consulting business. I’m trying to weigh my options carefully, considering both the financial and work environment aspects. I haven’t received an offer from the marketing agency yet, but I’m contemplating what I would do if I did. Would I take the higher-paying job despite the red flags, or stick with the more flexible role while I search for something better? I’d love to hear from anyone who has faced a similar decision.

Job title: marketing role

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I recently received a job offer for a position I've been really excited about. This is the first time I've been asked to provide three professional references after receiving the offer, which caught me off guard since I've always been asked for references prior to receiving an offer. I reached out to three former supervisors and coworkers and provided their contact information to HR yesterday afternoon. Now, I'm curious about how long it typically takes for this reference check to clear. Should I expect to hear back soon, or is it common for this process to take a while? Any insights would be appreciated!

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I've been working at my current job for nearly five years without any issues, but recently my managers pulled me aside for a concerning conversation. They mentioned that they don't want to fire me without cause, but I've been outperformed by others and they’ve hired new staff. Due to my availability, they can only offer me one or two shifts a week. They suggested I start looking for another job and mentioned they would follow up in a month to support my transition. They also pointed out some minor appearance issues I could improve. I’m left wondering if I’m being let go or if they’re genuinely trying to help me. This is happening during a time when many colleagues are leaving, and we’re shifting from a slow to a busy season. I also want to note that I’m autistic, and while management is aware of my mental health challenges, they haven’t provided a clear answer about my job security.

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