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Products that do what Layoffstoday – Open database tracking for 10k Companies does

Hi HN, I built Layoffstoday, an open platform that tracks tech layoffs across ~6,500 companies. What it does: Aggregates layoff events from public news sources Normalizes data by company, date, industry, and affected headcount Shows historical patterns instead of isolated headlines Why I built it: During job transitions, I noticed people had to jump across news articles, spreadsheets, and social posts just to answer simple questions like “Has this company laid people off before?” or “Is this happening across the industry?” This is an attempt to make that information structured, searchable,…

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  23. 23GG

    Last year I was looking for a new role. I sent out applications, did the prep, waited. What came back was mostly nothing. Not rejection emails, just silence. The job listings I'd applied to stayed live for weeks. Some for months. As a software engineer, I decided to dig into it properly. I built a system to continuously track job postings across companies, logging posting dates and measuring how long roles stay open before closing or don't. After 35,000+ listings across 200+ companies, some patterns are hard to ignore. Some listings have been open for 700+ days at companies you'd recognize.…

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