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Glassdoor Data Compares Data Analyst Pay and Hiring in New York, London, Berlin and Bengaluru

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A tutorial shows how to compare salaries and hiring for data analyst roles across four cities using live Glassdoor job postings and a Python script. The script runs identical searches in parallel for New York, London, Berlin and Bengaluru and saves the postings to a CSV file. Pandas is then used to compare yearly pay ranges, the share of postings that list a salary, and which companies are hiring. The author distinguishes between employer-posted salaries and Glassdoor's own estimates, and converts hourly and monthly ranges to annual figures for fair comparison. The author discloses that the scraper is an Apify Actor they publish, sold on a pay-per-result basis.

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