Decode Any Job Description Before You Apply

A red flag in a job description is language that signals a mismatch between what the role appears to offer and what you would actually experience. Common examples include vague scope ('wear many hats'), unrealistic experience requirements ('10+ years for an entry-level role'), missing salary information, and explicit expectations of unpaid overtime. None of these are automatic disqualifiers - but each one is worth investigating before you invest time in an application.

Not necessarily. Context matters. A startup at seed stage legitimately needs people who can wear many hats. The goal of this tool is not to eliminate roles but to help you ask better questions in the interview and go in with realistic expectations.

It usually means the company knows the salary is at or below market, and they prefer you not to know that before applying. Studies consistently show that roles with disclosed salary ranges receive more qualified applicants and fill faster. 'Competitive' without a number is a data point, not an answer.

Not always. For some roles and industries (trading desks, newsrooms, early-stage startups), fast-paced is an accurate description that many candidates actively want. The concern is when it appears alongside other signals - no salary, vague scope, long requirements lists - as part of a pattern.

Be direct but curious: 'I noticed the role mentions evening availability - can you tell me more about what that typically looks like week to week?' or 'The role seems to have a broad scope - how does the team prioritize when there are competing demands?' Good companies will answer these questions clearly.

The analysis is based on pattern matching against known signal phrases. It catches the most common red flags reliably, but it cannot account for company-specific context, recent changes in culture, or signals that are expressed in unusual language. Use it as a starting point for due diligence, not a final verdict.