Why job descriptions hide the real picture
Job descriptions are marketing materials written by the same company you are evaluating. Naturally, they put the best foot forward — and sometimes actively conceal problems. Phrases like “we are a family,” “flexible hours,” or “you should be stress-resistant” are often signals of specific cultural patterns that are worth investigating before accepting an offer.
Valya reads the job description with the lens of an experienced HR professional who has seen hundreds of companies from the inside. She flags the phrases that statistically correlate with toxic cultures and translates them into concrete interview questions — so you can verify the reality before joining.
Corporate BS glossary
What the Risk Score means
Risk Score is the overall toxicity rating of the job posting on a 0–100 scale. It does not mean the company is bad — it means how much the job description text contains signals worth examining more carefully.
Clean posting. Minimal warning signals. Safe to consider.
Some questions. A few points worth clarifying on the first call.
Serious risks. Clear signs of toxic culture. Consider only after detailed vetting.
High toxicity. The posting contains multiple clear red flags.
Frequently asked questions
- What if the job description is in a different language?
- Valya understands Ukrainian, English, and other languages. Paste the job description in whatever language it was written — the analysis will be accurate.
- Does a high Risk Score mean I should definitely not apply?
- No — it means you should ask the right questions. A Risk Score of 70 is not a hard stop; it is a signal to dig deeper during the interview. The generated questions help you verify whether the red flags are real or just poor copywriting.
- What if the posting is very short and has no details?
- Valya will let you know that there is not enough text for a deep analysis. The more context you provide, the more accurate the result.
- What if no red flags were found?
- That is a good sign. But the absence of warning signals in the text does not guarantee the absence of problems at the company. Check reviews on Glassdoor or LinkedIn.