How to Read Company Reviews Like a Recruiter
Company review sites are useful, but only if you know how to read past the noise — recency, sample size, and what a rating actually measures.
Review platforms are a genuinely useful signal for evaluating an employer — but only if you read them the way someone who does this professionally would, rather than just skimming the star rating.
Recency matters more than volume
A company with 200 reviews spanning eight years tells you less about what it's like to work there today than a company with 15 reviews from the last year. Leadership changes, reorgs, and shifts in company culture happen faster than review volume accumulates. Sort by newest first, and weight anything more than two years old lightly — it's history, not current state.
Look at the spread, not just the average
A 3.8 average built from a tight cluster of 3.5-4.2 ratings describes a genuinely consistent, moderately-good workplace. A 3.8 average built from a mix of 5-star and 1-star reviews describes something else entirely — probably wildly different experiences depending on team, manager, or department. The average number is the same; the actual situation isn't.
Read the specifics, skip the generic praise or complaints
"Great culture, nice people" and "management doesn't care" tell you almost nothing — they're the two most generic phrases in any review dataset, positive or negative. What's actually useful is specific, checkable detail: "promotions happen roughly every 18 months if you hit targets," "the on-call rotation is once every 6 weeks," "reorgs happened twice in the last year." Specific claims are also easier to verify against multiple reviewers, which makes them more trustworthy than vague sentiment.
Match the reviewer to your situation
A review from someone in a completely different department, seniority level, or office location may not transfer to your situation at all. If you can filter by role or department, do — an engineering review tells you very little about what the sales org is actually like, even at the same company.
Weigh "would recommend" against the detailed complaints
Sometimes a reviewer will describe several real frustrations and still say they'd recommend the company, or the reverse — glowing praise followed by "would not recommend." That mismatch is informative on its own: it usually means the reviewer is weighing something specific (comp, stability, a particular manager) heavily enough to override the rest of their experience. Look for what that specific thing is — it might matter a lot to you, or not at all.
Reviews are one input, not the whole picture
Treat reviews the way you'd treat any other single source: useful for spotting patterns and asking better questions in your own interviews, not a substitute for doing your own evaluation. If a review raises a specific concern, that's a good, direct question to ask in your own interview process — "I've read that promotions can be slow here, can you tell me more about how that's worked recently?" tends to get a much more honest answer than a vague version of the same question.