Glassdoor ratings are a snapshot of a moment, not a verdict on a company's entire existence. When a business with a 4-plus score undergoes restructuring and layoffs, the inevitable flood of one-star reviews can drag that average down to a two. A year or two later, that same company is hiring again, and prospective employees are left wondering which rating to trust. The answer is both, but only if you treat each review as a data point with context, not as a final grade.
The practical takeaway is straightforward: read the recent reviews, not the aggregate. A company that laid off 20 percent of its staff six months ago will have a wounded rating, and that rating is honest about what the experience was like during the transition. But if you scroll through the most recent entries and see a shift, people mentioning new leadership, clearer strategy, or genuine excitement about the product, then the two-star average is stale. It is a lagging indicator. The people who left during the storm have moved on, and the people joining now are building something different. The rating is history; the narrative in the latest posts is signal.
This pattern is especially relevant for companies that rebuild around technology or process transformation. A restructuring often means cutting roles that no longer fit a new direction and hiring for skills that do. The one-star reviews from the old guard are valid, their experience was real, but they may describe a company that no longer exists. If you are evaluating an employer that went through that cycle, look for reviews that mention the specific team or product you would join. Ask yourself whether the complaints are about systemic problems or about the pain of change itself. Most people do not enjoy being restructured, and their frustration is legitimate. It is also not a permanent indictment.
Where this gets concrete is in your own decision-making. If you see a company with a two-star average but a rising trend in recent reviews, and those reviews describe a focused mission and real autonomy, that rating is worth examining. If you see a four-star average but the most recent reviews describe chaos, stagnation, or misalignment, trust the present. The aggregate is a rearview mirror. Your career moves forward, so look through the windshield.