Why Employer Review Scores Are Rigged, and What a Real Grade Looks Like

An employer rating you can influence by paying the site is not a rating. It is an ad with a number on it.

That sentence is not an accusation against any particular company. It is a description of an industry structure, and the structure is public. Once you can see it, the scores stop being confusing and start being predictable.

Four mechanisms produce the ratings you read before you accept a job. None of them require anybody to break a rule.

The people being rated are also the customers

Employer review platforms make money from employers. They sell job postings, applicant tools, and employer branding packages: a company profile, a curated presentation, response tools, analytics on how candidates perceive the brand.

So the company being scored is also the account being sold to. Both things live in the same building, and the sales team's number depends on the relationship staying pleasant.

You do not need anyone to act improperly for this to shape outcomes. It shapes which features get built, whose complaints get a response, how disputes resolve, and what the default experience looks like for a paying profile versus a free one.

Ask one question of any employer review site: who pays for this? The answer tells you what the score is optimized for.

Review gating produces clean five-star clusters

Look at a company profile and sort by date. If you find a dense cluster of short, positive, similarly worded reviews inside a two-week window, you are looking at an internal campaign.

The mechanic is simple and it is not against most sites' rules. An employer emails staff during a good stretch, right after a bonus cycle or an award, and asks everyone to leave a review. Nobody is told what to write. The timing does all the work.

The mirror image is what does not happen. No company sends that email during a layoff week.

The result is an average built from the best moments of employment, sampled by the employer, on the employer's schedule.

The people with the most evidence are contractually silent

This is the mechanism nobody accounts for, and it is the largest one.

Most severance agreements include a non-disparagement clause. Sign it and you have agreed not to make negative statements about the company. Breach it and you can be sued for the severance back.

Now apply that across a workforce over five years. Everyone laid off, everyone pushed out, everyone who settled a complaint, all of them are contractually barred from describing what happened.

What remains on the public record is written by current employees, who have an ongoing relationship to manage, and by people who left on good terms.

The reviews are not lying. The sample is just missing everybody with the worst information. If you want the mechanics of that clause, read what you're signing away in a severance agreement.

No site lets you name the person

Here is a thing you already know from experience: people do not quit companies at the rate they quit specific managers.

Every major employer review platform prohibits naming individuals. There are real reasons for that policy, including defamation exposure and harassment risk, and those reasons are not trivial.

But look at the consequence. The single most predictive fact about whether a job will be tolerable, which is who you will report to, is the one fact the entire category refuses to publish. You can learn a company's average rating across 40,000 employees and learn nothing about the 8 people you will actually work with.

That is the gap this site was built to fill. Bad boss reviews here collect the manager's name and title, and they are shown publicly. It carries risk, and it is the point. Say what you personally experienced and can stand behind.

What a grade nobody can buy requires

Four conditions. A score is defensible only if all four hold.

The formula is published. Not a description of a philosophy. The actual math, including how categories are weighted and what happens with small samples. Ours is published in full, and you can recompute any grade on this site by hand.

No human assigns grades. No editorial adjustment, no appeals process that moves a number, no review text influencing a score. Structured answers go in, a letter comes out.

Employers cannot pay for anything. No branding package, no enhanced profile, no response product, no ad placement. There is nothing to buy, so there is nothing to negotiate.

Small samples are shrunk toward the middle, not published raw. Three angry reviews should not produce an F, because three reviews is not evidence about an employer. Our scores are pulled toward a neutral prior until enough reviews exist, and no letter grade appears at all below five reviews.

There is a fifth thing, and it is the one that costs us. Public records stay separate from opinion. Verified WARN layoff filings appear on company pages as documented history with dates and headcounts. They never count as reviews and they never move a grade. A layoff is a fact about a company. It is not a review of it.

How to read any employer rating from here

Whatever site you are on, run these checks:

1. Sort by date and look for clusters. Bunched positive reviews mean a campaign.
2. Read the one-star and two-star reviews first. Specific complaints with details are worth more than a hundred generic five-star entries.
3. Check whether the profile is a paid one. Ask what the employer's relationship with the site is.
4. Discount anything from a layoff period. The people who could tell you the most are under contract.
5. Look for the individual manager, and notice that you cannot find them anywhere else.
6. Check the public record separately. Layoff filings, regulatory actions, and lawsuits do not care about anyone's rating.

The part that requires you

A review site is only as honest as its incentives and only as complete as its contributors. We fixed the incentives by refusing employer money. The completeness is the part we cannot fix alone.

Leave a review. No email, no account, no verification step, nothing stored about you. It publishes immediately.

Then look up whoever sent you that offer letter before you sign it.