After more than a decade of work across several different kinds of internet companies, I’ve earned outstanding ratings and also lived through the gap of “my own score wasn’t low, yet my year-end bonus was pitiful.” Today I want to talk about performance-review truths that HR never writes into policy and managers never spell out in meetings.
These rules are widespread in internet companies, and especially pronounced in companies running a hard 271/361 system. Everything below comes from my firsthand experience and observation, aimed at no individual — only at the mechanism.
1. Forced Distribution Is a Hard Metric, with No Necessary Link to How Well You Perform
Many newcomers assume performance review means “I hit my KPI, so I should get an A.” Wrong. Under the 271/361 system, the ratios are locked: 20% outstanding, 70% passing, 10% bottom.
Even if the entire team exceeds its targets, HR still requires someone — 10% of people — to take the C. That quota isn’t meant to reflect real output; it’s meant to control labor costs and manufacture internal competition.
A few practices I’ve seen:
- Taking turns to eat the C: in small teams, to avoid inflaming conflict, the supervisor has you take it this time and someone else next time — ignoring real output, looking only at “whose turn hasn’t come yet.”
- Sacrificing the weak team: a group of fewer than 10 people can’t be assigned its own 10%, so cross-department calibration meetings simply pull people from weaker groups to fill the hole.
- Whoever has the lowest cost of leaving goes first: newcomers, outsourced staff, marginal roles, and honest types who don’t communicate much are the most likely to be picked; veteran employees, core backbones, and the leader’s confidants rarely take a C even with mediocre output.
2. Scoring Power Isn’t in Your Hands — Your Supervisor’s Subjective Judgment Carries Huge Weight
Quantitative metrics make up only half of the form; the other half is “collaboration, initiative, values, ownership” — all left to the leader’s subjectivity.
With identical output, the person on good terms with the leader who syncs progress well can get an A; the person who keeps their head down, works, and expresses themselves poorly may only get a B. The performance calibration meeting (where department heads sit together to align and adjust ratings) isn’t a fair review either — it’s a bargaining game among supervisors: those who package their team’s results well and fight hard for quotas get their people higher ratings more easily.
There’s also a hidden trap called “today’s best is tomorrow’s minimum.” Hit a perfect score this quarter, and next quarter’s standard rises automatically; merely hold steady, and you’re judged as “no progress, treading water,” with your rating knocked down a notch.
3. Company Performance Eats Individual Performance
This is the point I feel most deeply.
One year my individual performance score was 7+ — decent within the team. But that year the company overall missed its targets, and the boss scored company performance at 7. As a result, my year-end bonus was diluted to almost nothing.
Another year, my individual score was still 7+, and company performance — with the business recovering — was scored at 7.5. That year I received nearly 2 months’ salary as a year-end bonus.
See: the individual score didn’t change; what changed was the company coefficient. Your bonus isn’t decided by you — it’s decided by the department bonus pool and overall company performance. The total cake is fixed; if someone takes more, someone must take less.
That’s also why many veteran employees eventually grow indifferent to ratings — no matter how hard you personally strive, you can’t hold back a falling market.
4. Values and Soft Metrics Are the Handiest “One-Vote Veto” Tools
In many companies’ values assessments, service awareness and ownership of responsibility are key dimensions. Even with business numbers on target, a subjective verdict like “poor collaboration, insufficient initiative” can press an A straight down to a C.
The problem is these standards have no clear quantification:
- The honest person who only completes their own work is said to “lack ownership”;
- Proactively taking on extra work to backfill gets you called “unclear on boundaries, inefficient”;
- Frequently pushing back on the leader earns the comment “communication needs improvement”;
- Being obedient and cooperative means “excellent collaboration.”
Self-assessment is pure formality. You can write thousands of words about your results, and the supervisor can still change the grade directly according to the ranking in their head — self-assessment carries no binding force.
5. The Real Purpose of a PIP Isn’t Improvement — It’s Lawful Elimination
Two consecutive bottom rankings, and HR initiates a PIP (performance improvement plan). But the PIP’s goal is often not to help you improve — it’s to set an impossibly high target, then later cut you with zero compensation for “failing to meet performance standards.”
I’ve also observed a phenomenon: employees whose options are close to vesting are tolerated to an extreme degree; once all options have vested, review standards tighten immediately. Performance reviews sometimes become a layoff screening tool — when the company needs to downsize, it cuts straight along the current bottom-tier list, packaging layoffs as “normal performance-based elimination.”
6. The Pits Honest People Fall Into Most Easily
- Doing the most work ≠ getting the best rating. People who consistently showcase results in weekly meetings, retrospectives, and weekly reports generally score higher than those who keep their heads down and never report.
- Cross-department scapegoating directly drags down your whole year’s rating. When another team’s problem surfaces, collaboration liaisons and support roles are the most likely to receive negative comments.
- The newcomer honeymoon is short. Your first 1-2 quarters get lenient scoring; once the adaptation period passes, the standard snaps level immediately.
- When the team’s top leader changes, everyone’s performance resets. The new supervisor overturns the old evaluation system, promotes people they know, and veterans’ past records of excellence are wiped to zero.
- Credit goes up, blame goes down. When a project succeeds, ratings tilt toward the supervisor and core owners; when it fails, the front-line executors take the point deductions.
Final Thoughts
On the surface, performance reviews evaluate work output; in essence they are management tools for distributing bonuses, screening personnel, and controlling the team. Absolute fairness doesn’t exist — it’s always a zero-sum game over the existing pie, and the rules are held by management.
I’m not encouraging anyone to play politics, but to remind workplace newcomers: after you see the rules clearly, then decide how you want to play. You can keep choosing to do solid work — but know this: besides the work itself, syncing upward, fighting for resources, and protecting yourself from being scapegoated are also part of workplace competence.
If you’ve felt wronged by performance reviews too, don’t eat yourself up inside. Much of the time, it’s not that you’re not good enough — it’s that the mechanism was never fair to begin with.
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