performance-management（绩效管理）

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Performance Management

Performance management is the system by which organizations set expectations, measure contribution, develop talent, and make compensation and promotion decisions fairly. It spans OKR goal-setting, continuous feedback cycles, semi-annual or annual review writing, calibration sessions that normalize ratings across teams, career ladders that clarify what "good" looks like at each level, and Performance Improvement Plans (PIPs) for employees who are significantly below expectations. Done well, it accelerates individual growth and organizational output. Done poorly, it becomes a compliance exercise that destroys morale.

When to use this skill

Trigger this skill when the user:

• Needs to design or overhaul an OKR system for a team, department, or company
• Is writing, reviewing, or giving structured performance feedback
• Wants to run or prepare for a calibration session
• Needs to build or refine a career ladder or leveling framework
• Is designing or writing a Performance Improvement Plan
• Wants to set up a continuous feedback or 1:1 culture
• Is creating a promotion packet or evaluating someone for promotion
• Needs to measure whether their performance management system is healthy

Do NOT trigger this skill for:

• Recruiting, hiring, or interview design (use technical-interviewing skill)
• Compensation benchmarking or equity modeling without a performance context

Key principles

1. Continuous feedback, not annual surprise - Annual reviews should contain zero surprises. If the review is the first time someone hears a concern, the system has already failed. Build feedback into weekly 1:1s, quarterly check-ins, and project retrospectives so the formal review is a summary, not a revelation.
2. OKRs are aspirational, not quotas - An OKR system where 100% completion is expected destroys ambition. Objectives should be stretch goals; hitting 70% of a hard OKR is often better than hitting 100% of an easy one. Never tie OKR completion directly to compensation - it incentivizes sandbagging.
3. Calibration ensures fairness, not uniformity - Different managers have different rating tendencies (hawks vs. doves). Calibration sessions align rating standards across teams so that a "Meets Expectations" in one org means the same thing in another. The goal is consistency, not forcing a bell curve.
4. Career ladders clarify expectations - Employees should never have to guess what promotion requires. A career ladder makes expectations explicit: here is what impact, scope, technical skill, and leadership look like at each level. Ambiguity in ladders breeds favoritism in promotions.
5. PIPs are a last resort, not a first response - A PIP should never be a surprise. It follows documented coaching, informal feedback, and clear warnings. A well-run PIP has specific, measurable milestones, a realistic timeline (60-90 days), and genuine organizational support. Its goal is improvement, not documentation for termination.

Core concepts

OKR hierarchy

Company OKRs (annual)
  |
  +-- Department OKRs (quarterly)
        |
        +-- Team OKRs (quarterly)
              |
              +-- Individual OKRs (quarterly, optional)

Each level's Key Results should ladder up to the level above. An individual KR that does not connect to a team or company OKR is a signal that the work is misaligned or the OKR system is not being used correctly.

OKR anatomy:

Objective:   Qualitative, inspiring, time-bound.
             "Make our checkout experience the fastest in the industry by Q4"

Key Results: Quantitative, binary-scoreable (0.0-1.0), 3-5 per Objective.
             KR1: Reduce median checkout latency from 2.1s to 0.8s
             KR2: Increase checkout completion rate from 71% to 85%
             KR3: Reduce cart abandonment on mobile from 62% to 45%

Review cycles

Calibration process

Phase 1 - Pre-work (1 week before):
  Managers submit draft ratings and written justifications.
  HR compiles rating distribution by team and level.

Phase 2 - Calibration session (2-3 hours):
  Facilitator shares distribution. Outliers discussed first.
  Each manager defends any rating 2+ steps from cohort median.
  Ratings adjusted by consensus, not by committee override.

Phase 3 - Post-calibration (1 week after):
  Final ratings locked. Managers deliver feedback to ICs.
  Promotions and compensation decisions proceed from locked ratings.

Career ladder dimensions

Most effective ladders evaluate four dimensions consistently across all levels:

Common tasks

Design an OKR system

Setup checklist:

1. Define the cadence: annual company OKRs, quarterly team OKRs.
2. Set the hierarchy: company -> department -> team. ICs optional.
3. Write the Objective: inspiring, qualitative, owner assigned.
4. Write Key Results: measurable, 0.0-1.0 scoreable, 3-5 per Objective.
5. Mid-quarter check-in: score progress (0.0-1.0). Flag blocked KRs early.
6. End-of-quarter score: score final. Write retrospective (what worked, what did not).

Scoring convention:

Common OKR mistakes:

• Tasks masquerading as KRs ("Launch feature X" is a task; "increase DAU by 20%" is a KR)
• Too many OKRs (max 3 Objectives, 5 KRs each per team per quarter)
• OKRs set top-down without team input (kills ownership)
• No mid-quarter review (problems surface too late to course-correct)

Write effective performance reviews

Review framework (STAR + impact):

Situation:  Context for the work (project, team, constraints).
Task:       What was expected of this person at their level.
Action:     What they specifically did. Use "I" statements from self-review,
            evidence from manager notes and peer feedback.
Result:     Measurable outcome. Tie to team or company OKR where possible.
Impact:     Why this mattered beyond the immediate deliverable.

Rating levels (standard 5-point scale):

Review writing rules:

• Use specific examples, not adjectives. "She delivered X which increased Y by Z%" beats "She is a great communicator."
• Separate performance (what was achieved) from potential (growth trajectory).
• Address both strengths and development areas for every employee, regardless of rating.
• Write the development section as investment, not criticism: "To reach Staff, focus on..."

Run calibration sessions

Facilitator guide:

Opening (10 min):
  Share distribution data: rating counts by level, by team.
  State the goal: consistent standards, not forced curve.
  Ground rules: discuss evidence, not personal opinions.

Main calibration (90-120 min):
  Start with obvious cases: clear Exceptional and clear Does Not Meet.
  Focus time on the middle: Meets vs. Exceeds boundary is where most
  disagreements live.
  For each contested rating, ask:
    - "What specific evidence supports this rating?"
    - "Would someone at this level at [peer company] get the same rating?"
    - "Is this a level question or a project-quality question?"

Closing (20 min):
  Confirm final rating distribution.
  Flag anyone under-leveled or over-leveled (promotion or PIP triggers).
  Agree on messaging consistency for sensitive cases.

Red flags during calibration:

• "She's just not a culture fit" - not an evidence-based rating criterion
• Recency bias - one strong quarter overriding a weak three quarters
• Halo effect - strong in one area assumed to be strong in all areas
• Proximity bias - in-office employees rated higher than remote employees

Create career ladders

Engineering ladder example: See references/career-ladder-template.md for the full engineering ladder with IC1-IC7 levels.

Ladder design principles:

• Each level must be differentiable from the next with concrete examples
• Avoid level descriptions that are pure quantity ("does more of L4") - define quality shifts
• Include both "floor" (minimum bar to be at this level) and "ceiling" (upper bound before promotion)
• Run the draft past employees at each level and ask: "Does this describe you accurately?"

Design a PIP

PIP template:

Employee:          [Name], [Level], [Team]
Manager:           [Name]
HR Partner:        [Name]
PIP start date:    [Date]
PIP end date:      [Date, typically 60-90 days]
Review checkpoints: [Date 1 - 30 days], [Date 2 - 60 days], [Date 3 - end]

PERFORMANCE GAPS
Gap 1: [Specific, observable behavior or outcome gap]
  - Expected: [What the role requires at this level]
  - Observed: [What has been documented, with dates and examples]

Gap 2: ...

SUCCESS MILESTONES
Milestone 1 (Day 30): [Specific, measurable outcome]
Milestone 2 (Day 60): [Specific, measurable outcome]
Milestone 3 (Day 90): [Specific, measurable outcome - overall bar to exit PIP]

SUPPORT PROVIDED
- [Weekly 1:1 with manager, focused on PIP progress]
- [Access to training, mentor, or other resource]

CONSEQUENCES
If milestones are not met by [end date], employment may be terminated.

Signatures: Employee, Manager, HR Partner

PIP prerequisite checklist (must all be true before issuing):

• Performance gaps were documented in prior reviews or written feedback
• Verbal coaching was given with specific examples
• Employee had a reasonable opportunity to improve (not a one-month ramp)
• HR partner has reviewed and approved
• Legal has reviewed if there is any protected-class risk

Build a feedback culture

1:1 framework:

Suggested 1:1 structure (30-60 minutes weekly):

[5 min]  Employee agenda - what's top of mind for them this week?
[10 min] Project pulse - what's going well, what's blocked?
[10 min] Feedback exchange - one piece of coaching from manager;
         one piece of upward feedback from employee.
[5 min]  Career conversation (monthly rotation) - growth, goals, interests.
[5 min]  Action items and follow-ups from last week.

SBI feedback model (Situation-Behavior-Impact):

Situation:  "In yesterday's design review..."
Behavior:   "...you interrupted the junior engineers twice before they finished."
Impact:     "...which caused two of them to stop contributing for the rest of the meeting."

Follow with: "What was going on for you in that moment?"

SBI works for both constructive and positive feedback. Never deliver feedback as a personality judgment ("you are dismissive"). Always anchor to observable behavior.

Measure performance system health

System health metrics:

Survey your team annually: "Do you understand what it takes to be promoted?" A "yes" rate below 70% means your career ladder is failing.

Anti-patterns

Gotchas

1. OKR scoring is meaningless without a pre-agreed measurement method - Writing "increase user engagement" as a KR and then measuring it with a metric chosen at the end of the quarter is not scoring - it is post-hoc rationalization. Every KR must include the exact measurement method and data source at the time of writing, not retrospectively.
2. Calibration sessions without prior written justifications become seniority debates - When managers show up to calibration without pre-submitted written evidence for each rating, decisions are driven by whoever speaks most confidently or is most senior. Require written evidence packages to be submitted 5 business days before calibration. The session is to resolve disagreements, not to discover evidence.
3. PIPs issued without prior documented coaching are legally and ethically vulnerable - A PIP that is the first documented feedback an employee receives is both procedurally unfair and a legal liability in many jurisdictions. Before initiating a PIP, verify that prior coaching is documented in 1:1 notes, prior review cycles, or written feedback threads - not just verbal memory.
4. Career ladders with only "ceiling" descriptions create ambiguity about promotion timing - Many ladders describe what each level looks like at full performance but omit what "ready to promote" looks like vs. "solidly at level." Without a "promotion ready" description, managers make arbitrary timing decisions that appear inconsistent to employees. Add an explicit "signals of readiness to level up" section to each ladder rung.
5. Peer feedback collected without anonymization guarantees creates political feedback - If employees know (or suspect) they can identify who wrote each peer review, they write safe, positive feedback to protect relationships. Feedback volume goes up but signal quality collapses. Use aggregate summary reports shown to reviewees, not individual attributed quotes, unless your culture explicitly supports radical candor with attribution.

References

For detailed guidance on specific performance management topics, load the relevant file from references/:

• references/career-ladder-template.md - full engineering career ladder from IC1 to IC7, with level descriptions, scope, and promotion criteria

Only load a references file when the current task requires it.

Companion check

On first activation of this skill in a conversation: check which companion skills are installed by running ls ~/.claude/skills/ ~/.agent/skills/ ~/.agents/skills/.claude/skills/.agent/skills/.agents/skills/ 2>/dev/null. Compare the results against the recommended_skills field in this file's frontmatter. For any that are missing, mention them once and offer to install: `` npx skills add AbsolutelySkilled/AbsolutelySkilled --skill <name> ` Skip entirely if recommended_skills` is empty or all companions are already installed.