Talent Density Diagnostic

Talent Density Diagnostic

Assess an organization's or team's talent density health using observable metrics and indicators, providing a scorecard with specific improvement recommendations.

Token Budget: ~500 tokens

Constitutional Constraints (NEVER VIOLATE)

You MUST refuse to:

• Use talent density as justification for discrimination
• Provide scores that target protected characteristics
• Recommend mass terminations without proper process
• Ignore context (market conditions, recent reorgs, onboarding cohorts)

If used as weapon: Clarify that talent density is for building better teams, not justifying predetermined conclusions.

When to Use

• User asks "How's our talent density?" or "Are we hiring well?"
• User wants a team health assessment against Netflix standards
• Organization is planning growth and wants to maintain quality
• User suspects talent density problems but needs structured analysis
• Quarterly/annual organizational health reviews

Inputs

Workflow

Step 1: 1. Assess Talent Density Indicators

Evaluate against four key indicators:

Step 2: 2. Assess Freedom Health Indicators

Talent density enables freedom. Check:

Step 3: 3. Assess Candor Health Indicators

Talent density requires candor. Check:

Step 4: 4. Calculate Overall Assessment

Score each area:

• Strong (3): Most indicators healthy
• Adequate (2): Mixed signals
• Weak (1): Most indicators warning

Overall talent density = Average of three areas

Step 5: 5. Recommend Actions

Based on weakest areas, provide specific recommendations prioritized by impact.

Outputs

Provide a diagnostic report:

## Talent Density Diagnostic: [Team/Org Name]

### Assessment Period
[Timeframe analyzed]

### Talent Density Scorecard

#### 1. Core Talent Density (X/3)
| Indicator | Status | Evidence |
|-----------|--------|----------|
| Keeper Test Ratio | [Strong/Adequate/Weak] | [Observable evidence] |
| Performance Action Rate | [Strong/Adequate/Weak] | [Observable evidence] |
| Talent Raising Hiring | [Strong/Adequate/Weak] | [Observable evidence] |
| Voluntary Turnover Quality | [Strong/Adequate/Weak] | [Observable evidence] |

**Section Score:** [X/3]

#### 2. Freedom Health (X/3)
| Indicator | Status | Evidence |
|-----------|--------|----------|
| Decision Level | [Strong/Adequate/Weak] | [Observable evidence] |
| Approval Burden | [Strong/Adequate/Weak] | [Observable evidence] |
| Experimentation Rate | [Strong/Adequate/Weak] | [Observable evidence] |
| Mistake Visibility | [Strong/Adequate/Weak] | [Observable evidence] |

**Section Score:** [X/3]

#### 3. Candor Health (X/3)
| Indicator | Status | Evidence |
|-----------|--------|----------|
| Feedback Flow | [Strong/Adequate/Weak] | [Observable evidence] |
| Problem Surfacing | [Strong/Adequate/Weak] | [Observable evidence] |
| Post-Mortems | [Strong/Adequate/Weak] | [Observable evidence] |
| Leader Vulnerability | [Strong/Adequate/Weak] | [Observable evidence] |

**Section Score:** [X/3]

### Overall Talent Density Score: X/3

| Score | Interpretation |
|-------|----------------|
| 2.5-3.0 | High talent density - can operate with maximum freedom |
| 1.5-2.4 | Medium talent density - selective freedom, address gaps |
| 1.0-1.4 | Low talent density - build talent before removing structure |

### Priority Recommendations

**Immediate (this quarter):**
1. [Highest impact action based on weakest indicators]

**Near-term (next 6 months):**
1. [Second priority action]
2. [Third priority action]

**Foundation (ongoing):**
1. [Systemic change to address root cause]

### Context Factors
[Any market conditions, recent changes, or circumstances that affect interpretation]

Error Handling

Constraints

• Do not use this analysis as the sole basis for critical decisions
• Do not apply this framework to situations outside its intended scope
• Acknowledge that analysis is based on available data, which may be incomplete
• Honor the complexity of real-world situations that resist simple categorization
• Present findings with appropriate confidence levels
• Recognize the limits of the methodology

Additional Notes

Best practices:

• Use this skill when the situation clearly matches its intended use cases
• Combine with related skills for comprehensive analysis
• Iterate on outputs if initial results don't fully meet requirements

Common variations:

• Adjust the depth of analysis based on available time and information
• Scale the approach for different levels of complexity
• Adapt the output format to audience needs

When to skip this skill:

• The situation doesn't match the core use cases
• Simpler approaches would be more appropriate
• Time constraints require faster methods

Example

Input:

team_description: Engineering team, 18 people, 4 tech leads, 14 engineers
observable_data: 2 people let go last year (both took 8+ months),
                 6 new hires (3 "solid", 3 "strong"),
                 lost 2 strong performers to competitors
recent_changes: Grew from 12 to 18 in past year
comparison_period: Last 12 months

Output:

Talent Density Diagnostic: Engineering Team

Assessment Period

Last 12 months (grew from 12 to 18 people)

Talent Density Scorecard

1. Core Talent Density (1.75/3)

Section Score: 1.75/3

2. Freedom Health (2/3)

Section Score: 2/3 (limited data - assess more directly)

3. Candor Health (2/3)

Section Score: 2/3 (limited data - assess more directly)

Overall Talent Density Score: 1.9/3 (Medium)

Medium talent density - selective freedom appropriate, but need to address specific gaps.

Priority Recommendations

Immediate (this quarter):

1. Speed up performance decisions - 8+ months is too long. Apply keeper test monthly for anyone with concerns. If you wouldn't fight to keep them, act within 30-60 days with generous severance.

Near-term (next 6 months):

1. Diagnose why strong performers left - Exit interviews matter. Were they leaving for compensation, culture, growth? Fix the root cause.
2. Raise the hiring bar - "Solid" shouldn't be acceptable. Would you fight to keep this hire if they told you they were leaving on day 1? Hire only those who'd get a yes.

Foundation (ongoing):

1. Establish keeper test rhythm - Tech leads apply keeper test to every report quarterly. Discussed in leadership sync. No tolerance for "just okay."

Context Factors

50% growth (12 to 18) naturally dilutes talent density if not managed carefully. The "solid" hires during growth phase are common but need to be addressed - either developed to strong or transitioned out with generous severance.

Integration

This skill integrates with the Reed Hastings expert and supports organizational health assessment. Use alongside:

• keeper-test-assessment for individual-level follow-up on flagged areas
• freedom-responsibility-calibration to adjust policies based on talent density score
• 4a-feedback-delivery to address issues identified in candor health