Occupational health analyzer

Occupational Health Analysis Skill

Core Functions

The occupational-health analysis skill provides comprehensive analysis of occupational-health data, helping users track work-related health issues, identify occupational-health risks, assess the ergonomic level of the work environment, and optimize occupational health.

Main function modules:

1. Occupational-health risk assessment - multi-dimensional risk assessment of prolonged sitting, video display terminals (VDT), shift work, repetitive strain, and work stress
2. Work-related symptom tracking - monitoring of neck/shoulder/back/leg pain, eye strain, carpal tunnel syndrome, etc.
3. Ergonomic assessment - all-around assessment of workstation, chair, monitor, keyboard, environment, etc.
4. Occupational-disease screening - occupational-disease risk assessment and screening advice based on job type
5. Trend analysis - symptom progression, improvement effect, risk-change trends
6. Correlation analysis - correlation with sleep, exercise, mental-health, and chronic-disease modules
7. Personalized advice - work posture, break reminders, equipment suggestions, environment optimization
8. Early-warning system - high-risk patterns, symptom worsening, occupational-disease risk warnings

Triggers

The skill triggers automatically in the following cases:

1. The user runs /work trend to view occupational-health trends
2. The user runs /work status to view overall health status
3. The user runs /work recommend to get improvement suggestions
4. The user runs /work assess for a comprehensive assessment
5. The user runs /work issue (analysis after recording an issue)
6. The user runs /work ergonomic (analysis after an ergonomic assessment)

Medical Safety Boundaries

What this skill must NOT do:

• ❌ Does not diagnose occupational diseases
• ❌ Does not issue occupational-disease diagnostic certificates
• ❌ Does not replace workplace health surveillance
• ❌ Does not predict disease progression
• ❌ Does not handle acute health crises

What this skill CAN do:

• ✅ Occupational-health risk assessment and screening
• ✅ Work-related symptom identification and tracking
• ✅ Ergonomic assessment and improvement suggestions
• ✅ Occupational-disease risk warnings
• ✅ Work-environment improvement suggestions
• ✅ Keep health records (for reference when seeking care)
• ✅ Correlation analysis with other health data

Execution Steps

Step 1: Read data

Read the occupational-health data file:

• data-example/occupational-health-tracker.json - main occupational-health profile

Data validation:

• Check whether the file exists
• Validate the integrity of the data structure
• Confirm there are enough data points to analyze

Step 2: Occupational-health risk assessment

Sedentary Risk Score

Scoring dimensions (each 0-10 points):

1. Daily sedentary time (sedentary_time_daily)

   • 8 hours: 10 points

   • 6-8 hours: 7 points
   • 4-6 hours: 4 points
   • <4 hours: 1 point

2. Break frequency (break_frequency)

   • No breaks: 10 points
   • Every 3+ hours: 8 points
   • Every 2 hours: 5 points
   • Every hour: 2 points

3. Weekly exercise minutes (weekly_exercise_minutes)

   • 0 minutes: 10 points
   • <60 minutes: 7 points
   • 60-150 minutes: 4 points

   • 150 minutes: 1 point

4. Existing symptoms (existing_symptoms_severity)

   • Severe symptoms: 10 points
   • Moderate symptoms: 7 points
   • Mild symptoms: 4 points
   • No symptoms: 1 point

Total calculation:

Total = sedentary time + break frequency + exercise minutes + existing symptoms
Range: 4-40 points

Risk-level determination:

• Low risk: 4-13 points
• Medium risk: 14-26 points
• High risk: 27-40 points

VDT Risk Score (video display terminal)

Scoring dimensions (each 0-10 points):

1. Daily screen time (screen_time_daily)

   • 8 hours: 10 points

   • 6-8 hours: 7 points
   • 4-6 hours: 4 points
   • <4 hours: 1 point

2. 20-20-20 rule compliance (rule_20_20_20_compliance)

   • Never: 10 points
   • Occasionally: 6 points
   • Often: 3 points
   • Always: 1 point

3. Lighting quality (lighting_quality)

   • Very poor: 10 points
   • Poor: 7 points
   • Fair: 4 points
   • Good: 1 point

4. Eye symptoms (eye_symptoms_severity)

   • Severe: 10 points
   • Moderate: 7 points
   • Mild: 4 points
   • None: 1 point

Total calculation and risk-level determination are the same as the sedentary risk score

Overall risk assessment

Overall risk-level calculation:

Overall risk score = max(sedentary, VDT, shift-work, strain, stress risks)

If there are multiple high-risk factors (≥27 points), raise the overall risk level by one
If there are 3 or more medium-risk factors (14-26 points), raise the overall risk level by one

Step 3: Ergonomic assessment

Assessment dimensions and scoring

Chair assessment (0-20 points):

- Adjustability (0-5)
- Lumbar support (0-5)
- Seat depth (0-5)
- Armrests (0-5)

Monitor assessment (0-20 points):

- Height (0-7)
- Distance (0-7)
- Angle (0-6)

Keyboard and mouse assessment (0-20 points):

- Keyboard position (0-5)
- Mouse position (0-5)
- Wrist support (0-10)

Desk assessment (0-20 points):

- Height (0-10)
- Space (0-10)

Environment assessment (0-20 points):

- Lighting (0-7)
- Noise (0-7)
- Temperature (0-6)

Total calculation:

Total = chair + monitor + keyboard/mouse + desk + environment
Range: 0-100 points

Rating:
- Excellent: 0-20 points
- Good: 21-40 points
- Fair: 41-60 points
- Poor: 61-80 points
- Bad: 81-100 points

Step 4: Occupational-disease screening

Job-type-based screening recommendations

Office work:

Required screening:
- Vision test (once a year)
- Musculoskeletal assessment (once a year)

Manual labor:

Required screening:
- Musculoskeletal assessment (once a year)
- Lung-function test (once a year in dusty environments)

Shift work:

Required screening:
- Sleep-quality assessment (every 6 months)
- Mental-health screening (once a year)

Noisy-environment work:

Required screening:
- Hearing test (once a year)

Dust/chemical-environment work:

Required screening:
- Lung-function test (once a year)
- Skin-disease screening (once a year)

Step 5: Correlation analysis

Sleep–occupational-health correlation

• Correlation between shift work and sleep quality
• Relationship between lack of sleep and work-related symptoms

Exercise–occupational-health correlation

• Relationship between sedentary work and exercise volume
• Relationship between exercise and musculoskeletal symptoms

Mental-health–occupational-health correlation

• Relationship between work stress and mental state
• Association between occupational-health issues and psychological symptoms

Step 6: Generate report

The output includes:

• Occupational-health status summary
• Risk-assessment results and trends
• Work-related symptom analysis
• Ergonomic-assessment results
• Occupational-disease screening advice
• Correlation analysis with other health factors
• Warning information (if applicable)
• Personalized recommendations and action plan

Output Format

Occupational-health analysis report structure

# Occupational Health Analysis Report

**Report date**: YYYY-MM-DD
**Analysis period**: YYYY-MM-DD to YYYY-MM-DD
**Data completeness**: Good

⚠️ **Important note**: This report is for reference only and does not constitute an occupational-disease diagnosis.

---

## 1. Occupational-health status summary

[Overall rating: excellent/good/fair/needs improvement/high risk]
- Overall risk level: [low/medium/high]
- Occupational-health score: X/100
- Ergonomic score: X/100
- Active issues: X
- Overall trend: improving/stable/worsening

## 2. Risk-assessment results

### Sedentary risk assessment
**Risk level**: 🟢 Low | 🟡 Medium | 🔴 High
**Risk score**: X/40

**Suggestions**: [specific suggestions]

### VDT risk assessment
**Risk level**: 🟢 Low | 🟡 Medium | 🔴 High
**Risk score**: X/40

**Suggestions**: [specific suggestions]

## 3. Work-related symptom analysis

### Current active issues
- [issue 1]: severity, frequency, duration
- [issue 2]: severity, frequency, duration

### Symptom trends
- Improving issues
- Stable issues
- Worsening issues ⚠️

## 4. Ergonomic assessment

**Ergonomic score**: X/100
**Rating**: excellent/good/fair/poor/bad

### Improvement suggestions
- High-priority suggestions
- Medium-priority suggestions
- Low-priority suggestions

## 5. Occupational-disease screening

### Recommended screening
- [screening item 1] - suggested time
- [screening item 2] - suggested time

## 6. Comprehensive recommendations

### Immediate actions
- [action]

### This week's action plan
- [action 1]
- [action 2]

### Preventive measures
- [list of preventive measures]

---

**Report generated**: YYYY-MM-DD HH:MM:SS
⚠️ **Disclaimer**: This report is for reference only and does not constitute an occupational-disease diagnosis or treatment advice.

Error Handling

Data file not found

Error: occupational-health data file not found
Suggestion: first use the /work assess command to create data

Insufficient data

Warning: not enough data for trend analysis
Suggestion: at least 3 assessment records are needed

High-risk warning

🔴 High occupational-disease risk warning

The following high-risk factors were detected:
- [list high-risk factors]

Recommended actions:
1. Seek care immediately for an occupational-disease evaluation
2. Consult an occupational-medicine specialist
3. Consider work adjustments

Data-source Notes

Primary data source:

• data-example/occupational-health-tracker.json - main occupational-health data

Related data sources:

• data-example/sleep-tracker.json - sleep data
• data-example/fitness-tracker.json - exercise data
• data-example/mental-health-tracker.json - mental-health data

---

Skill version: v1.0.0 Last updated: 2025-01-08 Maintainer: MedClawMini