# Ethical Analysis Examples
## AI Implementation Ethics
### Facial Recognition in Public Spaces
```json
{
"prompt": "Implementing facial recognition in public spaces",
"parameters": {
"framework": "rights",
"findings": [
"Enhances security and crime prevention",
"Enables finding missing persons quickly",
"Provides data for urban planning",
"Automates access control"
],
"risks": [
"Privacy violations without consent",
"Potential for surveillance state",
"Bias in recognition algorithms",
"Data breach vulnerability",
"Chilling effect on freedom of movement"
],
"mitigations": [
"Require explicit consent and opt-out options",
"Regular algorithm audits for bias",
"Strict data retention limits",
"Transparent usage policies",
"Independent oversight committee",
"Encrypt all biometric data"
]
}
}
```
## Healthcare Ethics
### Patient Data Sharing
```json
{
"prompt": "Sharing patient data for medical research",
"parameters": {
"framework": "utilitarian",
"findings": [
"Accelerates medical research",
"Improves treatment outcomes",
"Enables early disease detection",
"Reduces healthcare costs"
],
"risks": [
"Patient privacy breach",
"Insurance discrimination",
"Unauthorized commercial use",
"Re-identification risk"
],
"mitigations": [
"Strong de-identification protocols",
"Patient consent management system",
"Research ethics board approval",
"Data use agreements",
"Regular privacy impact assessments"
]
}
}
```
## Environmental Ethics
### Carbon Offset Programs
```json
{
"prompt": "Corporate carbon offset purchasing programs",
"parameters": {
"framework": "fairness",
"findings": [
"Funds renewable energy projects",
"Supports reforestation efforts",
"Creates market incentives for sustainability"
],
"risks": [
"Greenwashing without real reduction",
"Displacement of local communities",
"Double counting of credits",
"Quality verification challenges"
],
"mitigations": [
"Third-party verification standards",
"Focus on reduction before offsetting",
"Community benefit sharing",
"Transparent reporting",
"Regular audit cycles"
]
}
}
```
## Workplace Ethics
### Employee Monitoring Software
```json
{
"prompt": "Implementing employee productivity monitoring",
"parameters": {
"framework": "compliance",
"findings": [
"Improves productivity metrics",
"Ensures security compliance",
"Enables remote work verification"
],
"risks": [
"Employee privacy invasion",
"Decreased morale and trust",
"Legal compliance issues",
"Potential for misuse"
],
"mitigations": [
"Clear monitoring policies",
"Employee consent and notification",
"Limited scope to work activities",
"Regular policy reviews",
"Employee feedback mechanisms"
]
}
}
```