What is business analysis for AI/ML projects?

Question

Accepted Answer

**AI/ML projects** — different requirements approach.

**Challenges:**
- Probabilistic outcomes.
- Data requirements.
- Model explainability.
- Ethical considerations.

**Requirements areas:**
- **Data** — quality, quantity, sources.
- **Model** — accuracy, latency, fairness.
- **Integration** — APIs, monitoring.
- **Ethics** — bias, transparency.

**Example:**
```
Project: Fraud detection

Data Requirements:
- Historical transactions: 1M records
- Features: 50+ attributes
- Label accuracy: 99%

Model Requirements:
- Precision: > 90%
- Recall: > 80%
- Latency: < 100ms

Ethics Requirements:
- Bias testing
- Explainability
```

**BA role:**
- Define success metrics.
- Data requirements.
- Ethical guidelines.

Business Analyst: What is business analysis for AI/ML projects?