> For the complete documentation index, see [llms.txt](https://cosmos-ai.gitbook.io/cosmosai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://cosmos-ai.gitbook.io/cosmosai/getting-started/publish-your-docs-3.md).

# Challenges and Mitigation

### Data Complexity

* **Challenge**: NASA datasets are vast and varied, requiring significant preprocessing.
* **Mitigation**: Implement automated data cleaning pipelines and dimensionality reduction techniques to streamline analysis.

### Correlation vs. Causation

* **Challenge**: Establishing causative relationships between space phenomena and market behavior.
* **Mitigation**: Employ rigorous statistical testing and sensitivity analysis to validate findings.

### Model Reliability

* **Challenge**: Ensuring predictive models generalize well to unseen data.
* **Mitigation**: Use ensemble methods and robust cross-validation techniques.