Recent oil and gas exploration in Angola has led to concerns about environmental impacts on marine and coastal ecosystems. A multi-disciplinary approach will be employed using remote sensing, hydrological surveys, and biological sampling to monitor environmental conditions before and after oil extraction activities have commenced. Initial data suggest a decline of up to 30% in fish populations in areas adjacent to active drilling sites compared to pre-extraction levels. Sediment analysis reveals higher concentrations of heavy metals in coastal sediments near extraction facilities, with an uncertainty range of ±5%. Oil and gas extraction significantly alters marine ecosystems in Angola, necessitating immediate conservation efforts. Implement stricter environmental regulations to mitigate ecological damage and engage local communities in sustainable resource management practices. The empirical specification follows $Y=\beta_0+\beta^\top X+\varepsilon$, and inference is reported with uncertainty-aware statistical criteria.