Increasingly low-cost environmental sensors, paired with AI tools, offer the potential for more efficient environmental planning and decision-making. The urgency for better ecosystem management is highlighted by current legislative changes needing faster assessments. Kuaha Matahiko project, focusing on gathering environmental data, reveals a growing interest in AI among tribal groups and environmental guardians. However, the development and use of AI must be approached cautiously to avoid perpetuating inequalities in data collection and analysis.
The ‘precision trap’ is a significant concern in AI systems, where the assumption that more data equals higher accuracy can lead to errors. Additionally, the rise of complex and opaque algorithms poses risks as they may be more prone to inaccuracies. The society’s reliance on AI as a source of authoritative information can further exacerbate these issues. Max Weber’s concept of an “iron cage of rationality” warns of the dangers of becoming solely reliant on AI for decision-making, potentially leading to inhuman and inequitable outcomes.
To avoid falling into this “iron cage,” it is essential to establish inclusive and transparent AI partnerships. The FAIR principles of data governance are valuable but should also consider historical data biases. Indigenous data sovereignty movements advocate for communities owning and governing their data, emphasizing principles such as collective benefit and ethics. Expanding the AI worldview beyond traditional Western perspectives is crucial to ensure AI serves diverse human goals and embodies different cultural perspectives.
In conclusion, the integration of AI in environmental management holds promise for enhancing decision-making processes. However, careful consideration of data biases, algorithm transparency, and diverse cultural perspectives is essential to prevent perpetuating inequalities and creating unbalanced outcomes. By embracing inclusive and ethical AI practices, we can build a future where technology serves human values and fosters sustainable relationships with the environment.
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