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有効求人倍率、民族紛争、そしてAI:複雑に絡み合う社会問題」の英語長文問題

以下の英文を読み、設問に答えなさい。

The interplay between a nation's effective job-to-applicant ratio, the prevalence of ethnic conflicts, and the burgeoning field of artificial intelligence (AI) presents a complex web of interconnected challenges. A high job-to-applicant ratio, often considered a positive economic indicator, can mask underlying societal tensions. For instance, while a low unemployment rate might suggest prosperity, it could simultaneously exacerbate existing ethnic divisions if certain groups disproportionately benefit from economic growth, fueling resentment and potentially sparking conflict. Conversely, periods of economic hardship and high unemployment, reflected in a low job-to-applicant ratio, can also serve as a breeding ground for ethnic tensions. Competition for scarce resources, be it jobs, land, or basic necessities, can intensify pre-existing prejudices and lead to violent clashes. The resulting instability further undermines economic progress, creating a vicious cycle. The rise of AI introduces another layer of complexity to this already intricate equation. On the one hand, AI-driven automation promises to boost productivity and economic growth, potentially easing unemployment pressures and mitigating some drivers of conflict. However, the very same automation could also displace workers in certain sectors, disproportionately affecting specific demographics and potentially exacerbating existing inequalities. This, in turn, could fuel further social unrest. Furthermore, the use of AI in surveillance and law enforcement raises significant ethical concerns, especially in contexts marked by ethnic tensions. If AI systems are trained on biased data, they could perpetuate and even amplify discriminatory practices, leading to increased marginalization and further exacerbating conflict. The potential for algorithmic bias to fuel existing societal divides presents a substantial challenge to achieving fair and equitable outcomes. Therefore, addressing the multifaceted relationship between effective job-to-applicant ratio, ethnic conflict, and AI requires a holistic approach. Strategies should focus not only on economic growth but also on promoting social inclusion, addressing structural inequalities, and ensuring the responsible development and deployment of AI technologies. Only through a comprehensive understanding of these complex interactions can societies effectively navigate the challenges and harness the opportunities presented by this evolving landscape.

1. According to the passage, how can a high job-to-applicant ratio contribute to ethnic conflict?

2. What is a potential negative consequence of AI automation, as discussed in the passage?

3. What is the author's primary recommendation for addressing the complex issues discussed in the passage?

4. The passage suggests that biased AI systems can worsen ethnic conflict by: