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AI deployment needs workers inputs

“Artificial intelligence will augment human intelligence, not replace it. The true potential of AI lies in its ability to amplify human crea...

“Artificial intelligence will augment human intelligence, not replace it. The true potential of AI lies in its ability to amplify human creativity and ingenuity.” - Ginni Rometty, Former CEO of IBM

Avoid workers, lose knowledge!

Companies end up building inferior AI systems by excluding worker input from deployment. AI models trained purely on theoretical concepts miss the vital tacit knowledge, exception handling, and adaptive strategies that make operations actually work. This operational gap creates serious labor relations problems that reflect poorly on deployment reality and hinder successful deployment.

Unions shift to proactive engagement

Worker voices remain conspicuously absent in most deployments, yet unions are actively reversing decades of decline, resurging to face AI’s economic and technological disruption. Instead of waiting to oppose change, unions must mobilise and constructively position themselves. Reactive defense risks ceding responsibility to algorithms and perpetuating damaging conflicts rather than reform.

Lessons from European partnership

European examples illustrate how strong co-determination rights breed essential trust. Germany’s IG Metall, representing two million manufacturing workers, has made AI training central to its strategy and proposes digitalised alternative strategies. Furthermore, Denmark has union-negotiated AI agreements rooted in transparency and collective bargaining requirements.

Cultivating trust and transparency

The article implies a need for serious investment in building AI expertise for union officials and establishing research capabilities and academic partnerships. This ensures worker leaders are equipped with the skills needed to understand, govern, and audit AI systems. They must move past vague rhetoric about automation and focus instead on facts and practical skills.

Grounded AI systems for growth

Training union leaders on AI concepts transforms them from opponents into informed partners. When AI development is built upon operative reality, it leads to better labor relations, superior AI systems, and competitive advantage through genuine workforce engagement. This commitment differentiates trust-based organizations from those building inferior, insecure systems.

Summary

To successfully deploy AI, companies must embed worker input to leverage vital tacit knowledge and avoid labor-relations failures. European unions demonstrate effective, proactive strategies, emphasizing training, transparency, and collective agreements to ensure AI systems are grounded in operational reality and built on trust.

Food for thought

If AI systems consistently fail to capture worker expertise, are companies inadvertently ceding their most valuable knowledge to their competitors?

AI concept to learn: Tacit knowledge

Tacit knowledge refers to the unarticulated, experience-based know-how, insights, and skills that workers gain through practice and intuition, making it difficult to formalise or write down. AI models often struggle to capture this knowledge, which includes the subtle ability to handle exceptions and apply adaptive strategies in real-world operational environments.

Workers in AI

[The Billion Hopes Research Team shares the latest AI updates for learning and awareness. Various sources are used. All copyrights acknowledged. This is not a professional, financial, personal or medical advice. Please consult domain experts before making decisions. Feedback welcome!]

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