Table 5

Subjective and theoretical contributions to the notion of meaningful work in human-AI environments

Subjective contributionEmpirical results (from ideal types)Key-literatureTheoretical contribution
Autonomy as boundedIdeal Type [1]: the Efficiency-Seeking employees impose boundaries on AI use to safeguard autonomy; AI is valued but kept subordinateRaisch and Fomina (2024), Yeoman (2014), Laaser and Karlsson (2021) Extends Laaser and Karlsson’s framework by showing that autonomy is actively curated through cognitive containment
Recognition and interpersonal relationshipsIdeal Type [2]: the Pragmatic Integrator employees appreciate AI assistance but fear loss of peer interaction and interpersonal validationBailey et al. (2019), Laaser and Karlsson (2021), O’Neill et al. (2020), Faulconbridge et al. (2025) Reveals a paradox of meaningfulness where AI-enabled efficiency may erode dignity rooted in social recognition
AI as co-creator in value constructionIdeal Type [3]: the Collaborative Optimiser employees see AI as a partner; AI helps shape professional judgement and recognitionOrlikowski and Scott (2008), Baptista et al. (2020), Laaser and Karlsson (2021) Challenges the mediator role of AI by showing it participates in value and expertise recognition
Algorithmic mediation and new paradox of meaningfulnessIdeal Type [3]: Despite high agency perception, system design and prompting shape decisions and recognitionBailey et al. (2019), Laaser and Karlsson (2021), Raisch and Fomina (2024) Suggest the emergence of a new paradox: perceived autonomy coexists with algorithmic constraint—meaningfulness is co-authored yet asymmetrically shaped
Prompting as hybrid cognitive-relational labourIdeal Type [3]: Prompting becomes a dynamic process involving knowledge articulation, delegation, and identity shiftsAdam et al. (2024), Brown (2015), Orlikowski and Scott (2008) Expand on the notion of prompting as labour involving epistemic, metacognitive, and identity dimensions—reframing how expertise is enacted
Source(s): Authors’ own work

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