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Article History

Received: 29 September 2025

Accepted: 27 April 2026

First Online: 17 May 2026

Declarations

:

: The study was approved by the Research Ethics Committee of UPES, Dehradun, and all procedures were conducted in accordance with relevant guidelines and regulations. A survey-based study targeting remote personnel from various fields, including IT, Education, Finance, Healthcare, and Marketing, is being conducted to gather quantitative data on AI-driven environments in remote settings. The participants had at least six months of experience, and their participation was entirely voluntary. The respondents were informed of the research purpose before data collection. No sensitive or personally identifiable information was requested. Informed consent was obtained from all participants prior to the survey, and respondents were assured of confidentiality and anonymity throughout the study. This manuscript is not submitted to any other journal, and thus all authors are included in the manuscript.

: No external agencies involved during the research process.

: The authors declare no competing interests.