Effective language partnership is pivotal for successful second language acquisition, especially in Arabic for non-native speakers, where authentic cultural and communicative interaction is paramount. However, the systematic assessment of language partners' training needs often lacks validated psychometric tools. This study addresses this critical gap by developing and validating a standardized scale to precisely identify the training needs of language partners in Arabic as a Foreign Language (AFL) program within the Sultanate of Oman. Employing a rigorous quantitative, descriptive-analytical approach, data were collected from 110 language partners across various Omani educational institutions. Extensive psychometric evaluations, including Exploratory Factor Analysis (EFA), Kaiser–Meyer–Olkin (KMO) and Kolmogorov–Smirnov tests, and Cronbach's Alpha reliability analysis, were conducted. The findings by using Principal Component Analysis reveal a robust three-dimensional structure of training needs: linguistic, cultural, and communicative. These dimensions collectively account for 68.608% of the total variance, demonstrating high internal consistency with Cronbach's Alpha coefficients ranging from 0.913 to 0.939. This newly validated scale offers a crucial diagnostic tool for educational institutions to design targeted professional development programs, enhance curriculum effectiveness, and optimize the quality of human-led language learning experiences. The implications extend significantly to applied humanities and educational studies by providing a rigorous instrument for research into language partner pedagogy, intercultural competence development, and fostering improved language acquisition outcomes in a globalized educational landscape.
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