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Intelligent Bilingual Economic Dictionary System: NLP-Enhanced Translation and Conceptual Mapping for English-Uzbek Economic Terminology

Nodira MansurovaDepartment of teaching foreign languages, Tashkent State University of Economics, Tashkent, UzbekistanUmida YuldoshovaDepartment of teaching foreign languages, Tashkent State University of Economics, Tashkent, UzbekistanTursunoy ErgashevaDepartment of teaching foreign languages, Tashkent State University of Economics, Tashkent, UzbekistanDilorom ZakirovaDepartment of teaching foreign languages, Tashkent State University of Economics, Tashkent, UzbekistanKamola A. ShadmanbekovaDepartment of teaching foreign languages, Tashkent State University of Economics, Tashkent, UzbekistanGulnora KulaxmedovaDepartment of teaching foreign languages, Tashkent State University of Economics, Tashkent, Uzbekistan
2025
ABI

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For a long time, a common assumption among small and medium-sized enterprises was that the budget management problem would be solved when a firm's revenue growth rate reaches stability. Advancing digital technologies and intelligent financial tools and data-driven analytics at organizational level are significant transformations in contemporary business society. The aim of this study was to describe and explore managers’ perceptions of their current level of budget control in SMEs and identify distinct clusters’ financial practices. Data were collected via surveys from 312 SMEs in Uzbekistan and 187 SMEs in Indonesia using an instrument covering two subdimensions: effectiveness in fostering transparency in budgeting, and supporting flexibility in financial planning. A mixed-methods methodology was used to develop a framework on what constitutes intelligent budget management for SMEs among practitioners, including managers and their staff, as well as systems and processes. Three significantly differing clusters of enterprises were identified, and a significant association between type of current budget control and their self- reported effectiveness in financial decision-making was found. There were also remarkable differences in managerial attitudes in supporting employees’ participation in budget processes. The resulting model allows for any enterprise to be evaluated for the sophistication of budget management identifying how adaptive it is. The findings should incorporate regression and SEM into the evaluation and strengthen understanding of financial practices.

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