مشخصات مقاله | |
انتشار | مقاله سال 2018 |
تعداد صفحات مقاله انگلیسی | 50 صفحه |
هزینه | دانلود مقاله انگلیسی رایگان میباشد. |
منتشر شده در | نشریه الزویر |
نوع مقاله | ISI |
عنوان انگلیسی مقاله | Business analytics for strategic management: Identifying and assessing corporate challenges via topic modeling |
ترجمه عنوان مقاله | آنالیز کسب و کار برای مدیریت استراتژیک: شناسایی و ارزیابی چالش های شرکت از طریق مدل سازی موضوع |
فرمت مقاله انگلیسی | |
رشته های مرتبط | مدیریت |
گرایش های مرتبط | مدیریت استراتژیک، مدیریت کسب و کار، مدیریت عملکرد |
مجله | اطلاعات و مدیریت – Information and Management |
دانشگاه | Chair for Information Systems Research – University of Freiburg – Germany |
کلمات کلیدی | تحلیل کسب و کار؛ استخراج متن؛ عملکرد شرکت؛ مدل سازی موضوع؛ تخصیص Dirichlet پنهان؛ مدیریت استراتژیک |
کلمات کلیدی انگلیسی | Business analytics; Text mining; Firm performance; Topic modeling; Latent Dirichlet Allocation; Strategic management |
کد محصول | E7807 |
وضعیت ترجمه مقاله | ترجمه آماده این مقاله موجود نمیباشد. میتوانید از طریق دکمه پایین سفارش دهید. |
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1. Introduction
A firm’s strategy undergoes regular updates, whereby the understanding of firm internals or its environment changes. In this sense, strategic management consists of analyses, decisions, and actions undertaken by organizations to create or sustain a competitive advantage [1]. Strategies are assumed to be responsive and not static, as they include a feedback loop to monitor progress and adapt subsequent planning to it [2]. For this reason, it is key to have accurate knowledge of what occurs in both the internal environment and the external environment. To facilitate the task of strategic analysis, academics and practitioners have devised a variety of management tools [3, 4], each with a different objective [1]. We list a few illustrative examples. In terms of an external perspective, the PESTLE framework performs a macroanalysis of political, economic, social, technological, legal, and environmental factors. Analogously, the growth-share matrix facilitates resource allocation by visualizing products or business units in terms of market shares and growth rates. As an internal analysis, the balanced scorecard provides a semistructured report tracking the progress with which activities are executed. Both the internal view and the external view are taken into account by SWOT analysis to identify current and future performance. Accordingly, it derives key factors for accomplishing a strategic goal, grouped by strengths, weaknesses, opportunities, and threats. Since in this work we are interested in a holistic assessment involving both internal and external factors, we later delve into the ideas of SWOT analysis and draw on dimensions related to both risk and performance outlook. |