In pursuit of the beneficial outcomes of entrepreneurship, governments and regional development organisations enact policies to stimulate entrepreneurial activity. A growing focus of policymakers in emerging and developed economies is the promotion of entrepreneurial ecosystems: the interconnected system of forces that generate and sustain regional entrepreneurship. Despite intense interest in entrepreneurial ecosystems, the topic is under-theorised. Studies draw attention to the positive effects of entrepreneurial ecosystems on the creation and functioning of early-stage ventures; however, the specific mechanisms through which ecosystems influence entrepreneurs are not clear. To address this issue, we build on dynamic capabilities theory to create a theoretical framework that identifies a set of forces through which
ChatGPT, a language-learning model chatbot, has garnered considerable attention for its ability to respond to users’ questions. Using data from 14 countries and 186 institutions, we compare ChatGPT and student performance for 28,085 questions from accounting assessments and textbook test banks. As of January 2023, ChatGPT provides correct answers for 56.5 percent of questions and partially correct answers for an additional 9.4 percent of questions. When considering point values for questions, students significantly outperform ChatGPT with a 76.7 percent average on assessments compared to 47.5 percent for ChatGPT if no partial credit is awarded and 56.5 percent if partial credit is awarded. Still, ChatGPT performs better than the student average for 15.8 percent of assessments when we include partial credit. We provide evidence of how ChatGPT performs on different question types, accounting topics, class levels, open/closed assessments, and test bank questions. We also discuss implications for accounting education and research.
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