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    AI-Powered Predictive Analytics in Marketing: Trends, Challenges, and Future Directions

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    This article examines the significant role of artificial intelligence (AI) in transforming marketing strategies, highlighting its ability to enhance decision-making and consumer engagement through the extraction of valuable insights from complex datasets, thereby reducing uncertainty and improving precision in marketing efforts. It discusses the shift from predictive to prescriptive analytics, enabling brands to implement optimal marketing actions based on real-time data. The article also notes the expansion of AI marketing into various industries beyond e-commerce, such as healthcare and manufacturing, showcasing its versatility. To address cost and resource barriers, businesses are encouraged to adopt AI incrementally, starting with simpler applications before progressing to more complex solutions. Furthermore, the importance of training and partnerships to bridge the skills gap in the workforce is emphasized, alongside the necessity for ethical considerations regarding algorithmic bias and data usage. Overall, the article provides a comprehensive overview of how AI is reshaping marketing practices while advocating for responsible deployment.

    The Analysis of English Classroom Test in Senior High School

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    Teaching and testing have been two crucial elements in education. They are complementary and mutually influential. As a part of senior high school English teaching, English language testing has been important in gauging students’ competence. Scientific and reliable classroom teaching tests and assessments can effectively help teachers achieve objectives, change pedagogical approaches, and continuously innovate their methods. Through the use of questionnaires and data gathered from 40 English teachers from senior high school, this paper found that there are still many problems in the senior high school English classroom tests, which are mainly manifested by arbitrary test planning, lack of logic and stratification in questions proposal as well as insufficient research on the washback. The reasons for this situation are mainly due to factors like teachers’ scant understanding of the educational function of classroom tests, the irrationality of the existing evaluation mechanism and inadequate knowledge of students. practical suggestions are made in this regard in order to maximize the value of English classroom assessments zzand facilitate a productive English teaching and learning environment in the future

    A Quantitative Study of Artificial Intelligence in Foreign Language Talent Cultivation

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    The integration of artificial intelligence (AI) in foreign language education is reshaping traditional pedagogical models, offering new opportunities for personalized learning, adaptive assessments, and data-driven instructional strategies. This paper explores the impact of AI on foreign language talent cultivation through quantitative analysis of AI-assisted teaching methods and their effects on learner outcomes. By employing a large-scale survey and experimental design, the study evaluates how AI tools—such as intelligent tutoring systems, machine learning-based assessment models, and natural language processing tools—affect students’ language acquisition, engagement, and motivation. Results demonstrate that AI-enhanced learning models significantly improve vocabulary retention, speaking fluency, and overall learner satisfaction compared to traditional methods. This paper proposes a framework for AI-driven foreign language talent cultivation, emphasizing teacher training, curriculum redesign, and AI-supported learning environments

    A Study on the Application and Effectiveness of Interactive Language Teaching in College English Classrooms

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    With the acceleration of globalization and the deepening of China's opening up to the outside world, the importance of English as an international common language is becoming more and more prominent. As an important part of higher education, the teaching quality of university English is directly related to the cultivation of students' English application ability. However, the traditional teaching mode of university English is often teacher-centered, focusing on the transmission of language knowledge and neglecting the cultivation of students' language application ability and independent learning ability. Therefore, it is particularly important to explore a more efficient and interactive teaching mode. This study aims to explore the application of interactive language teaching and its effects in college English classrooms, with a view to providing reference for the reform of college English teaching

    Constructing Cultural Identity through International Collaboration in Ethnic Music Education within Multicultural Contexts

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    In the context of globalization, cultural identity has become a crucial aspect of education, especially in ethnic music education, which functions as a medium for transmitting cultural heritage. Ethnic music education focuses on traditional music forms specific to cultural groups and plays an essential role in shaping and expressing cultural identities. In multicultural settings, where various cultural groups coexist, ethnic music education serves as an important tool for preserving cultural traditions and fostering intercultural dialogue and mutual respect. A significant trend in ethnic music education today is international collaboration, which enables educators and students to explore diverse musical traditions. This exchange not only enriches musical knowledge but also helps individuals understand the construction and representation of cultural identities through music. However, while international collaboration has great potential, its effectiveness in shaping cultural identity remains complex. It can enhance the understanding of one’s cultural heritage and foster appreciation for other cultures. At the same time, it may create tensions when traditional practices confront globalized or Westernized ideals

    An Analysis of Symbiotic Relationship Between Pi and Richard Parker in Life of Pi from the Perspective of Ecocriticism

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    This thesis uses ecocriticism theory to deeply analyze Yann Martel’s Life of Pi. It explains Pi’s fear and early adaptation when they first met, the growth of interdependence over time, until the symbiotic relationship matures and stabilizes. It reveals the interdependent nature of man and nature, the importance of nature’s spiritual comfort to human beings and the importance of following the laws of nature to achieve harmonious coexistence. Through the interaction between the two, anti-anthropocentrism is demonstrated, criticizing human arrogance towards nature. Combined with the current ecological crisis, this thesis emphasizes the reference to symbiotic wisdom, explores the path of harmonious coexistence between humans and nature from multiple levels, and provides thinking for solving the current ecological dilemma

    “Boundary Situations” and Self-Transcendence: Elderly Narratives in Winter Journal

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    This study focuses on the elderly narrative in Winter Journal by Paul Auster, integrating literary gerontology with the “Third Age—Fourth Age” theory to analyze how the author employs the second-person perspective to depict the multiple dimensions of aging, illness, and death. The paper first examines Auster’s recollection of his living environments and bodily perceptions, highlighting how his interwoven writing of personal memory and socio-historical context endows individual experience with both immediacy and public significance. Subsequently, through an analysis of textual details such as panic attacks and the loss of loved ones, this study elucidates the tension between the decline of bodily functions and the preservation of dignity, underscoring the individual’s persistent pursuit of life’s meaning within boundary situations. Finally, the research argues that Winter Journal not only provides an immersive narrative of elderly memory but also integrates existentialist reflection and sociocultural critique into the memoir tradition, offering multiple insights into how aging individuals resist the encroachments of time and death through narration. Auster’s examination of the “Third Age” and “Fourth Age” further reveals that, despite the dual challenges of physical and psychological deterioration, elderly individuals can still achieve a form of transcendence through language and recollection

    Preparation Methods and Performance Comparison of Common Polymer Films

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    As a crucial component in modern material science and engineering, polymer films are widely applied in various fields such as electronic devices, packaging materials, optical elements, and biomedical products due to their excellent physical, chemical, and mechanical properties. There are numerous preparation methods for polymer films, among which solution casting, spin coating, and hot pressing are the most common. Each method, due to its unique process characteristics and applicable scope, produces films with different properties in terms of thickness uniformity, mechanical strength, optical transparency, and thermal stability. Solution casting is simple and cost-effective, making it suitable for laboratory preparation and large-size film production. Spin coating is widely used in the fabrication of electronic and optical films due to its precise control over film thickness and uniformity. Hot pressing is suitable for rapid film formation of thermoplastic polymers but requires high thermal stability of materials. Different preparation methods significantly influence the structure and properties of the films. Therefore, a systematic performance comparison of these methods is of great significance for guiding rational material selection and process optimization of polymer films. This paper focuses on the common preparation techniques of polymer films, analyzing and comparing them based on their processes and performance indicators, aiming to provide theoretical support and technical reference for the application development and performance improvement of polymer films

    Research on Innovative Teaching Models for Advanced Mathematics Integrating STEM Education Concepts and Mathematical Modeling Ideas

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    This paper addresses the issues of abstract content and dry teaching methods in higher mathematics that are disconnected from practical application by proposing an innovative teaching model that integrates STEM education concepts with mathematical modeling ideas. This model redesigns the teaching content and process through interdisciplinary integration and innovative practice, emphasizing the enhancement of student agency and practical abilities. Implementation strategies include developing case-driven teaching modules, adopting project-based learning, and introducing computer-assisted tools. The systematically constructed teaching model can effectively improve students' enthusiasm for learning, autonomy, and their ability to apply and innovate in mathematics. This model provides a new direction for scientific and systematic reform in higher mathematics education

    Animal Images in 20th Century American Fantasy

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    The artistic image in the novel is not only the carrier of the writer’s narrative activities, but also the most vivid literary element in the story text. In American fantasy in the 20th century, writers not only created a large number of human characters with distinctive personalities, but also created many animal images full of spirituality and vitality. While absorbing nutrients from myths, legends and folk tales, they also endowed the various animals in the novel with unique psychological and emotional characteristics of humans, thereby creating a new depiction of anthropomorphic animals and supernatural animals. These animal images and the human characters in the novel together form a three-dimensional and multiple fantasy world. While expanding the cluster of artistic images in American fantasy, they also fully demonstrate the artistic charm of literary imagination and fiction

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