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February 21, 2026Applied Stochastic Models in Business and Industry0 citations

Applied Statistics in the Era of Artificial Intelligence: A Review and Vision

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JMJie MinXSXinyi SongSZSimin Zheng

Key Points

  • The paper aims to explore how AI technologies are transforming applied statistics and the future role of statisticians.
  • Reviewed historical developments in applied statistics and AI technologies.
  • Illustrated concepts with examples from engineering statistics.
  • Examined traditional and emerging areas of applied statistics influenced by AI.
  • Discussed the symbiotic relationship between AI and statistical models.
  • Highlighted how statistical principles can enhance AI model performance.
  • Identified emerging trends in applied statistics driven by AI advancements.
  • Reflected on the future roles and opportunities for statisticians in AI contexts.

Abstract

ABSTRACT The advent of artificial intelligence (AI) technologies has significantly changed many domains, including applied statistics. This review and vision paper explores the evolving role of applied statistics in the AI era, drawing from our experiences in engineering statistics. We begin by outlining the fundamental concepts and historical developments in applied statistics and tracing the rise of AI technologies. Subsequently, we review traditional areas of applied statistics, using examples from engineering statistics to illustrate key points. We then explore emerging areas in applied statistics, driven by recent technological advancements, highlighting examples from our recent projects. The paper discusses the symbiotic relationship between AI and applied statistics, focusing on how statistical principles can be employed to study the properties of AI models and enhance AI systems. We also examine how AI can advance applied statistics in terms of modeling and analysis. In conclusion, we reflect on the future role of statisticians. Our paper aims to shed light on the transformative impact of AI on applied statistics and inspire further exploration in this dynamic field.

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Cite This Study

Min et al. (2026) studied this question.

synapsesocial.com/papers/69994c4b873532290d020a6chttps://doi.org/10.1002/asmb.70075
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