2026 教育科技趨勢報告：AI 普及化引發教學轉型、安全疑慮與教師指導缺口

隨著生成式人工智慧（Generative AI）的快速發展，教育領域正處於一個關鍵的轉折點 [4]chronicle.comIntroducing Jagged Intelligence - The Chronicle of Higher EducationAI is now the big story. To help you make sense of this fast-moving technology, I’m starting a new, biweekly newsletter called Jagged Intelligence. Sign up below. Why Jagged Intelligence? That’s a term researchers use to describe how AI can be eye-poppingly a…開啟來源 。從 K-12 到高等教育，AI 的應用已不再是「是否使用」的問題，而是「如何有效且安全地使用」 [1]marketbrief.edweek.orgSecurity, AI Guidelines are Top School District Ed-Tech Concerns - Education Week“The 2026 State of EdTech report shows that districts are approaching technology with greater intention and maturity,” Keith Krueger, CEO of CoSN, said in the report. “Education technology leaders are focused on using technology in safe and effective ways to…開啟來源 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。目前的發展呈現出學生端高度普及、校園管理端高度關注安全與政策，以及教師端卻面臨指導不足的矛盾現象。

今日重點

• 學生端 AI 使用率呈現爆炸式成長：根據 Handshake 的研究報告，大學畢業班學生的 AI 使用率已從兩年前的水平大幅提升至近乎普及的 85%，其中超過三分之一的學生每天都會使用 AI 工具 [3]insidehighered.com3 Takeaways on AI and Entry-Level Jobs - Inside Higher EdNews Student Success Life After College May 22, 2026 # 3 Takeaways on AI and Entry-Level Jobs Institutions including the University of Virginia and the State University of New York are launching AI initiatives to prepare students for a changing early-career j…開啟來源 。這反映出 AI 技能已成為學生進入職場前必須掌握的核心能力 [3]insidehighered.com3 Takeaways on AI and Entry-Level Jobs - Inside Higher EdNews Student Success Life After College May 22, 2026 # 3 Takeaways on AI and Entry-Level Jobs Institutions including the University of Virginia and the State University of New York are launching AI initiatives to prepare students for a changing early-career j…開啟來源 。
• 校園管理層將資安與 AI 指引列為首要任務：根據 CoSN 的《2026 年教育科技現狀報告》，網路安全（Cybersecurity）仍是學區技術優先事項的首要考量，但對生成式 AI 指引的關注度在過去一年中急劇上升 [1]marketbrief.edweek.orgSecurity, AI Guidelines are Top School District Ed-Tech Concerns - Education Week“The 2026 State of EdTech report shows that districts are approaching technology with greater intention and maturity,” Keith Krueger, CEO of CoSN, said in the report. “Education technology leaders are focused on using technology in safe and effective ways to…開啟來源 。學區領導者正試圖以更具目的性與成熟度的方式，在安全的前提下運用技術 [1]marketbrief.edweek.orgSecurity, AI Guidelines are Top School District Ed-Tech Concerns - Education Week“The 2026 State of EdTech report shows that districts are approaching technology with greater intention and maturity,” Keith Krueger, CEO of CoSN, said in the report. “Education technology leaders are focused on using technology in safe and effective ways to…開啟來源 。
• 教師在 AI 應用上遭遇指導真空：儘毛部分 K-12 教師已在工作中嘗試使用 AI，但根據 Gallup 與 Walton Family Foundation 的報告，約八成教師表示未曾獲得應用 AI 的正式指導 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。特別是在利用 AI 進行教學回饋、一對一輔導，以及分析學生學習模式等方面，多數教師感到缺乏明確的指引 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。

趨勢觀察

技能需求與學術政策的同步演進

隨著就業市場對 AI 技能的需求增加，高等教育機構正積極調整其策略以應對變化的職場環境 [3]insidehighered.com3 Takeaways on AI and Entry-Level Jobs - Inside Higher EdNews Student Success Life After College May 22, 2026 # 3 Takeaways on AI and Entry-Level Jobs Institutions including the University of Virginia and the State University of New York are launching AI initiatives to prepare students for a changing early-career j…開啟來源 。例如，紐約州立大學（SUNY）已採取了新的全系統 AI 政策 [3]insidehighered.com3 Takeaways on AI and Entry-Level Jobs - Inside Higher EdNews Student Success Life After College May 22, 2026 # 3 Takeaways on AI and Entry-Level Jobs Institutions including the University of Virginia and the State University of New York are launching AI initiatives to prepare students for a changing early-career j…開啟來源 ，而維吉尼亞大學等機構也正在啟動 AI 倡議，旨在幫助學生為不斷變化的初級職位市場做好準備 [3]insidehighered.com3 Takeaways on AI and Entry-Level Jobs - Inside Higher EdNews Student Success Life After College May 22, 2026 # 3 Takeaways on AI and Entry-Level Jobs Institutions including the University of Virginia and the State University of New York are launching AI initiatives to prepare students for a changing early-career j…開啟來源 。這種趨勢顯示，教育機構正試圖將 AI 素養納入教學與職業準備的核心框架中 [3]insidehighered.com3 Takeaways on AI and Entry-Level Jobs - Inside Higher EdNews Student Success Life After College May 22, 2026 # 3 Takeaways on AI and Entry-Level Jobs Institutions including the University of Virginia and the State University of New York are launching AI initiatives to prepare students for a changing early-career j…開啟來源 。

技術應用中的「鋸齒狀智能」與倫理挑戰

AI 的發展呈現出「鋸齒狀智能」（Jagged Intelligence）的特性，即在某些任務上表現驚人，但在其他任務上卻顯得極度無能 [4]chronicle.comIntroducing Jagged Intelligence - The Chronicle of Higher EducationAI is now the big story. To help you make sense of this fast-moving technology, I’m starting a new, biweekly newsletter called Jagged Intelligence. Sign up below. Why Jagged Intelligence? That’s a term researchers use to describe how AI can be eye-poppingly a…開啟來源 。這種不穩定性為教學與研究帶來了新的變數，可能引發教學與課程的根本性問題 [4]chronicle.comIntroducing Jagged Intelligence - The Chronicle of Higher EducationAI is now the big story. To help you make sense of this fast-moving technology, I’m starting a new, biweekly newsletter called Jagged Intelligence. Sign up below. Why Jagged Intelligence? That’s a term researchers use to describe how AI can be eye-poppingly a…開啟來源 。同時，校園內對於 AI 的態度也呈現分歧：一方面是希望透過工具擴展人類知識的倡導者，另一方面則是基於道德、倫理與環境考量而產生的抵制力量 [4]chronicle.comIntroducing Jagged Intelligence - The Chronicle of Higher EducationAI is now the big story. To help you make sense of this fast-moving technology, I’m starting a new, biweekly newsletter called Jagged Intelligence. Sign up below. Why Jagged Intelligence? That’s a term researchers use to describe how AI can be eye-poppingly a…開啟來源 。

專業發展與落地的結構性落差

儘管技術工具已大量進入教室，但教育者在專業能力建構上的落差成為了顯著的風險訊號 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。目前許多教師在利用 AI 進行行政工作、評分、提供作業回饋或補充教學方面，都缺乏系統性的指導 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。教育專家強調，AI 的目標應是放大教學優點並減輕教師壓力，而非增加額外負擔 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。因此，如何提供持續性的專業學習與能力建設，將是未來教育科技能否成功落地的關鍵挑戰 [5]axios.comAI's education explosion leaves teachers in the dark - AxiosAround 7 in 10 said they received no guidance on using AI to get feedback or coaching on their teaching (71%) and providing one-on-one instruction or tutoring (69%). A majority also reported receiving no guidance on using AI to analyze patterns in student lea…開啟來源 。