Affective AI Literacy Index (AALI) Dataset: YouTube Audience Discourse on AI in Education — Empowerment vs Resistance Corpus (n=829, April 2026)
收藏资源简介:
This dataset contains 829 YouTube comments collected viathe YouTube Data API v3 (April 2026) across five searchdomains targeting audience discourse on AI in educationalcontexts:(1) AI in education classroom students learning 2024-2025(2) artificial intelligence anxiety fear students future jobs(3) teaching AI ethics critical thinking digital literacy(4) AI empowerment students collaboration technology learning(5) emotional intelligence technology AI students wellbeing The corpus is the primary empirical validation dataset forthe Affective AI Literacy Index (AALI) — a novelcomputational metric measuring the proportion ofempowerment markers relative to total emotional markersin naturalistic learner-generated educational AI discourse. AALI = Empowerment / (Empowerment + Resistance)where Empowerment = Understanding + Agency + Ethics + Collaboration markers Maps to 4 AALM dimensions (citation omitted blind review):- Cognitive Decoding → Understanding markers- Emotional Regulation → Agency markers- Ethical Discernment → Ethics markers- Technological Empathy → Collaboration markers Grounded in: Goleman (1995) Emotional Intelligence,Vygotsky (1978) Socio-cultural theory,Selwyn (2021) Critical Ed-Tech. KEY FINDINGS:- Mean AALI: 0.8861 (strongly empowerment-dominant)- Cognitive Decoding density: 0.7041/100 tokens (dominant)- Ethical Discernment density: 0.2289/100 tokens- Technological Empathy density: 0.1879/100 tokens- Emotional Regulation density: 0.0940/100 tokens (lowest)- Resistance density: 0.1464/100 tokens (minimal)- Empowered(Cognitive Decoding): 114 comments (59.7%)- Empowered(Ethical Discernment): 37 comments (19.4%)- Empowered(Technological Empathy): 21 comments (11.0%)- Empowered(Emotional Regulation): 16 comments (8.4%)- Resistant: 20 comments (9.4%) DOMAIN-LEVEL AALI:- AI ethics/critical thinking: AALI=0.9621 (highest)- AI empowerment/collaboration: AALI=0.9200- AI emotional intelligence: AALI=0.9086- AI in education/classroom: AALI=0.9024- AI anxiety/fear/future jobs: AALI=0.6609 (lowest) THEORETICAL SIGNIFICANCE:Cognitive Decoding dominates (59.7%) confirming thatcurrent AI education discourse is primarily rational/cognitive — not yet emotionally or ethically integrated.The Emotional Regulation gap (8.4%) is the AALM'scritical finding: the dimension most needed for genuineAffective AI Literacy is the least present in naturalisticeducational discourse. AI anxiety domain shows lowest AALI(0.6609) — confirming that fear-framed AI discourseactivates resistance rather than empowerment. Files:- aali_videos.csv: 50 unique videos metadata- aali_comments.csv: 829 raw comments- aali_results.csv: AALI scores + AALM dimension annotation Method: YouTube Data API v3. Python 3.12, April 2026.



