AI reduces foreign language anxiety and strengthens self-efficacy and self-confidence, supporting the Affective Foundation Pathway¶

Claim · All claims
Evidence · 2 studies · 2 review r3 · q2
Currency · newest study 2026 · checked against its sources 2026-10-15 (automated, 2 of 2 entries) · not reviewed by a person

Subclaims¶

q2 i? AI provides private, low-pressure practice environments that reduce fear of mistakes and negative evaluation (46 studies). → Zhang S 2026 q2 i? Personalized feedback and visible progress strengthen learners' self-efficacy or self-confidence in oral communication (31 studies). → Zhang S 2026 (2)

Evidence¶

Zhang S 2026¶

Zhang S, Zou B, Liu Y, Chen Z and Yan R (2026) Impacts of artificial intelligence on willingness to communicate and its key antecedents in EFL contexts: a systematic review (2015–2026). Front. Educ. 11:1927432. https://doi.org/10.3389/feduc.2026.1927432

q2 · i? · review · r3

Thematic synthesis of the affective pathway, with 46 studies coded to foreign language anxiety reduction (e.g., Tai and Chen, 2023; Ebadi et al., 2025), reports that "AI provides private, low-pressure practice environments that reduce fear of mistakes and negative evaluation".

"AI provides private, low-pressure practice environments that reduce fear of mistakes and negative evaluation"

Zhang S 2026 (2)¶

Zhang S, Zou B, Liu Y, Chen Z and Yan R (2026) Impacts of artificial intelligence on willingness to communicate and its key antecedents in EFL contexts: a systematic review (2015–2026). Front. Educ. 11:1927432. https://doi.org/10.3389/feduc.2026.1927432

q2 · i? · review · r3

Thematic synthesis codes 31 studies to self-efficacy and self-confidence enhancement, finding "Personalized feedback and visible progress strengthen learners self-efficacy or self- confidence in oral communication" (e.g., Shao, 2025; Lyu and Salam, 2025).

"Personalized feedback and visible progress strengthen learners self-efficacy or self- confidence in oral communication"

Studies bearing on this claim¶

Does private, low-pressure and repeated practice lower learners' anxiety about using a second language? This table gathers the studies behind this claim and the 10 narrower claims that bear on it: 8 distinct studies (3 review, 2 qualitative, 1 causal, 1 associational, 1 design), q1–q2, 1 of 8 with an effect size coded. One row per study, codes as each entry records them; no effect is averaged and no verdict is drawn. Built by scripts/synthesize_claim.py from eval/synthesis/; a row that looks wrong is fixed on the claim it comes from.

Discussion¶

Learner Variables¶

• Academic Anxiety — outcome: instruction changes it

Related Claims¶

• Studies directly measuring WTC consistently report positive effects of AI on EFL learners' WTC across tool types, contexts, and age groups — the general claim this finding bears on, with the studies behind it
• AI-powered corrective feedback and repeated practice enhance oral language skills (Communicative Capacity Pathway) — related
• Speaking practice opportunities and teacher support reduced classroom anxiety and increased self-efficacy for one learner — related
• Fear of making mistakes is the most significant cause of foreign language speaking anxiety among Iranian EFL learners (81%) — related
• Anxiety in foreign language classroom learning experiences is linked with oral performance among Japanese EFL learners — related
• Extensive reading yields affective benefits: positive attitudes, motivation, confidence, and reduced anxiety, with difficult texts raising anxiety — related
• Lack of practice ranks fourth among speaking anxiety sources, which the authors suggest may be due to teacher-centered Iranian classrooms — related
• EFL students report that games reduce speaking stress and improve speaking skills — related
• The authors claim that making teachers' own mistakes, struggles, and fears central to the curriculum lessens students' fear of making mistakes in a new endeavor — related
• Fear of negative evaluation and limited vocabulary knowledge rank second and third as sources of speaking anxiety (78% and 72%) — related
• Learners valued safe, repeatable, nonjudgmental AI practice environments that reduced anxiety and bridged the theory-practice gap — possibly the same claim (merge candidate)
• For some students, AI-generated feedback reduces the perceived personal risk of exposing weaknesses, functioning as a psychologically safe space for feedback seeking — a narrower finding that bears on this claim
• A 15-week extensive reading course increased Japanese EFL learners' feelings of comfort with foreign-language reading (r = .54) — related
• Extensive reading reduced Japanese EFL learners' anxiety about foreign-language reading (r = .34) — related
• EFL learners perceive AI-mediated instruction as engaging, personalized, anxiety-reducing, and empowering for autonomous learning — related
• 88% of AI-assisted students reported increased self-efficacy and confidence during independent practicals — a narrower finding that bears on this claim
• Combining AI-generated information with teacher intervention is associated with improved student performance, participation, confidence, and reduced anxiety in K-12 AI-based instruction — related
• Sociocultural factors, learner motivation, self-efficacy and perceptions of the classroom environment influence FLCA learning outcomes and oral performance — related
• Students view games as relaxing and fun, building confidence for speaking — related
• Tablet-PC-supported peer-assisted learning reduced EFL learners' anxiety and promoted motivation and confidence in collaborative reading — related
• Student-centered writing environments are argued to lower anxiety, increase confidence, and provide natural language contexts — related
• Extensive reading produced no measurable change in the perceived Practical Value of foreign-language reading (r = .09) — related
• Immediate task repetition benefits oral performance, including fluency, self-correction and reduced anxiety — related