Research Report

Student Learning Outcomes
Report 2026

How AskSia impacts learning outcomes across six global markets.

Published April 2026 · AskSia Research · N = 800 · 200K+ conversations analyzed
Key Results at a Glance
0%
of AskSia interactions focus on learning, not shortcuts
0%
lecture comprehension rate for bilingual students
0%
improved conceptual understanding
0%
6-month retention for consistent learners
Based on a study of 800 active AskSia students during the 2025–2026 academic year.
Executive Summary

Learning Efficacy, Not Just Engagement

Most AI tools in education measure success by time on platform. AskSia measures something different: whether students actually learn.

In a study of 800 active students across the United States, United Kingdom, Australia, South Korea, Singapore, and Hong Kong, we found that the overwhelming majority of AskSia interactions focus on building comprehension—not taking shortcuts. Bilingual and international students, who made up 61% of the sample, showed the strongest gains across every dimension measured.

95% of student interactions on AskSia focus on understanding, reviewing, and connecting concepts. Only 5% seek direct answers.
95%
of 200K+ conversations are understanding-oriented—comprehension, review, and connection
85%
lecture comprehension rate for bilingual students
2.6×
retention rate for consistent learners vs. exam-focused users at Month 6
Methodology

How We Conducted This Research

This study combines three data sources: a cross-sectional survey of active paying subscribers, platform behavioral data from 200,000+ conversations, and qualitative interviews.

Sample (N=800)
39%
Monolingual
61%
Bilingual / Intl.
N = 800
Disciplines
STEM 42%
Business 28%
Humanities 30%
Survey Method
Quantitative survey with 5-point Likert scale across all participants
Platform behavioral data: 200K+ conversations, Sep 2025 to Feb 2026
Qualitative interviews with n=40 students across markets
Behavioral Data
200K+
conversations classified by intent
LLM-assisted categorization validated against manual review of 2,000 samples (94% agreement)
Geographic Distribution
800
students
US 36%
UK 22%
AU 18%
KR/SG/HK 14%
Other 10%
Finding 01

Students Use AskSia to Understand, Not to Shortcut

Analysis of 200,000+ conversations reveals that the overwhelming majority of student interactions focus on building comprehension. Only 5% of all interactions seek direct answers—the remaining 95% involve comprehension questions, review and recall, connecting concepts, and applying knowledge.

This behavioral data, drawn directly from platform usage rather than self-reports, provides the strongest evidence that students are using AskSia as a learning tool, not a shortcut.

It's the first time I actually understand how different chapters connect. I'm not just memorizing; I'm learning.
Business student, University of Melbourne
What 200K+ Conversations Reveal
52%24%12%
Comprehension 52%
Review & Recall 24%
Connection 12%
Application 7%
Direct Answers 5%
95% of interactions focus on understanding, reviewing, and connecting. Only 5% seek direct answers.
Finding 02

Bilingual and International Students Benefit Most

The language barrier is the invisible cost of studying abroad. Bilingual students, 61% of our sample, consistently outperformed the full-sample average across every measured dimension—with the largest gains in lecture comprehension.

Platform data confirms this pattern: bilingual students average 72 min/day compared to 42 min for the full sample.

Before AskSia, I understood maybe 60% of my lectures. Now I can follow almost everything and review in my own language when I need to.
Economics student, University of Toronto
All Students vs. Bilingual Students
Follow lectures
75%
85%
Study confidence
76%
83%
Connect topics
73%
81%
Bilingual (n=488)
All Students (N=800)
Learning Outcomes
84%
Conceptual understanding
78%
Exam performance
improved at least one letter grade
68%
Study time reduced
~30% per session on average
Finding 03

Better Grades, Measurable Impact

84% of students reported improvements in their ability to articulate and connect concepts. 78% saw improved exam performance, while 68% reduced their study time—saving approximately 30% per session on average.

The fact that reduced study time correlates with improved comprehension suggests students are studying more effectively, not simply spending less effort.

I used to spend 3 hours confused. Now I get through material in under 2 hours and actually understand it.
STEM student, Rice University
Finding 04

Habits That Stick

Platform data reveals that 61% of subscribers are consistent learners, active 3 or more days per week throughout the semester—not just during exams. Only 15% of users limit their activity to exam periods.

This usage pattern translates directly into retention: consistent learners retain at nearly triple the rate of exam-focused users by Month 6.

I used to cram everything the night before. Now I review a little every day because it breaks things down in a way that sticks.
Engineering student, UNSW Sydney
Usage Pattern Segmentation
61%Consistent
24%Regular
15%Exam
Consistent (3+ days/week)
Regular (1–2 days/week)
Exam-focused only
Retention by Usage Pattern
Month 1Month 3Month 688%78%72%79%65%55%64%42%28%
Consistent Learners
Regular Users
Exam-Focused
Consistent learners retain at 2.6× the rate of exam-focused users at Month 6.
Product Mechanism

Why These Patterns Emerge

AskSia's product design embeds three evidence-based learning principles that shape how students naturally engage with the tool.

Course-Level Memory
Responses grounded exclusively in the student's own course materials. No generic AI answers—every explanation references uploaded lectures, slides, and readings.
Bransford, Brown & Cocking (2000), How People Learn
Scaffolded Reasoning
Step-by-step explanations within the student's zone of proximal development. The tool guides students to construct understanding rather than delivering answers.
Vygotsky (1978); Wood, Bruner & Ross (1976)
Active Recall Integration
Built-in retrieval practice tools—quizzes, flashcards, and study guides—embedded directly in the study workflow, reinforcing long-term retention.
Roediger & Butler (2011)
For Institutions

What This Means for Your Campus

Three reasons to bring AskSia to your campus, each backed by data from this report.

85%

Close the Comprehension Gap for International Students

Bilingual students face an invisible language barrier that traditional support can't scale. AskSia achieves an 85% lecture comprehension rate among bilingual students—at scale, without additional staffing.

Supported by Finding 02
95%

Scaffold Learning, Not Shortcuts

95% of 200,000+ student conversations are understanding-oriented. Only 5% seek direct answers—safe for academic integrity at the institutional level.

Supported by Finding 01
72%

Sustainable ROI Through Consistent Engagement

72% 6-month retention for consistent learners. 61% of subscribers study consistently throughout the semester, not just during exams.

Supported by Finding 04

Partner with AskSia

See how AskSia can improve learning outcomes on your campus, starting with a pilot cohort of your students.

Study participants received a small gift card as compensation for their time in completing the survey. This was disclosed prior to participation and structured to encourage an honest, representative sample across different student populations. Survey-based outcome measures reflect student perceptions and may differ from objective academic metrics; institutional pilots to validate findings with grade-level data are in progress. Platform behavioral data was collected with user consent under AskSia's terms of service and analyzed in aggregate.

References

Works Cited

Bransford, J. D., Brown, A. L., & Cocking, R. R. (Eds.). (2000). How People Learn. National Academy Press.
Paivio, A. (1986). Mental Representations: A Dual Coding Approach. Oxford University Press.
Roediger, H. L., & Butler, A. C. (2011). The critical role of retrieval practice in long-term retention. Trends in Cognitive Sciences, 15(1), 20–27.
Vygotsky, L. S. (1978). Mind in Society. Harvard University Press.
Wood, D., Bruner, J. S., & Ross, G. (1976). The role of tutoring in problem solving. J. Child Psychol. Psychiatry, 17(2), 89–100.