methodology
market supply:
data derived from mmr statistics (2025) and market.us (2024), showing 56% self-learning apps, 21% tutor-led instruction, 16% blended learning, and 7% ai-dedicated speech tools & other.
consumer demand:
blended learning (39%) and ai-only (8%) directly measured by lingoda survey (n=2,000, 2023). the remaining demand was estimated using the survey finding that 85% of learners value human interaction. of this 85%, 39% explicitly prefer blended (already allocated), leaving 46% preferring human-centered learning. this 46% was split 70/30, with 70% estimated as tutor-led demand (32%) and 30% as self-learning app demand (14%), reflecting market behavior where app users frequently supplement with tutors. seven percent attributed to measurement uncertainty.