Why are my employees abandoning their language learning apps after two weeks and how can I adjust our company incentive program to fix this?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are my employees abandoning their language learning apps after two weeks and how can I adjust our company incentive program to fix this?
2 real searches · 1 real-search pass
employee language learning app engagement dropout motivation workplace incentives habit formation research spaced practice gamification 2024 2025Google ↗
OBSERVEDOther / navigational
corporate language training employee engagement learning transfer incentives autonomy progress feedback researchGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
employee language learning app engagement dropout motivation workplace incentives habit formation research spaced practice gamification 2024 2025 Google ↗
corporate language training employee engagement learning transfer incentives autonomy progress feedback research Google ↗
- Acceptance and engagement patterns of mobile-assisted language learning among non-conventional adult L2 learners: A survival analysis | Studies in Second Language Acquisition · cambridge.org
- L2 grit and age as predictors of attrition in mobile-assisted language learning · sciencedirect.com
- ERIC - EJ1322506 - Training Transfer to the Workplace: A Study of Corporate English Language Training in Hospitals, Journal of Workplace Learning, 2022 · eric.ed.gov
- Full article: How to maximize the impact of workplace training: a mixed-method analysis of social support, training transfer and knowledge sharing · tandfonline.com
- Contests, Gamification, and Persistent Engagement in Educational Technology · gsb.stanford.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
employee language learning app engagement dropout motivation workplace incentives habit formation research spaced practice gamification 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
corporate language training employee engagement learning transfer incentives autonomy progress feedback research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |