Advancing Translational Science Through AI-Enhanced Teacher Learning for Early Language and Composing
Abstract
1. Introduction
1.1. Importance of Early Writing to Build Facility with Language
1.2. The Problem: The Neglect of Writing in Early Childhood Classrooms
1.3. Response to the Problem: Designing the L4C Platform
2. Materials and Methods
2.1. Participants
2.2. Procedures
2.3. Measures
- Pre-survey Measure of Supports and Barriers to Writing Instruction.
- Coding Pre- and Post-Teacher Knowledge of Language Components Supporting Early Writing.
- Coding Lesson Plans Before and After Engagement with AI Planning Tool.
- Coding Teacher Interactions with and Perceptions of the AI-Enhanced Lesson Planning Tool.
3. Results
3.1. RQ1. Teacher Perceptions of Support and Barriers in Implementing Composing Instruction
3.2. RQ2. Change in Teacher Knowledge of Early Writing Language Components
3.3. RQ3. Impact of L4C on Teachers’ Lesson Focus, Principle Alignment, and Instructional Plan Quality
3.4. RQ4. Teacher Interaction & Perceptions of L4C Efficacy
4. Discussion
4.1. Teacher Support, Barriers, and PD Needs
4.2. Knowledge of the Language Components: Connections to Teacher Frustrations with Writing
4.3. Quality of Instructional Planning: Movement Toward Integration for Communication
4.4. Supporting Teacher Growth in Translating Knowledge to Practice
4.5. Limitations of the Study
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Domain | Skill/Target | Definition |
|---|---|---|
| Language-dependent early literacy skills | Letter Knowledge | Recognize and recall letters of the alphabet by name and form. |
| Letter and Word Formation | Form individual letters legibly and fluently, and combine them to construct words, integrating fine-motor coordination | |
| Phonemic Awareness | Pronounce, isolate, segment, and manipulate sounds in spoken words. | |
| Sound–Letter Correspondences | Map spoken phonemes (sounds) to written graphemes (letters). | |
| Directionality | Understand and apply left-to-right, top-to-bottom sequencing in writing. | |
| Print Conventions | Apply writing mechanics (spacing, capitalization, punctuation). | |
| Foundational oral language skills | Vocabulary | Breadth and depth of word knowledge to express ideas. |
| Morphology | Use meaningful word parts (prefixes, suffixes, roots, inflections) to construct words accurately. | |
| Syntax | Form ideas using the hierarchical structure of language to coordinate and subordinate ideas. | |
| Knowledge-dependent discourse/ pragmatic skills | Idea Initiation | Recall and generate knowledge or experiences related to a topic. |
| Cohesion | Choose and connect relevant details while excluding irrelevant information. | |
| Coherence | Elaborate on a topic with details that build and link together logically. | |
| Genre Awareness | Identify and organize ideas according to genre-specific structures and features. |
| Effective PD for Instruction | Example Teacher Quotes | n (%) |
| Classroom Application | “directly tied to what I’m doing in the classroom” | 27 (93%) |
| Explicit Examples of Practices | “should show exactly how it looks when teaching” | 24 (82%) |
| Planning with Colleagues | “time to talk over and plan with other teachers” | 20 (69%) |
| Ongoing Support | “should not be something that is one and done” | 19 (66%) |
| Adaptations for Students | “need to show how this relates to specific kids who may need help” | 12 (41%) |
| Visual Handout | “provide an outline to follow along” | 5 (17%) |
| Non-Effective PD for Instruction | Example Teacher Quotes | n (%) |
| Lack of Relevance | “it has nothing to do with my kids and what they need” | 26 (90%) |
| Generic Presentation | “doesn’t get into specifics” “too vague” | 22 (76%) |
| Disconnect Theory–Practice | “too heavy on theory without showing how to teach it” | 20 (69%) |
| PowerPoint Overload | “too much information at once” slides upon slides” | 13 (29%) |
| No Implementation Support | “give you stuff then say go ahead and figure it out” | 11 (38%) |
| Cookie-Cutter Resources | “resources that are too cookie-cutter and unhelpful” | 3 (10%) |
| Language Component | Pre-Use n (%) | Post-Use n (%) | Test of Change |
| Letter knowledge | 7 (24%) | 10 (34%) | χ2(1) = 1.9 |
| Letter formation | 3 (10%) | 22 (76%) | χ2(1) = 15.4 ** |
| Phonemic awareness | 3 (10%) | 18 (62%) | χ2(1) = 12.5 ** |
| Sound–letter correspondence | 4 (14%) | 12 (41%) | χ2(1) = 4.1 + |
| Directionality | 2 (7%) | 7 (24%) | χ2(1) = 3.1 |
| Print Conventions | 12 (41%) | 17 (59%) | χ2(1) = 1.8 |
| Vocabulary | 13 (44%) | 26 (89%) | χ2(1) = 10.1 ** |
| Morphology | 2 (7%) | 5 (17%) | χ2(1) = 0.9 |
| Syntax | 10 (35%) | 18 (62%) | χ2(1) = 5.8 * |
| Idea initiation | 6 (21%) | 22 (76%) | χ2(1) = 16.1 ** |
| Cohesion | 0 (0%) | 3 (10%) | --- |
| Coherence | 2 (7%) | 5 (17%) | χ2(1) = 0.9 |
| Genre features | 3 (10%) | 7 (24%) | χ2(1) = 2.3 |
| Genre structure | 7 (24%) | 17 (59%) | χ2(1) = 5.8 * |
| Incorrect Component Categories | Pre-Mean (SD) | Post-Mean (SD) | Test of Change |
| Broad processes | 4.06 (2.1) | 1.97 (1.1) | t(28) = −5.8 ** |
| Reading skills | 0.33 (0.31) | 0.22 (0.34) | t(28) = −0.7 |
| Motor processes | 0.45 (0.39) | 0.23 (0.43) | t(28) = −1.1 |
| Component of Lesson Plan | Pre-L4C | Post-L4C | |||
|---|---|---|---|---|---|
| Mean (SD) | n (%) | Mean (SD) | n (%) | Test of Change | |
| L4C Principles | 1.2 (1.5) | -- | 5.2 (2.1) | -- | t(28) = 8.2 ** |
| Targeted language focus | 0.97 (0.76) | -- | 1.81 (0.61) | -- | t(28) = 5.7 ** |
| Level of language intensity | 0.10 (0.31) | -- | 1.2 (0.87) | -- | t(28) = 6.4 ** |
| Interconnection | 0.24 (0.45) | -- | 0.90 (0.91) | -- | t(28) = 3.1 * |
| Integration | 0.31 (0.36) | -- | 1.30 (0.70) | -- | t(28) = 6.2 ** |
| Quality Practices | 0.33 (0.15) | -- | 0.53 (0.17) | -- | t(28) = 4.6 ** |
| Review | -- | 15 (52%) | -- | 10 (34%) | χ2(1) = −1.2 |
| Connect | -- | 4 (14%) | -- | 15 (52%) | χ2(1) = 2.6 ** |
| Define | -- | 3 (10%) | -- | 5 (17%) | χ2(1) = 0.71 |
| Examples | -- | 5 (17%) | -- | 10 (34%) | χ2(1) = 1.5 |
| Model & Explain | -- | 26 (89%) | -- | 29 (100%) | χ2(1) = 1.3 |
| Application | -- | 16 (55%) | -- | 26 (89%) | χ2(1) = 3.0 ** |
| Feedback | -- | 3 (10%) | -- | 11 (37%) | χ2(1) = 2.3 * |
| Suggestions for Improvement | Teacher Quotes | n (%) |
|---|---|---|
| Ready to use materials | “download and print out lesson materials” | 16 (55%) |
| Assessment | “link to an assessment to measure language” | 14 (48%) |
| Activity description | “provide a full summary of the activity not just example” | 10 (34%) |
| Link videos to script | “have videos linked right to practice in the script” | 8 (28%) |
| Increase the age band | “should include older grades as well” | 6(21%) |
| Configuration for ESOL & SWD | “should have a mode so that everything is for ESOL” | 5 (17%) |
| Connect to district curriculum | “hook the system to our digital curriculum” | 2 (7%) |
| Strategies for behavior management | “include how to deal with behavior problems” | 2 (7%) |
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Farrow, J.; Farrow, M.J.; Zhang, C. Advancing Translational Science Through AI-Enhanced Teacher Learning for Early Language and Composing. Educ. Sci. 2025, 15, 1496. https://doi.org/10.3390/educsci15111496
Farrow J, Farrow MJ, Zhang C. Advancing Translational Science Through AI-Enhanced Teacher Learning for Early Language and Composing. Education Sciences. 2025; 15(11):1496. https://doi.org/10.3390/educsci15111496
Chicago/Turabian StyleFarrow, JeanMarie, Michael James Farrow, and Chenyi Zhang. 2025. "Advancing Translational Science Through AI-Enhanced Teacher Learning for Early Language and Composing" Education Sciences 15, no. 11: 1496. https://doi.org/10.3390/educsci15111496
APA StyleFarrow, J., Farrow, M. J., & Zhang, C. (2025). Advancing Translational Science Through AI-Enhanced Teacher Learning for Early Language and Composing. Education Sciences, 15(11), 1496. https://doi.org/10.3390/educsci15111496

