What I’ve done

How I Work & What You Can Expect

Rather than just delivering materials, I focus on outcome-driven content design, ensuring that learning experiences are clear, engaging, and practical. Below is a selection of projects I’ve worked on over the last decade, spanning test development, syllabus design, automation, and content strategy.


IELTS Test Suite Development

The challenge

A leading online language learning platform required the design and development of six full IELTS practice tests, covering all sections (Listening, Reading, Writing, and Speaking), with an emphasis on high-quality scripts, audio production, and rigorous exam-style questioning.

The solution

✅ Wrote authentic IELTS-style texts, scripts and question sets on topics as diverse as street furniture, paprika, the concept of time, and the hash and ‘at’ symbols.
Further developed, edited and adapted questions for texts and scripts from other writers.
✅ Managed audio script finalisation and recording studio coordination, including preparing recording instructions, overseeing communication, and handling post-production editing (e.g., integrating examiner prompts and refining audio segments)
✅ Conducted thorough copy editing and test validation for accuracy and reliability.

The impact

🚀 Successfully implemented six full mock exams, used by thousands of students for IELTS preparation.


Innovative Tagging System for Syllabus Analysis

The challenge

A language platform needed a tool to map and align different syllabuses from major ESL publications, enabling teachers to quickly find and recommend supplementary materials tailored to their students’ learning needs.

The solution

✅ Designed a comprehensive tagging system for deep analysis of linguistic & functional elements.
✅ Integrated metadata tagging, linking lessons, skills, vocabulary, grammar points, and aims-based learning outcomes.
✅ Used the tagging system and its data insights to create a structured aims framework, which guided the development of new syllabuses and targeted learning materials.

The impact

🚀 Enabled data-driven curriculum improvements.
🚀 Provided a high-level framework for streamlined future material development, including supplementary functional language, vocabulary and grammar units.


Adaptive Testing Models for CEFR and Coursebook Curriculums

The challenge

The platform required two robust testing models: one offering incremental assessments mapped to CEFR levels from A1 to C1, and another providing end-of-unit tests aligned with over a dozen major ESL coursebook series.

The solution

Developed two comprehensive testing models that integrated with aforementioned mapping system.
Devised and managed a database of nearly 10,000 test questions and ensured level-appropriateness and pedagogical quality, with meticulous oversight of writing and editing processes.

The impact

🚀 Allowed for granular tracking of learner progress, giving educators clearer insights.
🚀 Increased student engagement & retention, as learners could see measurable improvements over time.


Spreadsheet Automation for Learning
Data & Workflow Management

The challenge

An ESL platform’s materials department needed a cost-effective and efficient approach to manage its resources, processes, and documentation, including freelancer coordination, material development, and administrative workflows.

The Solution

Developed resource management tools, including freelancer allocation tables and material production trackers, ensuring smooth project workflows.
✅ Created custom formulas, scripts, and integration methods to support data-driven decision-making and maintain pedagogical quality.

The Impact

🚀 Significantly reduced administrative workload, ensuring decision documentation for future development.
🚀 Improved accuracy and efficiency, minimising manual data entry errors.


AI Integration for Material Development & Rules-Based Automation

The challenge

A platform faced time constraints and inefficiencies in producing high-quality ESL materials, particularly when filling gaps in the aims-driven syllabus using fully human-created content. The manual writing process was resource-intensive, limiting the speed and scalability of content development.

The solution

Integrated AI-driven content development into the material production workflow, improving efficiency without replacing human input.
✅ Assisted in the development of structured writing prompts and rules to enable the mass drafting of materials.

The impact

🚀 Accelerated material development, allowing for rapid content production while preserving quality standards.
🚀 Enhanced project workflows, with AI providing scalable support to human writers, ultimately improving project turnaround times.


Development of a Scaffolding-based
General English Syllabus for IELTS

The challenge

A lack of structured language scaffolding in the IELTS curriculum made it difficult for students to achieve the desired band jumps (e.g. from 4.5 to 6).

The solution

✅ Developed a progression-based syllabus, integrating exam-relevant skills.
✅ Designed scaffolding activities supporting gradual skill acquisition.

The impact

🚀 Helped learners bridge the gap between General English & IELTS preparation seamlessly.
🚀 Improved student performance, as structured guidance reduced overwhelm & improved retention.


AI-Assisted ESL Exam Preparation Development

The challenge

A leading ESL examination provider sought to automate the production of high-quality practice materials. With hundreds of style guides to maintain, ensuring consistency and efficiency in content creation was a major challenge.

The solution

✅ Designed rule-based AI scripting for automating materials creation, establishing structured guidelines through iterative trial and error.
Edited and refined AI-generated content to ensure accuracy, readability, and alignment with examination board standards.
✅ Developed a script block library, allowing for efficient, standardised content generation across hundreds of style guides.
✅ Implemented a Google Apps Script automation system, streamlining the creation of formatted text files for the AI development team.

The impact

🚀 Delivered a scalable, automation-driven process, significantly reducing manual effort while maintaining high-quality ESL exam materials.
🚀 Enhanced consistency, efficiency, and adaptability, enabling ongoing improvements across an extensive range of learning materials.

💡 Want to discuss a project or see how I can help?

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