In traditional planning, teachers start with content, then add tech, then consider the learner. Romanis advocates for flipping this.
Extra Quality in Action: Instead of using a generic quiz app, a teacher using Romanis’ approach would use adaptive quizzing software (like Smart Sparrow or Edulastic) that branches remediation based on specific wrong answers. This is quality beyond surface engagement.
Looking ahead, Michelle Romanis is currently researching the intersection of generative AI and TTL models. Her preliminary work suggests that "extra quality" will soon be defined by a fourth T: Transparency. As AI tools become ubiquitous, the highest quality models will be those where learners can explain how they used technology to arrive at an answer, not just what the answer is. michelle romanis ttl models extra quality
Romanis predicts that within three years, standard TTL models will be obsolete unless they incorporate meta-cognitive reflections on tool usage. In other words, the student who can say, "I used ChatGPT to generate counterarguments, but I rejected two of them for historical inaccuracy" demonstrates higher quality than the student who merely wrote the final answer.
Michelle Romanis has quietly become a name associated with TTL models that punch above their weight. Whether you’re an amateur photographer, a studio pro, or a gear reviewer, the combination of thoughtful engineering and practical features in these units delivers noticeable benefits. Here’s a concise overview of what sets them apart and why “extra quality” is more than marketing. In traditional planning, teachers start with content, then
Romanis conceptualizes the three models not as a hierarchy but as a control panel. Extra Quality emerges at the nexus where all three dials are set to high.
| Model | Core Mechanism | Contribution to Extra Quality | Risk if Overused | | :--- | :--- | :--- | :--- | | Transformative | Epistemological rupture | Prevents stagnation; creates breakthrough pedagogies | Chaos; loss of coherence | | Transactional | Contingent reinforcement | Ensures error-free execution; builds trust via consistency | Bureaucratic rigidity; kills creativity | | Transformational | Value internalization | Generates discretionary effort; builds adaptive culture | Burnout via relentless inspiration | Extra Quality in Action: Instead of using a
Romanis’ Proposition: Extra Quality is a phase state, not a destination. It requires cycling through Transformative (vision), Transactional (implementation), and Transformational (sustainment) loops every 12–18 months.
If you are an educator or instructional designer looking to audit your current TTL models against Romanis’ standards, follow this five-step checklist.
Choose one clear meaning of TTL. For the rest of this article, let’s assume TTL = Training, Testing, and Learning – a common but unofficial acronym in quality management and instructional design.
Extra quality models use technology to differentiate. Use your LMS (Canvas, Moodle, Schoology) to create conditional release paths. Students who score >85% on a pre-test skip introductory videos and go straight to synthesis tasks.