Artificial intelligence robot head

AI-led blogging: An experiment with GTP4, DALL-E & Grammarly

This is a long post – so bare with me. It goes into detail, step-by-step as to how I produced an entire blog with the use of four AI tools. You’ll find all the prompts and responses contained below:

This morning I had my first conversation with OpenAI’s GTP4 model. It managed to trigger me with reference to learning styles in the very first reply it sent to me…

This led, however, to a fruitful and interesting conversation about learning styles – and led me to publish a fully AI-generated blog post:

Debunking the myth of Learning Styles – Dr Lee Fallin

Read on to find out how I created this article – but as you read, the questions to reflect upon are:

Does this represent some horrific future where I’ve handed over work to an AI, de-skilling myself and removing my authorship?

OR

Have I demonstrated a high level of AI literacy, helping me to produce solutions quicker?

Thoughts in the comments.


Using AI to generate a blog post from scratch

The idea sparked during a conversation with GTP4

It started with an uncomplicated prompt. I’m working on a PowerPoint for a workshop I am giving next week. I’m pretty much done but was interested in how GTP4 would approach this. I prompted:

I’m a lecturer in Education Studies, trying to persuade my foundation year students that data is important. Can you give me some examples of application

Prompt

GTP4 happily replied:

Read More
Growth mindset: A visual representation of a growth mindset, such as a seedling growing into a tree, to emphasize the importance of fostering a growth mindset and avoiding stereotypes associated with learning styles.

Debunking the Learning Styles Myth: A Call for Evidence-Based Educational Practices

This post stands as an independent article on learning styles, and I wanted to publish it as such. However, it is part of a wider experiment as this whole article – text and images are generated by an AI. Find out more here: AI-led blogging: An experiment with GTP4, DALL-E & Grammarly

Introduction to Learning Styles

Learning styles have been a popular topic in education for decades, with various models suggesting that individuals have different preferences for how they process and absorb information. Some of the most well-known models include Visual, Auditory, and Kinesthetic (VAK) learning styles and others like Kolb’s Experiential Learning Theory and Howard Gardner’s Theory of Multiple Intelligences.

However, the validity of learning styles as a concept has been widely debated among researchers and educators. Numerous studies have attempted to validate the existence of learning styles, but the evidence supporting their effectiveness is weak, and some even suggest that the concept is a myth. Critics argue that the idea of learning styles may oversimplify the complex process of learning and lead to ineffective teaching methods.

Instead, contemporary research points to the importance of adaptable evidence-based teaching practices that focus on learners’ diverse needs. This includes employing various teaching methods, engaging multiple senses, and addressing different skill levels rather than focusing solely on learning styles. In this way, educators can create a more inclusive and effective learning environment that benefits all students, regardless of their preferences.

The concept of learning styles has enjoyed widespread popularity in education for decades, despite a lack of empirical evidence supporting its efficacy. This post aims to challenge the legitimacy of learning styles and provide a compelling argument for why educators and researchers should be critical of their propagation. Learning styles ultimately harm learners, and the education community should embrace evidence-based practices instead.

1 – Lack of Empirical Evidence for learning styles

A cornerstone of any effective educational theory is a robust body of empirical evidence. However, numerous studies have failed to provide conclusive support for the existence of learning styles or their impact on learning outcomes (Coffield et al., 2004; Pashler et al., 2008; Willingham et al., 2015). Meta-analyses have revealed a consistent lack of empirical evidence to validate learning styles (Coffield et al., 2004; Pashler et al., 2008), indicating that the concept is built on shaky foundations.

2 – Oversimplification of Learning

The idea of learning styles oversimplifies the complex and multifaceted process of learning (Geake, 2008; Hattie, 2009). Learning is not solely determined by individual preferences but is influenced by a myriad of factors, including prior knowledge, cognitive abilities, motivation, and socio-cultural context. By reducing learning to a set of static styles, educators may inadvertently neglect these crucial aspects of the learning process, hindering their ability to cater to students’ diverse needs (Dunn & Griggs, 2000).

3 – Perpetuation of Stereotypes

The propagation of learning styles may reinforce stereotypes and an overly deterministic view of learners (Scott, 2010). By labelling students as “visual,” “auditory,” or “kinesthetic” learners, educators may inadvertently constrain students to a particular mode of learning, limiting their potential for growth and development (Dweck, 2006). This typecasting may contribute to self-fulfilling prophecies and hinder students from exploring alternative learning strategies, ultimately hindering their academic progress (Dweck, 2006).

Classroom diversity: A photo of a diverse group of students engaged in various learning activities. This image can demonstrate the need for evidence-based practices that cater to individual differences, rather than relying on learning styles.

4 – Misallocation of Resources

The continued acceptance of learning styles may misallocate educational institutions’ resources (Paschler et al., 2008). Schools and districts divert valuable resources away from evidence-based practices by investing time and money in training teachers and developing learning materials based on a concept with weak empirical support (Hattie, 2009). This misallocation has significant implications for the quality of education and students’ academic success.

5 – The Opportunity Cost of Ignoring Evidence-Based Practices

By propagating learning styles, the education community risks neglecting evidence-based practices that have been shown to improve learning outcomes (Hattie, 2009). These practices include formative assessment, feedback, metacognitive strategies, and collaborative learning (Hattie, 2009; Zimmerman, 2002). By focusing on debunked theories such as learning styles, educators may miss opportunities to implement strategies that genuinely improve student learning.

Conclusion

The persistence of learning styles in educational discourse is a concerning phenomenon that warrants critical examination. Given the lack of empirical evidence and the potential harm caused by the propagation of learning styles, we urge educators and researchers to abandon this outdated concept and embrace evidence-based practices. Doing so can create a more inclusive, effective, and empirically grounded educational environment that benefits all learners.

References

Coffield, F., Moseley, D., Hall, E., & Ecclestone, K. (2004). Learning styles and pedagogy in post-16 learning: A systematic and critical review. Learning and Skills Research Centre.

Dunn, R., & Griggs, S. A. (2000). Practical approaches to using learning styles in higher education. Greenwood Publishing Group.

Dweck, C. S. (2006). Mindset: The new psychology of success. Random House.

Geake, J. (2008). Neuromythologies in education. Educational Research, 50(2), 123-133.

Hattie, J. (2009). Visible learning: A synthesis of over 800 meta-analyses relating to achievement. Routledge.

Pashler, H., McDaniel, M., Rohrer, D., & Bjork, R. (2008). Learning styles: Concepts and evidence. Psychological Science in the Public Interest, 9(3), 105-119.

Scott, C. (2010). The enduring appeal of “learning styles.” Australian Journal of Education, 54(1), 5-17.

Willingham, D. T., Hughes, E. M., & Dobolyi, D. G. (2015). The scientific status of learning styles theories. Teaching of Psychology, 42(3), 266-271.

Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory into Practice, 41(2), 64-70.