AI Implementation: Identifying Needs and Exploring Solutions | Tom Daccord | 6 Min Read

September 24, 2024

This is the second in a series of posts about AI strategies in teaching and learning.

While many teachers have experimented with AI chatbots, a common question persists: “Where do I start with students?” The sheer number of AI tools and their possibilities can seem overwhelming. However, successful AI implementation doesn’t hinge on adopting technology for its own sake. Instead, it relies on identifying specific educational needs that AI can address effectively.

A Target of Difficulty

A structured approach to this challenge is the concept of a “Target of Difficulty.” This method involves identifying areas where three crucial factors intersect:

  1. Topics that are essential to teach: These are the core concepts and skills outlined in your curriculum that students need to master. They form the foundation of your subject area and are critical for student progress.
  2. Concepts that students often struggle to grasp: Every subject has topics that consistently challenge students year after year. These might be abstract ideas, complex processes, or skills that require extensive practice to master.
  3. Areas where AI can provide meaningful assistance: AI excels in certain tasks, such as providing personalized practice, offering immediate feedback, or presenting information in novel, interactive ways. Identifying where these AI strengths align with teaching needs can lead to effective integration.

When these three factors converge, the “Target of Difficulty” emerges — an ideal starting point for AI integration that serves a purposeful goal in enhancing teaching and learning outcomes.

Unique Subject Area Challenges and Opportunities

Let’s explore how this approach might apply across traditional subject areas, each with its unique challenges and opportunities for AI integration.

World Languages: Bridging the Conversation Gap

One of the biggest hurdles in world language education is providing students with enough opportunities to practice conversational skills outside the classroom. AI-powered language chatbots offer a promising solution, enabling students to engage in on-demand language practice tailored to their proficiency level.

Tools like ChatGPT, with its advanced GPT-4o model, can simulate natural conversations, allowing students to practice speaking, improve pronunciation, and explore diverse topics in the target language. Students may find practicing with a non-judgmental, patient AI chatbot less intimidating than speaking in front of their peers. For schools concerned about data privacy, COPPA-compliant options like Mizou could offer a safer alternative, providing similar benefits within a more controlled environment.

These AI-driven conversations can not only help boost students’ skills and confidence but also provide valuable insights into their language development. Teachers can analyze transcripts of these interactions to identify areas for improvement and tailor their instruction accordingly.

Mathematics: Personalizing the Problem-Solving Journey

Math teachers often grapple with the challenge of addressing individual students’ weaknesses while maintaining engagement. AI-powered platforms can offer adaptive learning experiences that cater to each student’s specific needs.

Tools like Khanmigo and Sizzle use AI to generate personalized feedback, adjusting difficulty levels based on student performance. These platforms can identify areas where a student is struggling and provide targeted practice, explanations, and feedback.

AI’s mathematical capabilities have greatly improved, but can be inconsistent, especially if the AI is using an older Large Language Model like GPT-3.5. Teachers should review AI-generated content and use student interaction transcripts to gain insights into learning processes and potential misconceptions.

Science: Keeping Pace with Rapid Advancements

Keeping curriculum content up-to-date in the fast-paced world of scientific discovery can be a significant challenge. AI-powered research tools can help educators stay abreast of the latest developments in their field.

Platforms like Consensus use advanced algorithms to analyze and synthesize information from scientific articles, providing users with current, evidence-based knowledge. Also, Perplexity is an AI chatbot that offers quick access to a wide range of scientific information, complete with cited sources for further exploration.

These tools not only help teachers and students update their own knowledge but also enable teachers to integrate cutting-edge information into their lessons, potentially fostering student engagement with contemporary scientific issues.

English Language Arts: Nurturing Writing Skills with Immediate Feedback

Providing timely, detailed feedback on writing assignments is a perennial challenge for English teachers. AI-powered writing assistants could transform this dynamic by offering instant, comprehensive feedback on various aspects of writing.

Platforms like SchoolAI and MagicSchool for Students offer customizable AI chatbots that can provide immediate feedback on student writing. These tools can engage students in dialogue about their writing process, offering suggestions for improvement and asking probing questions to deepen their understanding.

For instance, Robert Kowalski, an independent school humanities teacher, used SchoolAI to create spaces where students could practice their writing skills under his supervision and receive feedback from an AI tutor. The impact was immediate and powerful. Students were excited to use the AI tool, eagerly sharing their work with peers and parents. Robert found that the AI could help students get “unstuck” or start their writing, often providing assistance before he could reach their desk.

History and Social Studies: Decoding Primary Sources

One of the most challenging aspects of teaching history is helping students engage with and understand primary source texts. These documents, often written in archaic language or complex prose, can be intimidating for students. This is where AI tools can make a significant difference.

Diffit for Teachers uses AI to modify reading passages to match each student’s level, generate vocabulary lists and comprehension questions, and create engaging student activities to reinforce close reading. This tool can help make primary sources more accessible, allowing students to engage more deeply with historical content.

Another interesting tool is The Historian Friend, a specialized AI chatbot dedicated to historical primary source analysis. It can suggest new approaches to source analysis and even uncover connections that might not be immediately apparent to readers. This could help students develop more nuanced interpretations of historical documents.

Interdisciplinary Connections: Bridging Subject Boundaries with AI

Educators often struggle to make effective interdisciplinary connections. AI chatbots offer exciting possibilities for helping students forge connections across different subjects, providing a more holistic understanding of how concepts apply in the real world. These tools can create diverse, interactive learning experiences that transcend traditional subject boundaries.

For instance, consider how an AI chatbot might help a student explore the intersection of mathematics and art. It could explain the golden ratio in Renaissance paintings or the fractal patterns in Jackson Pollock’s abstract expressionist works. Similarly, when studying historical inventions, the chatbot could explain the scientific principles behind them, helping students appreciate the interplay between scientific advancement and historical progress.

AI tools can help students develop a more integrated understanding of the world around them. Teachers can leverage these tools to encourage critical thinking, creativity, and the ability to apply knowledge across different contexts — skills that are increasingly valuable in our interconnected world.

Implementing AI Thoughtfully in the Classroom

As teachers explore AI implementation, technology should serve educational goals, not dictate them. Before implementing any AI tool in the classroom, educators should:

  1. Clearly identify the specific learning need or challenge they aim to address
  2. Research and evaluate potential AI solutions, considering factors like accuracy, ease of use, and alignment with curriculum standards
  3. Consult with school administrators to ensure compliance with institutional policies and guidelines
  4. Prepare students for AI interaction, emphasizing critical thinking and responsible use of technology
  5. Continuously assess the impact of AI tools on student learning and adjust implementation as needed

Enhance, Not Replace

A thoughtful, needs-based approach to AI integration can direct the power of these technologies to create more purposeful, effective, and personalized learning experiences for students.

AI provides plenty of opportunities to enhance, not replace, traditional teaching methods. Identifying targets of difficulty and leveraging AI to address them might open up new possibilities for learning, spark curiosity, and prepare students for a future where AI will likely play an increasingly significant role.

Tom Daccord taught in independent schools for 15 years and is currently an AI speaker, trainer, and author. His most recent book, AI Tools & Uses: A Practical Guide for Teachers, is available at Amazon.com.


You may also be interested in reading more articles written by Tom Daccord for Intrepid Ed News.

Tom Daccord

Tom Daccord is an international education technology speaker in English, Spanish, and French and the author of AI Tools & Uses: A Practical Guide for Teachers. He is a former independent school teacher in Canada, France, Switzerland, and the United States and currently resides in Medellin, Colombia. Over the past 25 years, he has worked with more than 10,000 educators in schools and educational organizations in the United States, Canada, Europe, Asia, Africa, Latin America, and the Middle East.

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