Tuesday, July 23, 2024

Master AI Prompts: Guide for Teachers

 From:

https://www.kangaroos.ai/blog/master-ai-prompts-ultimate-guide-for-teachers/?fbclid=IwZXh0bgNhZW0CMTEAAR0FsXcJz7_fkU014a4ez6mFn-yzXJjSE1UvEOqXdM8Bijx2ADy8b6ha-Ro_aem_yT6Bhn9cYVDsHvd7J6AGJA

Master AI Prompts: The Ultimate Guide for Teachers

 
 
 
Teacher educated on AI prompting for best results on Chatgpt, claude and microsoft copliot

Transform Your Teaching with Targeted, Role-Specific AI Prompts

Artificial Intelligence (AI) is transforming education, providing teachers with powerful AI tools to engage students and enhance learning. However, the key to unlocking AI’s full potential lies in crafting effective AI prompts. This concise guide will help you master the art of AI prompting for sharper, more insightful responses.

The Power of a Well-Crafted AI Prompt

Consider the impact of a precise prompt:

Weak Prompt Example:
“Give me ideas for improving classroom engagement.”

Strong Prompt Example:
“You are now the principal of a top-performing school. Our student engagement scores have dropped significantly. Provide your top 3 innovative strategies to boost engagement within the next semester. Be specific and actionable.”

Why Specific, Teacher Role-Oriented Prompts Work

  1. Perspective and Expertise: Assigning a specific role compels the AI to generate responses aligned with particular expertise.
  2. In-Depth Insights: Role-specific prompts elicit more nuanced and sophisticated responses, leveraging AI’s extensive knowledge base.
  3. Creative and Analytical Potential: Detailed scenarios challenge the AI to think critically and creatively.

AI Prompt Pro Tip: Detail and Demand Drive Results

The more detailed and specified the role, the better the results. Specificity helps AI understand the context, delivering more relevant and effective responses.

Example AI Prompts for Teachers:

Here are some examples:

  1. Renowned Education Expert:
    “Imagine you are a globally recognized education expert. Our school district is struggling with integrating technology to enhance learning. Propose a comprehensive plan to incorporate AI and digital tools into our curriculum over the next academic year. Include specific technologies and their expected impact on student outcomes.”
  2. Experienced School Administrator:
    “You are an experienced school administrator at a prestigious institution. We are facing a significant decline in student attendance and morale. Outline a detailed strategy to improve student engagement and attendance rates through innovative programs and policies. Be sure to include measurable goals and expected outcomes.”
  3. Innovative Teacher:
    “Assume you are an award-winning teacher known for your innovative teaching methods. Your current class has a diverse range of learning abilities and needs. Describe three novel instructional strategies you would implement to ensure every student achieves their full potential. Include specific examples of activities and assessments.”

Conclusion

Mastering the art of crafting detailed, role-specific prompts allows teachers to unlock the full potential of AI tools in education. The more specific and demanding the role, the more powerful and insightful the AI’s responses. Experiment with different roles and scenarios to see how AI can transform your teaching practices.

Picture of Diana Chen, AI Expert

Diana Chen, AI Expert

Diana Chen is an esteemed AI specialist dedicated to enhancing educational experiences for teachers through innovative technology solutions. With a passion for leveraging AI advancements, she works to help educators successfully implement cutting-edge AI tools and strategies.
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Ten Studies Every Teacher Should Know About: Edutopia

 From: https://www.edutopia.org/article/10-studies-every-teacher-should-know-about?utm_source=Facebook&utm_medium=Social&utm_campaign=BTS+24&utm_id=BTS24&utm_term=10+studies&utm_content=research&fbclid=IwZXh0bgNhZW0CMTEAAR0d-mOssX17ITtvslPuXb1P5KHZrdvqG_Nfj6laGGm5RgHLvRmJZgYXgQY_aem_sUbkIFD4Nk67-iOzmnahYw

THE RESEARCH IS IN

10 Studies Every Teacher Should Know About

How to integrate the science of reading, plan for effective review sessions with your students, think about inquiry-based learning, and more.

July 19, 2024

Our understanding of what works in classrooms has shifted considerably in the last decade. Cognitive scientists have used powerful new technologies to peer into the learning brain, revealing the critical—and often underestimated—importance of downtime and brain breaks. Other researchers, meanwhile, have pored over hundreds of experimental studies to identify outstanding practices teachers can count on, and quantified the benefits when those practices are applied with fidelity.

Here are 10 recent studies that we think have something important to add to the field of education—and should be on every teacher’s radar.

POWER UP YOUR REVIEW SESSIONS

Two authoritative literature reviews, led by John Dunlosky in 2013 and Shana Carpenter in 2022, make encyclopedic contributions to the canon of effective learning strategies.

There are areas of clear consensus. Both Dunlosky and Carpenter zero in on the power of low-stakes practice tests, which can take the form of ungraded multiple choice, free-recall, or short-answer quizzes given by teachers—or can be self-administered by students using “actual or virtual flashcards“ or “practice problems from textbooks,“ according to Dunlosky's study.

Other relatively simple forms of review like brain dumps, explaining material to yourself or to peers, and question-and-answer sessions are also effective, but there’s a general rule of thumb, according to Carpenter: When processing information, students must actively recall material from memory. Superficial strategies that require less effort, like rereading, highlighting, or copying, are typically far less productive.

Teachers who conduct a single session of review practice “can generate memory improvements that persist for 9 months,“ Carpenter and her colleagues say, “and the positive effects of retrieval over multiple sessions can last for at least 8 years.“

How frequently should material be revisited? Students who engage in review sessions further apart in time dramatically outperform students who engage in sessions clustered closer together in time—a phenomenon called the spacing effect. While there is “no universal ideal spacing schedule,” says Carpenter, teachers should think in terms of days, weeks, or even months. Allow for more time between sessions when material is already familiar to students, and less time when students have a more tenuous grasp of the information. 

The takeaway: Identify foundational concepts in your curriculum and weave them repeatedly through activities like low-stakes practice tests, review sessions, brain dumps, and group work throughout the year. Space your review activities days, weeks, or even months apart for best results. 

SHOULD YOU OPT FOR DIRECT INSTRUCTION, OR INQUIRY?

Despite the public battles pitting advocates of direct instruction against defenders of inquiry-based learning—each side vouches for the superiority of its methods—a comprehensive 2023 review of literature on the topic suggests that the combatants may be missing the point entirely.

“In our view,” write the study’s authors, “the debate should move beyond this contrast, because the merits of either approach can be very context dependent.” When teaching students that the chemical formula for water in H2O or asking them to perform “straightforward operations” like “how to calculate the number of atoms in 118 grams of water,” direct instruction may well be the most efficient means at a teacher’s disposal. But when the material is more open-ended or requires students to apply learning in tricky new contexts—“how does water’s boiling point change with altitude?”—inquiry-based learning may be a better way to “foster deep conceptual understanding,” the researchers note. 

Inside real classrooms, teachers move fluidly between modes: They might conduct a lecture for 20 minutes, then ask students to research a related phenomenon and propose hypotheses. Or, having established a strong foundation of knowledge through direct instruction, they may proceed to a project or research paper that requires students to generate their own knowledge within a domain. 

Moving briskly through dozens of reviews on the topic, the researchers locate the same dynamics in real-world settings: The shifting demands of both the curriculum—and the students—means ”that teachers need not be bound to one mode throughout and can flexibly decide on the pedagogical approach for each concept and situation.” Combining elements of each approach, they note with a hint of weariness, “seems unavoidable when designing realistic, comprehensive real-classroom intervention.”

The takeaway: Combine direct instruction, such as lectures, demonstrations, and closely-guided practice, with inquiry-based approaches that promote deeper comprehension and transference, such as open-ended questions, self-directed research, and projects. Be flexible and let the needs of your students and your learning goals guide your decisions.

THE VALUE OF BACKGROUND KNOWLEDGE FOR ALL AGES

A growing number of studies aligned with the “science of reading”—all published in the last few years—shed light on the critical importance of embedding themes across your lessons, working to connect new material to prior learning, and building upon a rich foundation of background knowledge that students can access when encountering new ideas.

In a Harvard-led 2023 study, researchers compared a traditional approach to reading instruction—building skills like identifying the main idea or citing evidence from the text—to a “knowledge-rich” approach that asked students to familiarize themselves with a topic in order to build “generalized schemas that can be accessed and deployed when new, but related, topics are encountered.” For example, if learning about how animals survive, they’ll start with “concrete cases” such as polar bears living in the Arctic, which later help them with more difficult but related concepts such as adaptation and ecosystems. Compared to their peers, students in the background knowledge approach scored 18 percent higher on later, science-related reading comprehension tests.

Building upon the same content-rich approach, another 2023 study, this one led by University of Virginia researchers, saw reading scores improve by 16 percentile points—a gain that would see U.S. students jump from 15th to fifth place on international reading tests, if implemented nationally.

As you start new lessons, reinforce connections: Ask students to review a video or reading that introduces new information, then have them identify new vocabulary terms and concepts and actively connect them to prior learning. In 2013, researchers discovered that when sixth-grade students created concept maps to connect related ideas, for example, their reading comprehension scores rose sharply.

The takeaway: When planning for the year, identify a few unifying themes, and then ”ask yourself, ‘How can we integrate instruction around a coherent schema?’” suggest James Kim and Mary Burkhauser, who led the Harvard study on background knowledge. Kick off new units with activities that provide accessible, familiar entry points and have students work to connect them to the “big ideas” they’ve been exploring all year.

DRAW MORE TO LEARN MORE

In recent years, cognitive scientists have endorsed the notion that drawing is a powerful way to learn, since students not only encode the material more deeply—processing information visually, kinesthetically, and semantically.

But kids don’t need to be artists to partake of the benefits. In a 2022 study, researchers asked students to create simple sketch notes focused on “capturing the relationships described in texts”—linking critical concepts with arrows, annotations, and other relational markings to create a bird’s-eye view of the conceptual terrain. With the image completed and a new vantage point established, students were able to take stock of how ideas were connected and spot conceptual gaps in their thinking. Fifth graders who created sketchnotes outperformed their study-only peers by 23 percent on later tests of higher-order thinking, an outcome the researchers attributed to the creation of a “coherent mental model” that helped students “see the big picture.” 

Representational drawings, meanwhile—simple sketches of cells or tectonic boundaries, for example—can boost factual recall by nearly double, according to a 2018 study, but are less effective in terms of seeing how ideas connect broadly across a topic. Ask students to draw as a follow-on activity when introducing key concepts that lend themselves to visuals, because drawing is an effective “memory facilitator,” the researchers explain, and forces students to produce a “detailed recollection, as opposed to a more general feeling of familiarity.”

The takeaway: Drawing is generally under-utilized in classrooms, and offers a wide range of productive formats. From more detailed renderings to simple sketches, mind maps, and annotated flow charts, drawing reliably deepens factual recall and comprehension as students tap into multiple ways to reconstruct the material.

PLAN BREAK TIME INTO LESSON PLANNING

More seat time equals more learning, one common view of education holds.

But recent studies cast doubts on the claim. In 2021, neuroscientists at the National Institutes of Health used magnetoencephalography—a sensitive brain-scanning technique—to observe the neural activity of young adults as they learned how to type with their nondominant hand. After a practice session, the study participants were given a short break before continuing to work on acquiring the skill.

When analyzing the data, the researchers discovered that during wakeful rest the brains of the participants replayed the typing sequences over and over at a high rate of speed—flipping the material from the neocortex, where sensory and motor skills are processed, to the hippocampus, the brain’s memory center, over two dozen times in the span of 10 seconds. 

Below the threshold of consciousness, the researchers confirmed, participants were mentally practicing the skill during breaks. The finding echoes a groundbreaking 2001 study that traced the same “neural replay” activity in rats who were learning how to navigate mazes.

We greatly underestimate the value of waking rest during learning, the scientists suggest. The success of early learning, in particular, is largely determined by the small gains that “occur between, rather than during, practice periods,” the study authors note—and incorporating downtime into your learning activities “plays just as important a role as practice in learning a new skill.”

The takeaway: Brain breaks aren’t just ways to cool off and re-energize; they’re an integral part of memory consolidation and may even play a role in developing new insights. When planning lessons—particularly those that cover new material—consider blocking off intervals of rest, relying on simple activities like letting kids listen to music, chat for a minute or two with friends, or take a quick walk around the room.