Tutorial 1: Using AI for Automatic Grading
Artificial Intelligence (AI) has become a pivotal force in revolutionizing the educational sector. One specific area undergoing this transformation is grading systems, integrating AI technologies to increase efficiency and accuracy. A well-known software championing this is Gradescope, an online grading system using AI to streamline grading process.
Gradescope allows educators to grade everything from essays to problem sets digitally. Here’s a guide on using the AI-aided service:
Step 1: Account Setup
Create an account at Gradescope’s website. Remember to select an appropriate role (teacher, student, etc.) during the setup process.
Step 2: Course Creation
Once logged in, click on the “Create Course” button and fill in all required details.
Step 3: Assignment Creation
Next step involves assignment creation. Click on the “Assignments” button and select “Create Assignment”. You will then be prompted to specify the assignment type, title, due date, etc.
Step 4: Rubric and AI-assisted Grading
On the assignment page, define a rubric for the assignment. Gradescope’s AI will use this rubric to aid in its automatic grading. If the task is multiple-choice or checkbox-based, then Gradescope’s AI can auto-grade submissions after you provide the correct answers.
Step 5: Student Submission
Send assignment to students for submissions. Once submitted, Gradescope’s AI uses the outlined grading rubric to grade the papers.
Step 6: Review Grades
After grading, you can review the assignment grades. If there’s a need, adjustments can be made manually.
Tutorial 2: Utilizing Turnitin for Grading with AI
Turnitin is an AI-powered platform known for assessing plagiarism in academic work but it also helps in grading assignments as it provides instant feedback.
Step 1: Account Setup
To use Turnitin for grading, register an account on the official website.
Step 2: Create Class and Assignments
After setting up the account, create a class, add students, and then set up assignments.
Step 3: Originality and GradeMark
Turnitin has two popular AI tools: Originality Check and GradeMark. Originality Check scans the work for matches in a vast database for plagiarism while GradeMark provides feedback to students on their work.
Step 4: Feedback and QuickMarks
Set up a feedback studio including QuickMarks. The QuickMarks are observations and suggestions for improvement on standard writing issues, e.g., grammar, structure, and more.
Step 5: Rubric Manager
Setting up the Rubric Manager will allow for a detailed grading structure for assignments. The Rubric Manager can be customized according to the assignment or module needs and helps in providing very specific feedback.
Step 6: Grading and Feedback
Once the assignments have been submitted, grade and provide necessary feedback and marks.
Tutorial 3: Incorporating AI into Custom Grading Systems
Besides using established AI grading systems, custom grading systems backed by AI can also be built and tailored for specific requirements.
Step 1: Design your Grading Rubric
Design and establish your grading rubric. The more detailed your rubric, the better the AI will be at grading assignments.
Step 2: Choose your AI Model
There are models built specifically for grading essays, such as the Automated Essay Scoring (AES). This AI model uses Natural Language Processing (NLP) for grading.
Step 3: Train the Model
Train your AI model with numerous graded papers so it can understand your grading standards.
Step 4: Test the Model
After training, test your AI model to see how accurately it can grade new assignments.
Step 5: Integrate into Grading System and Iterate
Integrate your AI model into your grading system, and constantly evaluate and fine-tune it to improve its performance.
The leap into AI-aided grading improves not only the efficiency of the grading process but can also help in improving the quality of teaching and learning in classrooms. Regardless of the medium, introducing AI into your grading system can save countless hours and improve accuracy. It makes sense to include these advancements in an educator’s toolkit to better prepare for a tech-integrated future.