What You’ll Accomplish
Bulk Import Academic Data
Import entire academic structure from Excel in minutes
Auto-Process Syllabi
Watch hundreds of syllabi get processed simultaneously
Real-Time Progress
Monitor import and skills extraction with live updates
Immediate Results
See extracted skills and generate reports right away
Two Ways to Get Started
Choose the approach that best fits your situation:🚀 Bulk Import (Recommended)
Best for most institutionsImport hundreds of programs, courses, and syllabi in one operation. Perfect if you have existing academic data in spreadsheets or can export from your SIS.⏱️ Time: 10 minutes setup + processing time📊 Result: Entire academic catalog with skills automatically extracted
🏗️ Manual Setup
Best for testing or small programsCreate your academic structure step-by-step to understand the platform. Ideal for trying out features or setting up small pilot programs.⏱️ Time: 10 minutes for basic setup📊 Result: Sample structure ready for expansion
Your Dashboard Overview
When you first log into Mapademics, you’ll see a clean dashboard with a sidebar organized into key sections:- Platform: Home, Reports, and Widget tools
- Academic Data: Programs, Courses, Credentials, and Instructors
- Data Import: Bulk upload and import management
- Employer Relations: Job market data and employer information
- Settings: Organization settings, user management, and processing tools
The sidebar shows your organization name at the top. All data you create is specific to your organization and completely private.
Bulk Import Approach
Recommended for most institutions - This is the fastest way to get your entire academic catalog into Mapademics with skills automatically extracted from syllabi.Step 1: Prepare Your Academic Data
Most institutions already have this data in spreadsheets or can export it from their student information system.1
Download the Import Template
- Navigate to Data Import in the sidebar
- Click Download Template to get the official Excel template
- You’ll get a file with six pre-configured sheets for all your academic data
2
Gather Your Existing Data
Collect your current academic information:
- Programs: Degree programs, certificates, CIP codes
- Courses: Course catalog with names, codes, descriptions
- Instructors: Faculty names and email addresses
- Course Sections: Specific sections with instructors assigned
- Syllabi URLs: Links to PDF syllabi (publicly accessible)
- Credentials: Any stackable credentials or micro-credentials
Most SIS systems can export this data in CSV format, which you can copy into the template.
3
Fill the Template
Copy your data into the appropriate sheets:
- Start with Programs and Instructors (no dependencies)
- Add Courses and link them to programs
- Create Course Sections and assign instructors
- Add any Credentials and link them to sections
Include syllabus URLs in the Course Sections sheet - Mapademics will automatically download and process them for skills extraction.
Step 2: Upload and Process Everything at Once
1
Upload Your Template
- In Data Import, click Choose File and select your completed template
- Click Upload - the system validates all your data instantly
- Review the parsed data across all six tabs to confirm accuracy
2
Resolve Any Conflicts
If you have existing data, you’ll see a conflict resolution screen:
- Skip Import: Keep existing data unchanged
- Replace Existing: Update with new data from your template
- Create New: Add a suffix to create separate entries
Most first-time users won’t have conflicts, so you’ll go straight to the review screen.
3
Execute the Bulk Import
- Click Execute Import to begin processing
- Watch real-time progress as the system creates your entire academic structure
- See live updates showing exactly what’s being processed

Step 3: Watch Automatic Skills Extraction
The magic happens next - if you included syllabus URLs, Mapademics immediately begins processing them.1
Monitor Syllabus Processing
- A background batch job starts automatically for all uploaded syllabi
- You’ll see real-time updates as each syllabus gets processed
- The system downloads PDFs, analyzes content, and extracts skills using AI
Processing time varies by syllabus length, but typically 1-3 minutes per document. Multiple syllabi process simultaneously.
2
View Processing Results
- Navigate to Background Jobs > Syllabi Processing to monitor progress
- See detailed status for each syllabus with success/failure indicators
- Failed items show specific error messages for troubleshooting
3
Review Extracted Skills
- Once processing completes, visit any course section
- View the Skills section to see automatically extracted competencies
- Skills are stored as structured JSON showing learning outcomes identified in syllabi
You’re Done!
Bulk Import Complete: Your entire academic catalog is now in Mapademics with skills automatically extracted from hundreds of syllabi. The whole process takes about 10 minutes of your time plus processing time.
View Programs
Browse your imported program catalog
Generate Reports
Create skills analysis across your programs
Monitor Jobs
Track ongoing syllabus processing
Manual Setup Approach
Best for testing or small programs - Build your academic structure step-by-step to understand the platform.Step 1: Create Your First Program
Step 1: Create Your First Program
Programs are the foundation - they represent degree programs, certificates, or educational pathways.
- Click Programs in the Academic Data section
- Click Add Program
- Fill in program details:
- Name: (e.g., “Computer Science Bachelor’s”)
- Description: Brief program description
- CIP Code (optional): Classification code if available
- Click Save
Step 2: Add Courses
Step 2: Add Courses
- Click Courses in the sidebar
- Click Add Course and enter:
- Course Name: (e.g., “Introduction to Programming”)
- Course Code: (e.g., “CS 101”)
- Description: Course description
- Programs: Select your program
- Click Save
Step 3: Create Instructors and Sections
Step 3: Create Instructors and Sections
- Add an instructor:
- Click Instructors > Add Instructor
- Enter name and email, then Save
- Create a course section:
- From your course detail page, click Add Section
- Enter section name and assign the instructor
- Click Save Section
Step 4: Upload and Process a Syllabus
Step 4: Upload and Process a Syllabus
- On your course section page:
- Click Upload Syllabus and select a PDF
- Wait for upload completion
- Click Process Skills to start AI analysis
- Monitor progress via real-time updates
- Review extracted skills in the Skills section once complete
Manual Setup Complete: You have a working academic structure and understand the platform workflow. Perfect for expanding with more programs and courses.
Understanding Real-Time Processing
Mapademics uses advanced background processing with live updates to handle large-scale academic data efficiently.How Bulk Processing Works
How Bulk Processing Works
- WebSocket Connections: Real-time progress updates during import and skills extraction
- Batch Operations: Multiple syllabi process simultaneously for maximum efficiency
- Conflict Resolution: Smart detection of existing data with flexible resolution options
- Error Handling: Failed items are clearly identified with specific error messages
Monitoring Job Status
Monitoring Job Status
- Live Progress Bars: See exactly how many items are processed vs. remaining
- Connection Indicators: Green status shows live WebSocket connection
- Background Jobs Dashboard: Detailed monitoring of all processing activities
- Automated Notifications: System alerts when large jobs complete
Skills Processing Pipeline
Skills Processing Pipeline
- Automatic PDF Download: System fetches syllabi from provided URLs
- AI Content Analysis: Advanced models analyze course content for learning outcomes
- Skills Extraction: Structured data showing competencies and learning objectives
- Section-Level Assignment: Skills are precisely mapped to specific course sections
What Happens Next
Add Job Market Data
Import job descriptions to analyze skills demand and alignment
Generate Advanced Reports
Create comprehensive skills gap analyses across your programs
Set Up Employer Matching
Connect with local employers to understand workforce needs
Create Public Widgets
Share program outcomes publicly through embeddable widgets
Congratulations!
You’ve successfully set up Mapademics using the approach that works best for your institution: If you used Bulk Import:- ✅ Imported your entire academic catalog in minutes
- ✅ Automatically processed hundreds of syllabi for skills extraction
- ✅ Set up real-time monitoring of background processing jobs
- ✅ Created a foundation for comprehensive skills analytics
- ✅ Built your first complete academic structure
- ✅ Understood the platform’s core workflows
- ✅ Processed your first syllabus and viewed extracted skills
- ✅ Explored the reporting and analytics capabilities
Next Steps Based on Your Goals
🎯 Prove Program ROI
Generate program reports showing skills alignment with job market demand. Perfect for demonstrating value to students and stakeholders.Create Your First Report →
🤝 Employer Partnerships
Add job market data to show how your programs prepare graduates for specific roles and industries.Set Up Job Matching →
📊 Public Transparency
Create embeddable widgets that prospective students can view on your website showing clear career outcomes.Build Your Widget →
⚙️ Advanced Configuration
Customize processing settings to fine-tune skills extraction for your specific academic content.Configure Processing →