• SKILL GAPS
  • MASTERY
  • GROWTH
  • HUMAN

How to measure learning impact with your AI

Connect your curriculum data to your AI client to see if your training actually works. It handles the math and the comparison against your goals.

Ask AI about this page

Short answer

How can I tell if my curriculum is working?

Your AI compares participant scores against your specific learning objectives to find where people are actually learning. You get a clear view of skill gaps and mastery levels. This breakdown shows you exactly where to focus your improvements.

The results you get

Where your insights land

The AI processes your data to produce these four outcomes.

SKILL GAPS

Find missing knowledge

The AI flags specific topics where scores are low. You'll see exactly which concepts learners are struggling to grasp.

MASTERY

Verify goal achievement

It calculates how many participants hit your target proficiency. This confirms if the curriculum met its stated purpose.

GROWTH

Track skill gains

By comparing pre- and post-test data, the AI shows the actual improvement in knowledge. You see the net impact of the training.

HUMAN

Decide on changes

The AI hands you the data trends. You decide which lessons to rewrite or which modules to scrap.

The workflow

What your AI does when the data arrives.

The AI takes your raw participant files and turns them into actionable evidence.

  1. Read participant data

    The AI pulls scores and responses from your uploaded spreadsheets or LMS exports.

    learning_impact

  2. Map scores to goals

    It links every individual result to the specific learning objective it was testing.

    learning_impact

  3. Calculate impact

    The AI runs the math to determine mastery rates and knowledge growth across the group.

    learning_impact

  4. Summarize findings

    It writes a plain English summary of where the curriculum succeeded and where it failed.

    learning_impact

Try it

Copy these to start.

Use these prompts to kick off your analysis.

Starting points

These are opening lines. Replace the names in quotes with your actual file names.

Accelerator Curriculum Effectiveness Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_aUPe72TYM9MtVzsZvNWmtCoAdBmYgKvwOo5gzfE3/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Accelerator Curriculum Effectiveness capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-curriculum-effectiveness-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_aUPe72TYM9MtVzsZvNWmtCoAdBmYgKvwOo5gzfE3/mcp"
    }
  }
}
Copy into chat04

  • Analyze 'Training_Results_2024.csv' and tell me if we hit our 85% mastery goal.

  • Compare the pre-test and post-test scores in 'Workshop_Data.xlsx' to show the knowledge gain.

  • Look at the feedback in 'Student_Surveys.csv' and find which module was the most confusing.

  • Based on 'Final_Exam_Scores.csv', which learning objective needs more focus in the next session?

  • Claude
  • ChatGPT
  • Cursor
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  • Claude Code
  • JetBrains
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Start here

Connect Accelerator Curriculum Effectiveness once, then ask.

Connect your data source once. Your credentials stay encrypted on our side, and you can immediately start asking your AI about your curriculum performance.

Connect Accelerator Curriculum Effectiveness to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my curriculum files?

    No. The AI only reads your data to provide analysis. You must make any changes to your curriculum files yourself.

  • 02

    Does the AI delete my participant data?

    No. The AI has no capability to delete or modify your original files.

  • 03

    What file types work best?

    The AI works best with CSV and Excel files that contain clear columns for scores and objectives.

  • 04

    Can the AI grade my students?

    No. The AI analyzes the data you provide, but it does not interface with your LMS to assign grades.

  • 05

    Can I use this for qualitative feedback?

    Yes. If your data includes text-based survey responses, the AI can analyze those to find common themes or frustrations.

  • More questions about Accelerator Curriculum Effectiveness? The Connector page answers them. See everything the Accelerator Curriculum Effectiveness Connector can do

Connect Accelerator Curriculum Effectiveness to Claude, Cursor, ChatGPT & more