• DATA
  • DATA
  • REPORT
  • HUMAN

How to calculate program success rates with your AI

Connect your data once. After that, your AI handles the math for any cohort you specify.

Ask AI about this page

Short answer

How do I get graduation and attrition rates for a cohort?

Ask your AI to pull the metrics for a specific cohort name or ID. It uses the graduation metrics tool to calculate these percentages immediately. You'll get a clear breakdown of who finished and who dropped out.

The outcomes

What you get from your AI

The AI processes your cohort data and delivers these specific outputs.

DATA

Instant graduation rates

The AI calculates the exact percentage of participants who completed the program. You get a clean number for any cohort you name.

DATA

Attrition percentages

The agent identifies how many people left the program early. This helps you see exactly where you're losing participants.

REPORT

Cohort comparisons

You can ask your AI to compare the success rates of two different groups. It handles the math across multiple cohorts at once.

HUMAN

Manual intervention

The AI provides the numbers, but you decide how to address the attrition. It won't contact or remove participants for you.

The workflow

What your AI does when you ask for metrics.

The AI moves from raw data to finished percentages through these steps.

  1. Identify the cohort

    Your AI looks through your program records to find the specific group you mentioned.

    get_graduation_metrics

  2. Calculate completion

    The agent counts the successful graduates against the total enrollment for that period.

    get_graduation_metrics

  3. Determine attrition

    It identifies the drop-out rate by comparing active participants to those who exited.

    get_graduation_metrics

  4. Format the results

    The AI presents the final percentages in a readable format for your report.

    get_graduation_metrics

Try it

Copy these to start.

Use these prompts to get moving immediately.

Starting points

Swap out the cohort names and years with your actual program data.

Accelerator Metrics Service Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_v5RiOHzHplcpbABx1uMTKTedSHZUAJqsedikFb3r/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 Metrics Service capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-graduation-metrics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_v5RiOHzHplcpbABx1uMTKTedSHZUAJqsedikFb3r/mcp"
    }
  }
}
Copy into chat04

  • What was the graduation rate for the Summer 2024 cohort?

  • Show me the attrition percentage for the Fall 2023 cohort.

  • Compare the graduation rates between the Alpha and Beta cohorts.

  • Give me a summary of success metrics for all cohorts in 2023.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Accelerator Graduation Metrics once, then ask.

Click the link to connect your data. Your credentials stay encrypted, and you can start asking questions in your preferred AI client right away.

Connect Accelerator Graduation Metrics to your AI

FAQ

Common questions

  • 01

    Can the AI change my cohort data?

    No. The AI only reads the data to calculate metrics; it cannot edit or delete your records.

  • 02

    Does the AI contact students who dropped out?

    No. The AI only provides the statistical percentages. You must handle all student communication yourself.

  • 03

    Can I get metrics for a specific date range?

    Yes, as long as you specify the cohort that covers that time period.

  • 04

    Do I need to upload a CSV every time?

    No. Once you connect the MCP, the AI has access to the data it needs to run the tools.

  • 05

    Can the AI predict future graduation rates?

    No. The tool only calculates metrics based on existing, completed, or current cohort data.

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

Connect Accelerator Metrics Service to Claude, Cursor, ChatGPT & more