• STATISTICS
  • TRENDS
  • ANOMALIES
  • HUMAN

How to map graduation time distributions with your AI

Connect your data once. Your AI handles the math and the modeling from then on.

Ask AI about this page

Short answer

How can I map graduation time distributions for my cohorts?

Your AI pulls completion data from your accelerator records to calculate the full spread of timelines. You get a clear view of averages, medians, and outliers. This breakdown shows exactly how your cohorts move through the program.

The results.

Where your data lands.

The AI processes the raw timelines into these specific insights.

STATISTICS

Calculated timeline spreads

The AI runs the math on completion dates to find the mean and median. You get the exact numbers for every cohort.

TRENDS

Cohort velocity shifts

The AI compares different groups to see if graduation speeds are increasing or slowing down over time.

ANOMALIES

Outlier identification

The AI flags specific companies that are moving significantly faster or slower than the rest of the group.

HUMAN

Program adjustments

You take the statistical findings to decide if you need to change curriculum pacing or support levels.

The workflow

What your AI does when the data arrives.

The AI moves from raw timestamps to actionable distribution models.

  1. Fetch completion data

    The AI pulls the specific start and end dates for every company in your cohort records.

    get_completion_time_distribution

  2. Calculate distributions

    The AI processes the raw durations to build a statistical spread of how long companies actually stay in the program.

    get_completion_time_distribution

  3. Identify medians

    The AI isolates the middle values to ensure outliers don't skew your understanding of a typical graduation path.

    get_completion_time_distribution

  4. Summarize findings

    The AI presents the final timeline metrics in a format you can use for reporting or planning.

    get_completion_time_distribution

Try it

Copy these to start.

Use these prompts to trigger the analysis immediately.

Starting points

These are opening lines. Swap the bracketed info for your specific cohort names or date ranges.

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

  • Show me the graduation time distribution for the Summer 2023 cohort.

  • What is the median completion time for all companies in the current accelerator cycle?

  • Compare the graduation time distributions between the 2022 and 2023 cohorts.

  • Identify any outliers in the completion timelines for the most recent cohort.

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

Start here

Connect Accelerator Graduation Metrics once, then ask.

Just link your data source. Your credentials stay encrypted, and you can start asking questions right away.

Connect Accelerator Graduation Metrics to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my original graduation dates?

    No. The AI only reads the data to perform calculations. It cannot modify your records.

  • 02

    Does the AI delete any cohort information?

    No. The AI has no permission to delete or overwrite your data.

  • 03

    Can I use this to predict future graduation dates?

    The AI can analyze past distributions to help you understand trends, but it does not perform predictive modeling.

  • 04

    How does it handle companies that haven't graduated yet?

    The tool focuses on completed timelines. It won't include companies that are still active in the program unless you ask for specific progress metrics.

  • 05

    Do I need to format my data in a specific way?

    The AI works with the data provided through the connector. As long as the completion dates are present, it can run the distribution.

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

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