• TRENDS
  • STABILITY
  • ANOMALIES
  • HUMAN

How to track instructor performance trends with your AI

Connect your instructor data once. From then on, your AI handles the heavy lifting of spotting patterns in teaching quality.

Ask AI about this page

Short answer

How can I see if my instructors are getting better?

Your AI uses the effectiveness trend tool to compare historical performance data against current metrics. It identifies whether an instructor's impact is improving, declining, or staying consistent. You'll get a clear breakdown of these movement patterns.

The outcomes

What you get from the analysis

The AI processes raw instructor data into these specific outcomes.

TRENDS

Directional movement

The AI identifies if an instructor's effectiveness is on an upward, downward, or flat trajectory. You see the direction of their performance over time.

STABILITY

Consistency checks

The AI flags instructors who maintain steady performance levels. This helps you identify your most reliable educators.

ANOMALIES

Sudden shifts

The AI spots sharp changes in effectiveness that deviate from established patterns. This highlights immediate areas for attention.

HUMAN

Direct intervention

The AI provides the data, but you decide how to coach or support the instructor. You handle the actual conversations and training adjustments.

The workflow

What your AI does when the data arrives.

The AI moves from raw data ingestion to actionable trend reporting.

  1. Data ingestion

    Your AI pulls the latest instructor metrics and historical performance records to build a baseline.

    get_effectiveness_trend

  2. Pattern recognition

    The AI compares recent scores against previous periods to find mathematical trends.

    get_effectiveness_trend

  3. Trend categorization

    The AI sorts these patterns into improving, declining, or consistent categories.

    get_effectiveness_trend

  4. Summary generation

    The AI translates the raw trend data into a plain English report for your review.

    get_effectiveness_trend

Try it

Copy these to start.

Use these prompts to trigger the analysis in your chat interface.

Starting points

Swap the bracketed text for your specific instructor names or department IDs.

Accelerator Instructor Effectiveness Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/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 Instructor Effectiveness capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-instructor-effectiveness-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_VP4WeO1Ug12b05Xj97Rt2IBpKKfpPwDEj9AyjAVO/mcp"
    }
  }
}
Copy into chat04

  • Show me the effectiveness trend for instructor [Name] over the last three months.

  • Are there any instructors in the [Department Name] department whose effectiveness is declining?

  • Compare the performance trends of [Instructor A] and [Instructor B] to see who is improving faster.

  • Give me a summary of all instructors whose effectiveness has stayed consistent this semester.

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

Start here

Connect Accelerator Instructor Effectiveness once, then ask.

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

Connect Accelerator Instructor Effectiveness to your AI

FAQ

How the task behaves

  • 01

    Can the AI change an instructor's rating?

    No. The AI only reads and analyzes existing data. It cannot modify instructor records or ratings.

  • 02

    Does the AI automatically send coaching emails?

    No. The AI identifies the trends, but you must be the one to send any communications or take action.

  • 03

    How often does the AI update the trends?

    The AI analyzes the data you provide at the moment you ask the question.

  • 04

    Can I see trends for a specific course?

    Yes, if the instructor data includes course-level metrics, the AI can filter trends by course.

  • 05

    What happens if the data is missing for a period?

    The AI will report on the available data and will not invent or guess missing performance metrics.

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

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