What is selection bias in an accelerator context?

Selection bias occurs when the cohort of accepted companies is not a random sample, meaning they may have inherent qualities that lead to success regardless of the program's influence.

How do I calculate the actual impact of my program?

You can use the `estimate_true_value_add` tool. It requires the outcomes of both accepted and rejected companies, along with the bias magnitude calculated via `calculate_bias_magnitude`.

Can I check if my selection criteria are working?

Yes, the `evaluate_selection_effectiveness` tool measures the correlation between your selection metrics and the actual realized outcomes of the companies.

Accelerator Selection Bias Correction MCP Connector for Claude

A+

Quantify and correct selection bias in accelerator program outcomes.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides analytical tools to identify and correct selection bias in accelerator programs. By comparing the performance of accepted companies against rejected applicants, it helps program managers understand the true impact of their selection process. Use calculate_bias_magnitude to find the statistical gap between cohorts, estimate_true_value_add to isolate the program's actual impact from pre-existing excellence, and evaluate_selection_effectiveness to measure how well selection criteria predict future success.

acceleratorselection-biasdata-analysisstartup-metricspredictive-modeling

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_J6hTHey2s2hm5A5AD3VAxmOAU5gxJa4FiXMPKEJD/mcp

② Claude Code (terminal)

claude mcp add --transport http accelerator-selection-bias-correction https://edge.vinkius.com/vk_preview_J6hTHey2s2hm5A5AD3VAxmOAU5gxJa4FiXMPKEJD/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "accelerator-selection-bias-correction": {
      "url": "https://edge.vinkius.com/vk_preview_J6hTHey2s2hm5A5AD3VAxmOAU5gxJa4FiXMPKEJD/mcp"
    }
  }
}

Get full access on Vinkius

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Details

Tools: 3
Grade: A+
Score: 100/100
Updated: Oct 1, 2026

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