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seanshin0214

Dr. QuantMaster MCP Server

by seanshin0214

iv_strength_check

Check instrumental variable strength and validity for causal inference. Analyze F-statistics and overidentification tests to ensure reliable econometric models.

Instructions

도구변수 강도/유효성 검정 가이드

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
n_instrumentsYes도구변수 수
first_stage_fNo1단계 F-통계량
overid_testNo과대식별 검정 필요 여부

Implementation Reference

  • Handler function that implements the iv_strength_check tool logic: interprets first-stage F-statistic for instrument strength and suggests additional tests.
    function handleIvStrengthCheck(args: Record<string, unknown>) {
      const firstStageF = args.first_stage_f as number;
      return {
        first_stage_f: firstStageF,
        interpretation: firstStageF >= 10 ? "Strong instrument" : "Weak instrument concern",
        additional_tests: [
          "Stock-Yogo critical values",
          "Anderson-Rubin confidence sets (robust to weak IV)",
          "LIML estimator (less biased with weak IV)"
        ]
      };
    }
  • Tool schema definition including input parameters for IV strength check (number of instruments, first-stage F, overid test flag).
    {
      name: "iv_strength_check",
      description: "도구변수 강도/유효성 검정 가이드",
      inputSchema: {
        type: "object",
        properties: {
          n_instruments: { type: "number", description: "도구변수 수" },
          first_stage_f: { type: "number", description: "1단계 F-통계량" },
          overid_test: { type: "boolean", description: "과대식별 검정 필요 여부" },
        },
        required: ["n_instruments"],
      },
    },
  • Registration of the iv_strength_check handler in the main tool dispatcher switch statement.
    case "iv_strength_check":
      return handleIvStrengthCheck(args);

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