{
  "provenance": {
    "kind": "synthetic_teaching_example",
    "created": "2026-10-04",
    "source_revision": "60e0afd05d3ec30ca8835b00e1b722e6090bf984",
    "note": "운영 저장소의 C4 분석 코드를 로컬에서 실행한 모의 결과. 실제 참여자 자료나 운영 계정 실행 기록이 아님.",
    "versions": {
      "numpy": "2.4.2",
      "scipy": "1.17.1",
      "pandas": "3.0.1",
      "factor_analyzer": "0.5.1",
      "scikit-learn": "1.8.0",
      "pydantic": "2.12.5"
    },
    "seed": 42,
    "assumed_loading": 0.7,
    "assumed_factor_correlation": 0.3,
    "sampling_pool_rows": 50000,
    "parallel_analysis_random_datasets": 100,
    "parallel_analysis_reference": "mean full-correlation-matrix eigenvalues from normal random data",
    "same_input_reproduces": true,
    "text_only_change_leaves_data_unchanged": true,
    "pool_setting_500_and_1000_same_data": true,
    "data_sha256": "759b9123f98ff3a152ff675326a4e8b63cdd044d72fd9e96fe2c99b4e76ee471"
  },
  "input": {
    "project_id": "00000000-0000-4000-8000-000000000001",
    "items": [
      {
        "item_id": "C4_001",
        "item_text": "나는 연구 주제를 구체적인 연구 질문으로 정리할 수 있다.",
        "factor_name": "연구 수행 자신감",
        "is_reverse": false
      },
      {
        "item_id": "C4_002",
        "item_text": "나는 내 연구 질문에 맞는 자료 수집 방법을 선택할 수 있다.",
        "factor_name": "연구 수행 자신감",
        "is_reverse": false
      },
      {
        "item_id": "C4_003",
        "item_text": "나는 내 연구에서 사용할 변수를 명확하게 정의할 수 있다.",
        "factor_name": "연구 수행 자신감",
        "is_reverse": false
      },
      {
        "item_id": "C4_004",
        "item_text": "나는 분석 결과가 연구 질문에 어떤 답을 주는지 설명할 수 있다.",
        "factor_name": "연구 수행 자신감",
        "is_reverse": false
      },
      {
        "item_id": "C4_005",
        "item_text": "나는 내 연구의 한계를 구체적으로 설명할 수 있다.",
        "factor_name": "연구 수행 자신감",
        "is_reverse": false
      },
      {
        "item_id": "C4_006",
        "item_text": "나는 연구 진행 중 생긴 문제의 해결 방법을 찾아볼 수 있다.",
        "factor_name": "연구 수행 자신감",
        "is_reverse": false
      },
      {
        "item_id": "C4_007",
        "item_text": "나는 연구 방법에 관해 조언을 구할 사람이 있다.",
        "factor_name": "지각된 연구 지원",
        "is_reverse": false
      },
      {
        "item_id": "C4_008",
        "item_text": "나는 연구에 필요한 문헌을 구하는 데 도움을 받을 수 있다.",
        "factor_name": "지각된 연구 지원",
        "is_reverse": false
      },
      {
        "item_id": "C4_009",
        "item_text": "나는 분석 중 어려움이 생기면 도움을 요청할 사람이 있다.",
        "factor_name": "지각된 연구 지원",
        "is_reverse": false
      },
      {
        "item_id": "C4_010",
        "item_text": "나는 연구 계획에 대한 피드백을 받을 기회가 있다.",
        "factor_name": "지각된 연구 지원",
        "is_reverse": false
      },
      {
        "item_id": "C4_011",
        "item_text": "나는 연구를 지속하도록 격려해 주는 사람이 있다.",
        "factor_name": "지각된 연구 지원",
        "is_reverse": false
      },
      {
        "item_id": "C4_012",
        "item_text": "나는 연구 진행 상황을 함께 논의할 사람이 있다.",
        "factor_name": "지각된 연구 지원",
        "is_reverse": false
      }
    ],
    "factor_structure": {
      "연구 수행 자신감": [
        "C4_001",
        "C4_002",
        "C4_003",
        "C4_004",
        "C4_005",
        "C4_006"
      ],
      "지각된 연구 지원": [
        "C4_007",
        "C4_008",
        "C4_009",
        "C4_010",
        "C4_011",
        "C4_012"
      ]
    },
    "population_params": {
      "correlation_matrix": null,
      "factor_loadings_range": [
        0.5,
        0.9
      ],
      "skewness": 0.0,
      "kurtosis": 0.0
    },
    "n_simulations": 500,
    "n_samples": 300
  },
  "output": {
    "project_id": "00000000-0000-4000-8000-000000000001",
    "simulation_config": {
      "n_simulations": 500,
      "n_samples": 300,
      "skewness": 0.0,
      "kurtosis": 0.0,
      "non_normality_method": "none",
      "disclaimer": "본 시뮬레이션은 문항의 구조적 결함 사전 탐지용 예비 스크리닝이며, 실제 응답 데이터를 대체하지 않는다"
    },
    "efa_result": {
      "kmo_value": 0.8782,
      "bartlett_p_value": 0.0,
      "kmo_passed": true,
      "factorability_computed": true,
      "n_factors_eigenvalue": 2,
      "n_factors_parallel": 2,
      "recommended_n_factors": 2,
      "rotation_method": "promax",
      "total_variance_explained": 46.5456,
      "factor_loadings": {
        "C4_001": {
          "Factor1": 0.7186,
          "Factor2": -0.0063
        },
        "C4_002": {
          "Factor1": 0.6454,
          "Factor2": -0.0379
        },
        "C4_003": {
          "Factor1": 0.6836,
          "Factor2": -0.0556
        },
        "C4_004": {
          "Factor1": 0.6921,
          "Factor2": 0.0772
        },
        "C4_005": {
          "Factor1": 0.7052,
          "Factor2": -0.0181
        },
        "C4_006": {
          "Factor1": 0.6563,
          "Factor2": 0.0536
        },
        "C4_007": {
          "Factor1": 0.0643,
          "Factor2": 0.6562
        },
        "C4_008": {
          "Factor1": 0.0277,
          "Factor2": 0.6505
        },
        "C4_009": {
          "Factor1": -0.0318,
          "Factor2": 0.7005
        },
        "C4_010": {
          "Factor1": -0.0222,
          "Factor2": 0.6321
        },
        "C4_011": {
          "Factor1": 0.0383,
          "Factor2": 0.7055
        },
        "C4_012": {
          "Factor1": -0.0689,
          "Factor2": 0.7141
        }
      },
      "cross_loading_warnings": [],
      "low_loading_items": []
    },
    "reliability_results": [
      {
        "factor_name": "연구 수행 자신감",
        "cronbach_alpha": 0.8404,
        "alpha_passed": true,
        "citc_values": {
          "C4_001": 0.6427,
          "C4_002": 0.5752,
          "C4_003": 0.6053,
          "C4_004": 0.6438,
          "C4_005": 0.628,
          "C4_006": 0.6092
        },
        "citc_warnings": [],
        "alpha_if_deleted": {
          "C4_001": 0.8092,
          "C4_002": 0.8225,
          "C4_003": 0.8169,
          "C4_004": 0.8094,
          "C4_005": 0.8123,
          "C4_006": 0.816
        }
      },
      {
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        "cronbach_alpha": 0.8351,
        "alpha_passed": true,
        "citc_values": {
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          "C4_008": 0.5903,
          "C4_009": 0.621,
          "C4_010": 0.5641,
          "C4_011": 0.642,
          "C4_012": 0.6211
        },
        "citc_warnings": [],
        "alpha_if_deleted": {
          "C4_007": 0.8077,
          "C4_008": 0.8121,
          "C4_009": 0.8059,
          "C4_010": 0.8172,
          "C4_011": 0.8015,
          "C4_012": 0.8058
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      }
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    ],
    "removed_items": [],
    "overall_passed": true,
    "stage_decision": "proceed_to_c5",
    "irt_preanalysis": null,
    "issues": []
  },
  "response_columns": [
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