{
  "report_id": "192-return-tariff-choice",
  "status": "validated",
  "version": "1.1",
  "publication": {
    "date_modified": "2026-07-20",
    "articles": [
      {
        "number": 193,
        "id": "return-delay-tariff-choice",
        "path": "articles/cuando-cambia-tarifa-vuelta.html",
        "canonical_url": "https://wodbuster.com/observatorio/tarifa-elegida-al-volver/tiempo-fuera/",
        "question": "¿Cómo cambia la tarifa elegida según el tiempo que tarda la vuelta?"
      }
    ]
  },
  "cohort": "2024-01-01/2024-12-31",
  "observation_cutoff_exclusive": "2026-04-01",
  "definitions": {
    "eligible_return": "Primera vuelta durante 365 días después de la primera interrupción observada en 2024.",
    "same_tariff": "La primera mensualidad del regreso conserva el mismo producto.",
    "higher_or_lower_price": "Cambia de producto y aumenta o reduce el importe mensual realmente pagado.",
    "renewed_once": "La nueva secuencia contiene al menos dos meses pagados.",
    "covered_90": "La cobertura reconstruida alcanza 90 días desde el regreso."
  },
  "sample": {
    "tenants_attempted": 2174,
    "tenants_succeeded": 2174,
    "tenants_failed": 0,
    "centers_with_cohort": 1615,
    "aggregate_rows": 12589,
    "eligible_returns": 136195
  },
  "primary_choice_distribution": {
    "minimum_returns_per_center": 20,
    "centers": 1378,
    "returns": 134011,
    "choice_share_pct": {
      "SAME_TARIFF": {
        "mean_center_pct": 70.44,
        "median_center_pct": 70.97,
        "bootstrap_95_ci_pct": [
          69.66,
          71.21
        ]
      },
      "HIGHER_PRICE": {
        "mean_center_pct": 15.67,
        "median_center_pct": 14.51,
        "bootstrap_95_ci_pct": [
          15.13,
          16.18
        ]
      },
      "LOWER_PRICE": {
        "mean_center_pct": 11.73,
        "median_center_pct": 11.11,
        "bootstrap_95_ci_pct": [
          11.35,
          12.13
        ]
      },
      "DIFFERENT_SAME_PRICE": {
        "mean_center_pct": 2.16,
        "median_center_pct": 0.0,
        "bootstrap_95_ci_pct": [
          1.9,
          2.43
        ]
      }
    }
  },
  "primary_three_group_outcomes": {
    "minimum_each_group_per_center": 5,
    "centers": 894,
    "profiles": {
      "LOWER_PRICE": 13988,
      "SAME_TARIFF": 72754,
      "HIGHER_PRICE": 18074
    },
    "outcomes": {
      "renewed_once": {
        "mean_center_pct": {
          "LOWER_PRICE": 64.32,
          "SAME_TARIFF": 71.35,
          "HIGHER_PRICE": 74.65
        },
        "paired_differences": {
          "higher_minus_same": {
            "mean_percentage_points": 3.29,
            "centers_with_positive_difference_pct": 59.51,
            "bootstrap_95_ci_percentage_points": [
              2.36,
              4.2
            ]
          },
          "same_minus_lower": {
            "mean_percentage_points": 7.03,
            "centers_with_positive_difference_pct": 67.23,
            "bootstrap_95_ci_percentage_points": [
              5.95,
              8.14
            ]
          },
          "higher_minus_lower": {
            "mean_percentage_points": 10.32,
            "centers_with_positive_difference_pct": 70.81,
            "bootstrap_95_ci_percentage_points": [
              9.04,
              11.61
            ]
          }
        }
      },
      "covered_90": {
        "mean_center_pct": {
          "LOWER_PRICE": 47.22,
          "SAME_TARIFF": 54.64,
          "HIGHER_PRICE": 58.1
        },
        "paired_differences": {
          "higher_minus_same": {
            "mean_percentage_points": 3.46,
            "centers_with_positive_difference_pct": 59.73,
            "bootstrap_95_ci_percentage_points": [
              2.41,
              4.49
            ]
          },
          "same_minus_lower": {
            "mean_percentage_points": 7.43,
            "centers_with_positive_difference_pct": 67.56,
            "bootstrap_95_ci_percentage_points": [
              6.31,
              8.57
            ]
          },
          "higher_minus_lower": {
            "mean_percentage_points": 10.88,
            "centers_with_positive_difference_pct": 71.81,
            "bootstrap_95_ci_percentage_points": [
              9.58,
              12.18
            ]
          }
        }
      }
    }
  },
  "by_return_delay": {
    "WITHIN_90": {
      "distribution": {
        "minimum_returns_per_center": 10,
        "centers": 1397,
        "returns": 85583,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 74.04,
            "median_center_pct": 75.0
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 14.09,
            "median_center_pct": 12.5
          },
          "LOWER_PRICE": {
            "mean_center_pct": 10.24,
            "median_center_pct": 9.09
          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 1.63,
            "median_center_pct": 0.0
          }
        }
      },
      "comparison": {
        "minimum_each_group_per_center": 3,
        "centers": 800,
        "profiles": {
          "LOWER_PRICE": 7324,
          "SAME_TARIFF": 46233,
          "HIGHER_PRICE": 10037
        },
        "outcomes": {
          "renewed_once": {
            "mean_center_pct": {
              "LOWER_PRICE": 67.29,
              "SAME_TARIFF": 73.13,
              "HIGHER_PRICE": 78.72
            },
            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 5.59,
                "centers_with_positive_difference_pct": 64.12
              },
              "same_minus_lower": {
                "mean_percentage_points": 5.84,
                "centers_with_positive_difference_pct": 61.5
              },
              "higher_minus_lower": {
                "mean_percentage_points": 11.43,
                "centers_with_positive_difference_pct": 63.62
              }
            }
          },
          "covered_90": {
            "mean_center_pct": {
              "LOWER_PRICE": 51.22,
              "SAME_TARIFF": 57.13,
              "HIGHER_PRICE": 62.6
            },
            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 5.47,
                "centers_with_positive_difference_pct": 63.38
              },
              "same_minus_lower": {
                "mean_percentage_points": 5.91,
                "centers_with_positive_difference_pct": 59.12
              },
              "higher_minus_lower": {
                "mean_percentage_points": 11.38,
                "centers_with_positive_difference_pct": 64.62
              }
            }
          }
        }
      }
    },
    "DAY91_180": {
      "distribution": {
        "minimum_returns_per_center": 10,
        "centers": 1070,
        "returns": 29844,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 67.98,
            "median_center_pct": 68.93
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 16.01,
            "median_center_pct": 14.29
          },
          "LOWER_PRICE": {
            "mean_center_pct": 13.42,
            "median_center_pct": 12.0
          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 2.58,
            "median_center_pct": 0.0
          }
        }
      },
      "comparison": {
        "minimum_each_group_per_center": 3,
        "centers": 434,
        "profiles": {
          "LOWER_PRICE": 2825,
          "SAME_TARIFF": 10407,
          "HIGHER_PRICE": 3085
        },
        "outcomes": {
          "renewed_once": {
            "mean_center_pct": {
              "LOWER_PRICE": 63.14,
              "SAME_TARIFF": 70.16,
              "HIGHER_PRICE": 71.89
            },
            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 1.73,
                "centers_with_positive_difference_pct": 53.69
              },
              "same_minus_lower": {
                "mean_percentage_points": 7.02,
                "centers_with_positive_difference_pct": 56.68
              },
              "higher_minus_lower": {
                "mean_percentage_points": 8.75,
                "centers_with_positive_difference_pct": 55.76
              }
            }
          },
          "covered_90": {
            "mean_center_pct": {
              "LOWER_PRICE": 45.38,
              "SAME_TARIFF": 52.43,
              "HIGHER_PRICE": 54.97
            },
            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 2.54,
                "centers_with_positive_difference_pct": 52.53
              },
              "same_minus_lower": {
                "mean_percentage_points": 7.04,
                "centers_with_positive_difference_pct": 59.68
              },
              "higher_minus_lower": {
                "mean_percentage_points": 9.58,
                "centers_with_positive_difference_pct": 59.22
              }
            }
          }
        }
      }
    },
    "DAY181_365": {
      "distribution": {
        "minimum_returns_per_center": 10,
        "centers": 696,
        "returns": 13784,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 56.14,
            "median_center_pct": 55.56
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 22.45,
            "median_center_pct": 20.0
          },
          "LOWER_PRICE": {
            "mean_center_pct": 17.72,
            "median_center_pct": 16.67
          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 3.69,
            "median_center_pct": 0.0
          }
        }
      },
      "comparison": {
        "minimum_each_group_per_center": 3,
        "centers": 271,
        "profiles": {
          "LOWER_PRICE": 1534,
          "SAME_TARIFF": 3513,
          "HIGHER_PRICE": 1664
        },
        "outcomes": {
          "renewed_once": {
            "mean_center_pct": {
              "LOWER_PRICE": 56.66,
              "SAME_TARIFF": 59.73,
              "HIGHER_PRICE": 63.29
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            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 3.57,
                "centers_with_positive_difference_pct": 55.72
              },
              "same_minus_lower": {
                "mean_percentage_points": 3.06,
                "centers_with_positive_difference_pct": 49.82
              },
              "higher_minus_lower": {
                "mean_percentage_points": 6.63,
                "centers_with_positive_difference_pct": 52.4
              }
            }
          },
          "covered_90": {
            "mean_center_pct": {
              "LOWER_PRICE": 38.88,
              "SAME_TARIFF": 40.36,
              "HIGHER_PRICE": 46.25
            },
            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 5.89,
                "centers_with_positive_difference_pct": 53.14
              },
              "same_minus_lower": {
                "mean_percentage_points": 1.49,
                "centers_with_positive_difference_pct": 51.29
              },
              "higher_minus_lower": {
                "mean_percentage_points": 7.37,
                "centers_with_positive_difference_pct": 54.98
              }
            }
          }
        }
      }
    }
  },
  "sensitivity": {
    "distribution": {
      "5": {
        "minimum_returns_per_center": 5,
        "centers": 1539,
        "returns": 136022,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 70.84,
            "median_center_pct": 71.43
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 15.39,
            "median_center_pct": 14.29
          },
          "LOWER_PRICE": {
            "mean_center_pct": 11.57,
            "median_center_pct": 10.91
          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 2.2,
            "median_center_pct": 0.0
          }
        }
      },
      "10": {
        "minimum_returns_per_center": 10,
        "centers": 1494,
        "returns": 135706,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 70.79,
            "median_center_pct": 71.43
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 15.45,
            "median_center_pct": 14.29
          },
          "LOWER_PRICE": {
            "mean_center_pct": 11.59,
            "median_center_pct": 10.91
          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 2.17,
            "median_center_pct": 0.0
          }
        }
      },
      "20": {
        "minimum_returns_per_center": 20,
        "centers": 1378,
        "returns": 134011,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 70.44,
            "median_center_pct": 70.97
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 15.67,
            "median_center_pct": 14.51
          },
          "LOWER_PRICE": {
            "mean_center_pct": 11.73,
            "median_center_pct": 11.11
          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 2.16,
            "median_center_pct": 0.0
          }
        }
      },
      "50": {
        "minimum_returns_per_center": 50,
        "centers": 1000,
        "returns": 120999,
        "choice_share_pct": {
          "SAME_TARIFF": {
            "mean_center_pct": 70.15,
            "median_center_pct": 70.23
          },
          "HIGHER_PRICE": {
            "mean_center_pct": 15.81,
            "median_center_pct": 14.93
          },
          "LOWER_PRICE": {
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          },
          "DIFFERENT_SAME_PRICE": {
            "mean_center_pct": 2.14,
            "median_center_pct": 0.64
          }
        }
      }
    },
    "comparison": {
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        "minimum_each_group_per_center": 3,
        "centers": 1103,
        "profiles": {
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          "SAME_TARIFF": 82325,
          "HIGHER_PRICE": 19407
        },
        "outcomes": {
          "renewed_once": {
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              "HIGHER_PRICE": 74.6
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            "paired_differences": {
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                "centers_with_positive_difference_pct": 58.48
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              "same_minus_lower": {
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              "higher_minus_lower": {
                "mean_percentage_points": 10.07,
                "centers_with_positive_difference_pct": 68.09
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            }
          },
          "covered_90": {
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              "HIGHER_PRICE": 58.06
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            "paired_differences": {
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              "higher_minus_lower": {
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            }
          }
        }
      },
      "5": {
        "minimum_each_group_per_center": 5,
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          "HIGHER_PRICE": 18074
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        "outcomes": {
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            }
          },
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              "higher_minus_lower": {
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            }
          }
        }
      },
      "10": {
        "minimum_each_group_per_center": 10,
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          "HIGHER_PRICE": 14130
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        "outcomes": {
          "renewed_once": {
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              "SAME_TARIFF": 71.07,
              "HIGHER_PRICE": 74.26
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            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 3.19,
                "centers_with_positive_difference_pct": 60.73
              },
              "same_minus_lower": {
                "mean_percentage_points": 6.8,
                "centers_with_positive_difference_pct": 69.36
              },
              "higher_minus_lower": {
                "mean_percentage_points": 9.99,
                "centers_with_positive_difference_pct": 74.31
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            }
          },
          "covered_90": {
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              "SAME_TARIFF": 54.1,
              "HIGHER_PRICE": 58.25
            },
            "paired_differences": {
              "higher_minus_same": {
                "mean_percentage_points": 4.15,
                "centers_with_positive_difference_pct": 62.57
              },
              "same_minus_lower": {
                "mean_percentage_points": 6.59,
                "centers_with_positive_difference_pct": 69.91
              },
              "higher_minus_lower": {
                "mean_percentage_points": 10.74,
                "centers_with_positive_difference_pct": 73.76
              }
            }
          }
        }
      },
      "20": {
        "minimum_each_group_per_center": 20,
        "centers": 181,
        "profiles": {
          "LOWER_PRICE": 5784,
          "SAME_TARIFF": 25771,
          "HIGHER_PRICE": 6869
        },
        "outcomes": {
          "renewed_once": {
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              "SAME_TARIFF": 69.37,
              "HIGHER_PRICE": 71.76
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            "paired_differences": {
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              "same_minus_lower": {
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              "higher_minus_lower": {
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            }
          },
          "covered_90": {
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              "HIGHER_PRICE": 54.86
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            "paired_differences": {
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              "same_minus_lower": {
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            }
          }
        }
      }
    }
  },
  "quarter_stability": {
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      "minimum_returns_per_center": 10,
      "centers": 892,
      "returns": 27183,
      "choice_share_pct": {
        "SAME_TARIFF": {
          "mean_center_pct": 71.59,
          "median_center_pct": 72.38
        },
        "HIGHER_PRICE": {
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          "median_center_pct": 13.84
        },
        "LOWER_PRICE": {
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          "median_center_pct": 10.0
        },
        "DIFFERENT_SAME_PRICE": {
          "mean_center_pct": 1.74,
          "median_center_pct": 0.0
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      }
    },
    "Q2": {
      "minimum_returns_per_center": 10,
      "centers": 1101,
      "returns": 35476,
      "choice_share_pct": {
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          "mean_center_pct": 69.68,
          "median_center_pct": 70.59
        },
        "HIGHER_PRICE": {
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          "median_center_pct": 12.5
        },
        "LOWER_PRICE": {
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          "median_center_pct": 12.07
        },
        "DIFFERENT_SAME_PRICE": {
          "mean_center_pct": 2.48,
          "median_center_pct": 0.0
        }
      }
    },
    "Q3": {
      "minimum_returns_per_center": 10,
      "centers": 1168,
      "returns": 40334,
      "choice_share_pct": {
        "SAME_TARIFF": {
          "mean_center_pct": 68.5,
          "median_center_pct": 70.0
        },
        "HIGHER_PRICE": {
          "mean_center_pct": 18.15,
          "median_center_pct": 15.91
        },
        "LOWER_PRICE": {
          "mean_center_pct": 11.18,
          "median_center_pct": 9.8
        },
        "DIFFERENT_SAME_PRICE": {
          "mean_center_pct": 2.17,
          "median_center_pct": 0.0
        }
      }
    },
    "Q4": {
      "minimum_returns_per_center": 10,
      "centers": 977,
      "returns": 25426,
      "choice_share_pct": {
        "SAME_TARIFF": {
          "mean_center_pct": 70.25,
          "median_center_pct": 71.43
        },
        "HIGHER_PRICE": {
          "mean_center_pct": 15.64,
          "median_center_pct": 13.33
        },
        "LOWER_PRICE": {
          "mean_center_pct": 12.03,
          "median_center_pct": 10.0
        },
        "DIFFERENT_SAME_PRICE": {
          "mean_center_pct": 2.08,
          "median_center_pct": 0.0
        }
      }
    }
  },
  "pooled_counts": {
    "SAME_TARIFF": 96744,
    "HIGHER_PRICE": 20765,
    "LOWER_PRICE": 15686,
    "DIFFERENT_SAME_PRICE": 3000
  },
  "quality": {
    "centers": 1615,
    "returns": 136195,
    "largest_center_share_by_choice_pct": {
      "SAME_TARIFF": 2.12,
      "HIGHER_PRICE": 0.67,
      "LOWER_PRICE": 0.68,
      "DIFFERENT_SAME_PRICE": 6.07
    }
  },
  "pooled_audit": {
    "LOWER_PRICE": {
      "WITHIN_90": {
        "eligible_returns": 8387,
        "renewed_once": 5613,
        "covered_90": 4249
      },
      "DAY91_180": {
        "eligible_returns": 4303,
        "renewed_once": 2725,
        "covered_90": 1976
      },
      "DAY181_365": {
        "eligible_returns": 2996,
        "renewed_once": 1708,
        "covered_90": 1129
      }
    },
    "DIFFERENT_SAME_PRICE": {
      "WITHIN_90": {
        "eligible_returns": 1316,
        "renewed_once": 1011,
        "covered_90": 807
      },
      "DAY181_365": {
        "eligible_returns": 687,
        "renewed_once": 411,
        "covered_90": 277
      },
      "DAY91_180": {
        "eligible_returns": 997,
        "renewed_once": 687,
        "covered_90": 549
      }
    },
    "HIGHER_PRICE": {
      "DAY91_180": {
        "eligible_returns": 4961,
        "renewed_once": 3519,
        "covered_90": 2692
      },
      "WITHIN_90": {
        "eligible_returns": 11923,
        "renewed_once": 9296,
        "covered_90": 7427
      },
      "DAY181_365": {
        "eligible_returns": 3881,
        "renewed_once": 2467,
        "covered_90": 1755
      }
    },
    "SAME_TARIFF": {
      "DAY181_365": {
        "eligible_returns": 9985,
        "renewed_once": 6000,
        "covered_90": 4031
      },
      "WITHIN_90": {
        "eligible_returns": 64871,
        "renewed_once": 46328,
        "covered_90": 36004
      },
      "DAY91_180": {
        "eligible_returns": 21888,
        "renewed_once": 15262,
        "covered_90": 11406
      }
    }
  },
  "privacy": {
    "personal_identifiers_stored": false,
    "personal_identifiers_exported": false,
    "payment_or_tariff_identifiers_stored": false,
    "center_identifiers_exported": false
  },
  "limitations": [
    "Solo se estudian cuotas mensuales comparables y vueltas dentro de 365 días.",
    "Cambiar de importe no demuestra que la tarifa elegida cause la continuidad posterior.",
    "Descuentos, necesidades, capacidad de pago, uso esperado y decisiones comerciales pueden cambiar simultáneamente.",
    "El mes pagado y la cobertura real se conservan como comprobaciones distintas.",
    "Los centros WodBuster no forman un censo completo del mercado español."
  ]
}