{
  "schema_version": "dealcharts.ml-dataset-descriptor.v1",
  "id": "dealcharts.ml.cmbs-special-servicing-transfer",
  "key": "cmbs-special-servicing-transfer",
  "shape": "A",
  "status": "live",
  "name": "CMBS Special-Servicing Transfer Early-Warning (Flat Benchmark)",
  "title": "CMBS Special-Servicing Transfer Early-Warning",
  "description": "Leakage-safe CMBS special-servicing-transfer prediction benchmark: identify loans at elevated risk of transferring to special servicing within the next 12 months, using only point-in-time information disclosed in SEC-filed CMBS loan reports. A flat supervised table for tabular classification, AutoML, TabPFN, XGBoost, and credit-risk benchmarking. Every value traces to a SEC EDGAR filing.",
  "short_description": "Leakage-safe flat benchmark: predict which CMBS loans transfer to special servicing within 12 months, using only point-in-time SEC-disclosed features. For TabPFN, AutoML, XGBoost, and credit-risk work.",
  "format": "flat supervised table",
  "encoding_format": "text/csv",
  "temporal_coverage": "2017/..",
  "date_published": "2026-07-04",
  "date_modified": "2026-07-04",
  "descriptor_url": "https://dealcharts.org/datasets/ml/cmbs-special-servicing-transfer.json",
  "odps_url": "https://dealcharts.org/odps/cmbs-special-servicing-transfer.yaml",
  "license": {
    "url": "https://creativecommons.org/licenses/by-nc/4.0/",
    "label": "CC-BY-NC 4.0 (research) - commercial via Snowflake"
  },
  "access": {
    "note": "Free research copy on Hugging Face; commercial licensing via CMD+RVL on Snowflake Marketplace.",
    "live_download": true,
    "commercial_license": true
  },
  "publisher": {
    "name": "CMD+RVL",
    "url": "https://cmdrvl.com"
  },
  "source": {
    "name": "SEC EDGAR CMBS loan-level filings",
    "url": "https://www.sec.gov/edgar/search/"
  },
  "distribution": [
    {
      "type": "descriptor",
      "mediaType": "application/json",
      "url": "https://dealcharts.org/datasets/ml/cmbs-special-servicing-transfer.json"
    },
    {
      "type": "odps",
      "mediaType": "application/yaml",
      "url": "https://dealcharts.org/odps/cmbs-special-servicing-transfer.yaml"
    },
    {
      "type": "research-download",
      "platform": "Hugging Face",
      "mediaType": "text/csv",
      "url": "https://huggingface.co/datasets/commandreveal/cmbs-special-servicing-transfer"
    },
    {
      "type": "commercial-license",
      "platform": "Snowflake Marketplace",
      "mediaType": "application/octet-stream",
      "url": "https://app.snowflake.com/marketplace/listing/GZT0ZYQ562H/cmd-rvl-command-reveal-cmbs-special-servicing-commentary?originTab=provider&providerName=CMD%2BRVL%20(Command%20Reveal)&profileGlobalName=GZT0ZYQ5618"
    }
  ],
  "keywords": [
    "CMBS",
    "special servicing",
    "machine learning",
    "loan performance prediction",
    "TabPFN",
    "tabular",
    "credit risk",
    "SEC EDGAR"
  ]
}