{
  "generatedAt": "2026-09-12",
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        {
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        {
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    {
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      "subIndustry": "Consumer Staples Merchandise Retail",
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        {
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          "sourceName": "SEC 10-K-Finanzkennzahlen (companyfacts, aufbereitet von Janis)",
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    {
      "ticker": "IBKR",
      "company": "Interactive Brokers",
      "sector": "Financials"
    },
    {
      "ticker": "ICE",
      "company": "Intercontinental Exchange",
      "sector": "Financials"
    },
    {
      "ticker": "ISRG",
      "company": "Intuitive Surgical",
      "sector": "Health Care"
    },
    {
      "ticker": "INVH",
      "company": "Invitation Homes",
      "sector": "Real Estate"
    },
    {
      "ticker": "LYV",
      "company": "Live Nation Entertainment",
      "sector": "Communication Services"
    },
    {
      "ticker": "MAA",
      "company": "Mid-America Apartment Communities",
      "sector": "Real Estate"
    },
    {
      "ticker": "MPWR",
      "company": "Monolithic Power Systems",
      "sector": "Information Technology"
    },
    {
      "ticker": "PSKY",
      "company": "Paramount Skydance Corporation",
      "sector": "Communication Services"
    },
    {
      "ticker": "PSA",
      "company": "Public Storage",
      "sector": "Real Estate"
    },
    {
      "ticker": "RF",
      "company": "Regions Financial Corporation",
      "sector": "Financials"
    },
    {
      "ticker": "HOOD",
      "company": "Robinhood Markets",
      "sector": "Financials"
    },
    {
      "ticker": "SMCI",
      "company": "Supermicro",
      "sector": "Information Technology"
    },
    {
      "ticker": "SYF",
      "company": "Synchrony Financial",
      "sector": "Financials"
    },
    {
      "ticker": "TTWO",
      "company": "Take-Two Interactive",
      "sector": "Communication Services"
    },
    {
      "ticker": "TPL",
      "company": "Texas Pacific Land Corporation",
      "sector": "Energy"
    },
    {
      "ticker": "TTD",
      "company": "Trade Desk (The)",
      "sector": "Communication Services"
    },
    {
      "ticker": "VRSN",
      "company": "Verisign",
      "sector": "Information Technology"
    },
    {
      "ticker": "VICI",
      "company": "Vici Properties",
      "sector": "Real Estate"
    },
    {
      "ticker": "VMRK",
      "company": "Vivmark Residential",
      "sector": "Real Estate"
    }
  ],
  "sources": {
    "epa_ghgrp": {
      "name": "EPA Greenhouse Gas Reporting Program",
      "url": "https://data.epa.gov/efservice/PUB_DIM_FACILITY/",
      "access": "frei, ohne Anmeldung",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "US-Anlagen ueber 25 000 t CO2e, Berichtsjahre 2018-2023",
      "measurement": "gemeldet, teils aus Brennstoffmengen gerechnet",
      "caveat": "Reihe endet 2023; Direktemittenten von Lieferanten getrennt (sector_type)",
      "retrieved_at": "2026-09-12"
    },
    "epa_campd": {
      "name": "EPA Clean Air Markets Program Data",
      "url": "https://api.epa.gov/easey/emissions-mgmt/emissions/apportioned/annual",
      "access": "kostenloser Schluessel noetig",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "Kraftwerksbloecke der Handelsprogramme, 2019 bis laufendes Jahr",
      "measurement": "kontinuierliche Messung am Schornstein (CEMS)",
      "caveat": "nur Stromerzeugung; laufendes Jahr unvollstaendig",
      "retrieved_at": "2026-09-12"
    },
    "egrid": {
      "name": "EPA eGRID",
      "url": "https://www.epa.gov/egrid/download-data",
      "access": "frei",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "US-Kraftwerke, Berichtsjahr 2023",
      "measurement": "Emissionen und Erzeugung bereits verknuepft",
      "caveat": "nur aussagekraeftig fuer Firmen, deren Geschaeft Stromerzeugung ist",
      "retrieved_at": "2026-09-12"
    },
    "sec_xbrl": {
      "name": "SEC EDGAR XBRL frames",
      "url": "https://data.sec.gov/api/xbrl/frames/",
      "access": "frei, User-Agent noetig",
      "license": "oeffentlich",
      "coverage": "Geschaeftsjahre 2016-2025",
      "measurement": "aus Pflichtberichten",
      "caveat": "fuenf verschiedene Umsatz-Tags; Firmen taggen uneinheitlich",
      "retrieved_at": "2026-09-12"
    },
    "sbti": {
      "name": "Science Based Targets initiative",
      "url": "https://sciencebasedtargets.org/download/excel",
      "access": "frei, direkter xlsx-Download",
      "license": "Nutzung mit Quellenangabe",
      "coverage": "15 605 Organisationen weltweit, Stand laufend",
      "measurement": "Selbstmeldung, von SBTi geprueft",
      "caveat": "Selbstselektion: Firmen melden sich freiwillig; Energiebranche fehlt fast ganz",
      "retrieved_at": "2026-09-12"
    },
    "epa_tri": {
      "name": "EPA Toxics Release Inventory",
      "url": "https://data.epa.gov/efservice/downloads/tri/mv_tri_basic_download/2023_US/csv/",
      "access": "frei",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "US-Anlagen, Berichtsjahr 2023",
      "measurement": "gemeldet",
      "caveat": "Gesamtmenge korreliert mit CO2 (rho 0,53); eigenstaendig ist der Krebserreger-Anteil",
      "retrieved_at": "2026-09-12"
    },
    "osha_ita": {
      "name": "OSHA Injury Tracking Application, Formular 300A",
      "url": "https://www.osha.gov/itadata",
      "access": "frei, vollstaendige Browser-Kopfzeilen noetig",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "US-Betriebsstaetten, 2023-2025",
      "measurement": "gemeldet, gesetzlich vorgeschrieben",
      "caveat": "DART misst auch Branchenstruktur; branchenrelativ vergleichen",
      "retrieved_at": "2026-09-12"
    },
    "epa_echo": {
      "name": "EPA ECHO Enforcement and Compliance History",
      "url": "https://echo.epa.gov/files/echodownloads/echo_exporter.zip",
      "access": "frei",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "US-Anlagen, Konformitaetshistorie drei Jahre",
      "measurement": "behoerdliche Feststellung",
      "caveat": "Zuordnung ueber FRS-Kennung, deshalb nur fuer Anlagen mit GHGRP-Eintrag",
      "retrieved_at": "2026-09-12"
    },
    "eia_923": {
      "name": "EIA Formular 923 (via PUDL und API)",
      "url": "https://www.eia.gov/electricity/data/eia923/",
      "access": "PUDL frei, API mit kostenlosem Schluessel",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "US-Kraftwerke ab 1 MW, 2021-2025",
      "measurement": "gemeldeter Brennstoffeinsatz und Erzeugung",
      "caveat": "unabhaengige Gegenprobe zu CEMS, nicht dieselbe Messkette",
      "retrieved_at": "2026-09-12"
    },
    "esg_snapshot": {
      "name": "Kommerzielle ESG-Risk-Ratings (Sustainalytics via Yahoo, gespiegelt)",
      "url": "https://raw.githubusercontent.com/sburstein/ESG-Stock-Data/main/sp_esg_stock_data.csv",
      "access": "frei gespiegelt",
      "license": "unklar -- nur als Vergleichsmassstab verwendet, nie als Eingabe",
      "coverage": "245 Firmen, Stand 2021",
      "measurement": "Anbieterbewertung",
      "caveat": "eingefroren 2021; fliesst in keine eigene Note ein",
      "retrieved_at": "2026-09-12"
    },
    "sp500_master": {
      "name": "S&P-500-Konstituenten",
      "url": "https://en.wikipedia.org/wiki/List_of_S%26P_500_companies",
      "access": "frei",
      "license": "CC BY-SA",
      "coverage": "503 Mitglieder, heutiger Stand",
      "measurement": "Stammdaten",
      "caveat": "nur der heutige Stand -- fuer historische Jahre ueberlebensverzerrt",
      "retrieved_at": "2026-09-12"
    },
    "pudl": {
      "name": "PUDL (Catalyst Cooperative) auf Zenodo",
      "url": "https://s3.us-west-2.amazonaws.com/pudl.catalyst.coop/stable/",
      "access": "frei, ohne Anmeldung",
      "license": "Public Domain",
      "coverage": "aufbereitete EIA-, EPA- und SEC-Daten, 1995 bis laufendes Jahr",
      "measurement": "aufbereitet aus Behoerdenquellen",
      "caveat": "Zwischenschicht: Aufbereitungsfehler sind moeglich, dafuer entfaellt eigene Bereinigung",
      "retrieved_at": "2026-09-12"
    },
    "pudl_sec_ex21": {
      "name": "SEC 10-K Anlage 21 (Konzernstruktur, via PUDL)",
      "url": "https://s3.us-west-2.amazonaws.com/pudl.catalyst.coop/stable/core_sec10k__quarterly_exhibit_21_company_ownership.parquet",
      "access": "frei, ohne Anmeldung",
      "license": "Public Domain",
      "coverage": "3,8 Mio. Tochtereintraege, 478 von 500 Indexmuettern",
      "measurement": "aus Pflichtanlagen der Boersenaufsicht",
      "caveat": "Namen in Kleinschreibung und teils abgeschnitten; Beteiligungsquote nur bei 99 117 Eintraegen",
      "retrieved_at": "2026-09-12"
    },
    "sec_dera": {
      "name": "SEC 10-K-Finanzkennzahlen (companyfacts, aufbereitet von Janis)",
      "url": "https://data.sec.gov/api/xbrl/companyfacts/",
      "access": "frei, User-Agent noetig",
      "license": "oeffentlich",
      "coverage": "Geschaeftsjahr 2024, 499 Indexfirmen",
      "measurement": "aus Pflichtberichten",
      "caveat": "Schulden uneinheitlich getaggt (debt_tag); F&E nur bei 135 Firmen berichtet",
      "retrieved_at": "2026-09-12"
    },
    "dol_whd": {
      "name": "DOL Wage and Hour Division, Verfahren (aufbereitet von Janis)",
      "url": "https://data.dol.gov/data-catalog/WHD/enforcement/WHD_enforcement.zip",
      "access": "frei, ohne Anmeldung",
      "license": "US-Regierungswerk, gemeinfrei",
      "coverage": "Feststellungsende 2022-2024",
      "measurement": "behoerdliche Feststellung",
      "caveat": "kein CIK, Zuordnung ueber Namen; Firmen ohne Treffer fehlen statt als Null zu erscheinen. Gegenprobe mit eigenem exakten Abgleich: 127 statt 213 Firmen, Rangkorrelation der Fallzahlen 0,62 -- die Team-Zuordnung zaehlt vermutlich Franchise-Betriebe unter dem Markennamen mit (McDonald's 142 gegen 64 Faelle)",
      "retrieved_at": "2026-09-12"
    },
    "sec_sd": {
      "name": "SEC Form SD, Konfliktmineralien (aufbereitet von Janis)",
      "url": "https://www.sec.gov/cgi-bin/browse-edgar?action=getcompany&type=SD",
      "access": "frei",
      "license": "oeffentlich",
      "coverage": "Meldungen 2022-2025",
      "measurement": "Pflichtmeldung",
      "caveat": "zeigt nur, dass gemeldet wird -- nicht, was die Meldung ueber Schmelzen und Herkunft sagt",
      "retrieved_at": "2026-09-12"
    },
    "wba": {
      "name": "World Benchmarking Alliance, Unternehmensprofile 2026 (erhoben von Janis)",
      "url": "https://www.worldbenchmarkingalliance.org/company-scoreboard",
      "access": "frei, oeffentliche Profilseiten",
      "license": "CC BY 4.0 -- Namensnennung: World Benchmarking Alliance",
      "coverage": "217 Indexfirmen, Bewertungsrunde 2026",
      "measurement": "Bewertung veroeffentlichter Angaben",
      "caveat": "haengt an Offenlegung; Benchmarks nicht unabhaengig; CTT fast ohne Streuung (216 von 217 = 0)",
      "retrieved_at": "2026-09-12"
    },
    "wikidata": {
      "name": "Wikidata, offizielle Websites (fuer Firmenlogos)",
      "url": "https://query.wikidata.org/sparql",
      "access": "frei, ohne Anmeldung",
      "license": "CC0",
      "coverage": "Website ueber CIK (P5531 -> P856), Rest aus SEC Submissions",
      "measurement": "Stammdaten",
      "caveat": "nur fuer die Anzeige; Logos sind Favicons und Marken der jeweiligen Firmen",
      "retrieved_at": "2026-09-12"
    },
    "eigene_berechnung": {
      "name": "Eigene Berechnung dieser Pipeline",
      "url": "scripts/02_analyse.py",
      "access": "reproduzierbar",
      "license": "-",
      "coverage": "abgeleitet aus den oben genannten Quellen",
      "measurement": "berechnet",
      "caveat": "Herkunft der Eingangsgroessen steht jeweils beim Basiswert",
      "retrieved_at": "2026-09-12"
    }
  },
  "metrics": {
    "scope1_t": {
      "label": "Scope-1-Emissionen",
      "unit": "t CO2e",
      "direction": -1,
      "axis": "A",
      "sourceId": "epa_ghgrp"
    },
    "co2_intensity": {
      "label": "CO2-Intensitaet",
      "unit": "t CO2e je Mio. USD Umsatz",
      "direction": -1,
      "axis": "A",
      "sourceId": "eigene_berechnung"
    },
    "intensity_cagr": {
      "label": "Trend der Intensitaet",
      "unit": "%/Jahr",
      "direction": -1,
      "axis": "A",
      "sourceId": "eigene_berechnung"
    },
    "absolute_cagr": {
      "label": "Trend der absoluten Tonnen",
      "unit": "%/Jahr",
      "direction": -1,
      "axis": "A",
      "sourceId": "eigene_berechnung"
    },
    "n_facilities": {
      "label": "zugeordnete Anlagen",
      "unit": "Anzahl",
      "direction": 0,
      "axis": "meta",
      "sourceId": "epa_ghgrp"
    },
    "match_confidence": {
      "label": "Zuordnungskonfidenz",
      "unit": "0-1",
      "direction": 1,
      "axis": "meta",
      "sourceId": "eigene_berechnung"
    },
    "revenue_musd": {
      "label": "Umsatz",
      "unit": "Mio. USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_xbrl"
    },
    "campd_co2_t": {
      "label": "CO2 gemessen (CEMS)",
      "unit": "t CO2e",
      "direction": -1,
      "axis": "A",
      "sourceId": "epa_campd"
    },
    "campd_plants": {
      "label": "Kraftwerke mit Messung",
      "unit": "Anzahl",
      "direction": 0,
      "axis": "meta",
      "sourceId": "epa_campd"
    },
    "t_co2_pro_mwh": {
      "label": "CO2 je erzeugter MWh",
      "unit": "t CO2e/MWh",
      "direction": -1,
      "axis": "A",
      "sourceId": "egrid"
    },
    "egrid_plants": {
      "label": "eGRID-Kraftwerke",
      "unit": "Anzahl",
      "direction": 0,
      "axis": "meta",
      "sourceId": "egrid"
    },
    "tri_releases_lbs": {
      "label": "Giftstofffreisetzung",
      "unit": "lbs",
      "direction": -1,
      "axis": "A",
      "sourceId": "epa_tri"
    },
    "tri_carcinogen_lbs": {
      "label": "davon krebserregend",
      "unit": "lbs",
      "direction": -1,
      "axis": "A",
      "sourceId": "epa_tri"
    },
    "tri_facilities": {
      "label": "TRI-Anlagen",
      "unit": "Anzahl",
      "direction": 0,
      "axis": "meta",
      "sourceId": "epa_tri"
    },
    "dart_rate": {
      "label": "Unfallrate DART",
      "unit": "Faelle je 100 Vollzeitkraefte",
      "direction": -1,
      "axis": "S",
      "sourceId": "osha_ita"
    },
    "osha_deaths": {
      "label": "Todesfaelle",
      "unit": "Anzahl",
      "direction": -1,
      "axis": "S",
      "sourceId": "osha_ita"
    },
    "osha_sites": {
      "label": "gemeldete Betriebsstaetten",
      "unit": "Anzahl",
      "direction": 0,
      "axis": "meta",
      "sourceId": "osha_ita"
    },
    "echo_penalties_usd": {
      "label": "Umweltstrafen",
      "unit": "USD",
      "direction": -1,
      "axis": "G",
      "sourceId": "epa_echo"
    },
    "echo_nc_quarters_per_site": {
      "label": "Verstossquartale je Anlage",
      "unit": "Quartale",
      "direction": -1,
      "axis": "G",
      "sourceId": "epa_echo"
    },
    "echo_significant": {
      "label": "Anlagen mit schwerem Verstoss",
      "unit": "Anzahl",
      "direction": -1,
      "axis": "G",
      "sourceId": "epa_echo"
    },
    "sbti_validated": {
      "label": "SBTi-geprueftes Ziel",
      "unit": "ja/nein",
      "direction": 1,
      "axis": "B",
      "sourceId": "sbti"
    },
    "sbti_near_term_year": {
      "label": "Zwischenzieljahr",
      "unit": "Jahr",
      "direction": 0,
      "axis": "B",
      "sourceId": "sbti"
    },
    "sbti_net_zero_year": {
      "label": "Netto-null-Jahr",
      "unit": "Jahr",
      "direction": 0,
      "axis": "B",
      "sourceId": "sbti"
    },
    "sbti_commitment_removed": {
      "label": "Zusage zurueckgezogen",
      "unit": "ja/nein",
      "direction": -1,
      "axis": "B",
      "sourceId": "sbti"
    },
    "intensity_illusion": {
      "label": "Intensitaet faellt, Tonnen steigen",
      "unit": "ja/nein",
      "direction": -1,
      "axis": "B",
      "sourceId": "eigene_berechnung"
    },
    "base_year_ratio": {
      "label": "Basisjahr-Bequemlichkeit",
      "unit": "Verhaeltnis",
      "direction": -1,
      "axis": "B",
      "sourceId": "eigene_berechnung"
    },
    "rank_p10": {
      "label": "Rangband untere Grenze",
      "unit": "Perzentil",
      "direction": 1,
      "axis": "ergebnis",
      "sourceId": "eigene_berechnung"
    },
    "rank_p50": {
      "label": "Rangband Median",
      "unit": "Perzentil",
      "direction": 1,
      "axis": "ergebnis",
      "sourceId": "eigene_berechnung"
    },
    "rank_p90": {
      "label": "Rangband obere Grenze",
      "unit": "Perzentil",
      "direction": 1,
      "axis": "ergebnis",
      "sourceId": "eigene_berechnung"
    },
    "esg_risk_total": {
      "label": "kommerzielles ESG-Risiko",
      "unit": "Punkte",
      "direction": -1,
      "axis": "vergleich",
      "sourceId": "esg_snapshot"
    },
    "net_income_usd": {
      "label": "Nettogewinn",
      "unit": "USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_dera"
    },
    "total_assets_usd": {
      "label": "Bilanzsumme",
      "unit": "USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_dera"
    },
    "total_debt_usd": {
      "label": "Finanzschulden",
      "unit": "USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_dera"
    },
    "operating_cf_usd": {
      "label": "operativer Cashflow",
      "unit": "USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_dera"
    },
    "capex_usd": {
      "label": "Sachinvestitionen",
      "unit": "USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_dera"
    },
    "rnd_usd": {
      "label": "Forschung und Entwicklung",
      "unit": "USD",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_dera"
    },
    "whd_cases": {
      "label": "Lohnverfahren 2022-2024",
      "unit": "Anzahl",
      "direction": -1,
      "axis": "S",
      "sourceId": "dol_whd"
    },
    "whd_backwages_usd": {
      "label": "nachgezahlte Loehne",
      "unit": "USD",
      "direction": -1,
      "axis": "S",
      "sourceId": "dol_whd"
    },
    "whd_employees": {
      "label": "betroffene Beschaeftigte",
      "unit": "Anzahl",
      "direction": -1,
      "axis": "S",
      "sourceId": "dol_whd"
    },
    "sd_conflict_minerals_filer": {
      "label": "meldet Konfliktmineralien (Form SD)",
      "unit": "ja/nein",
      "direction": 0,
      "axis": "meta",
      "sourceId": "sec_sd"
    },
    "wba_tpq": {
      "label": "WBA Qualitaet des Transitionsplans",
      "unit": "0-5",
      "direction": 1,
      "axis": "B",
      "sourceId": "wba"
    },
    "wba_ctt": {
      "label": "WBA Beitrag zur Transition",
      "unit": "0-2",
      "direction": 1,
      "axis": "B",
      "sourceId": "wba"
    },
    "wba_social": {
      "label": "WBA Social Benchmark",
      "unit": "0-100",
      "direction": 1,
      "axis": "S",
      "sourceId": "wba"
    },
    "wba_nature": {
      "label": "WBA Nature Benchmark",
      "unit": "0-100",
      "direction": 1,
      "axis": "B",
      "sourceId": "wba"
    },
    "wba_just_transition": {
      "label": "WBA Just Transition",
      "unit": "0-100",
      "direction": 1,
      "axis": "S",
      "sourceId": "wba"
    }
  }
}