{
 "title": "Checking the AI audit of Saez and Zucman's research: the 147 verdicts",
 "publisher": "SaneCite",
 "published": "2026-11-09",
 "page": "https://sanecite.com/saez-zucman-check",
 "audit": "https://saez-zucman-audit-replication.vercel.app",
 "audit_version_checked": "as saved 2026-10-29T20:43:15Z; re-checked against the 30 October 2026 revision on 31 October 2026, all 147 flags unchanged",
 "rank_note": "Ranks are ours. 1 to 30 are the random sample, checked first.",
 "journal_rule": "A work counts as a journal article when its citation gives a volume and page numbers.",
 "totals": {
  "flags": 147,
  "facts": {
   "right": 131,
   "partly right": 8,
   "wrong": 0,
   "could not check": 8
  },
  "headline_number": {
   "changes": 21,
   "does not change": 20,
   "depends on a disputed choice of method": 98,
   "could not check": 8
  },
  "changes_at_time": 17,
  "changes_later_data": 4,
  "no_change_claim_overstated": 17,
  "changes_ranks": [
   6,
   29,
   30,
   31,
   32,
   40,
   41,
   43,
   45,
   48,
   54,
   91,
   106,
   111,
   118,
   124,
   133,
   142,
   143,
   145,
   147
  ],
  "code_or_spreadsheet_ranks": [
   40,
   41,
   43,
   45,
   48
  ],
  "journal_article_ranks": [
   40,
   43,
   45,
   91,
   106,
   111,
   124,
   147
  ],
  "random_30_changes": 3,
  "moved_before_publishing": [
   [
    62,
    "YES",
    "JUDGEMENT CALL"
   ],
   [
    84,
    "YES",
    "JUDGEMENT CALL"
   ],
   [
    127,
    "YES",
    "JUDGEMENT CALL"
   ],
   [
    130,
    "YES",
    "NO"
   ]
  ],
  "changes_in_copy_sent_29_oct": 24,
  "random_30_range_95": [
   3.5,
   25.6
  ],
  "audit_revision_30_oct": {
   "defect": 53,
   "contested choice": 94
  },
  "added_after_reply_window": [
   [
    54,
    "JUDGEMENT CALL",
    "YES",
    "2026-11-09"
   ]
  ]
 },
 "second_pass": {
  "date": "2026-11-09",
  "n": 99,
  "question": "Of the flags that depended on a disputed choice of method, how standard is the choice each one turns on?",
  "grade_note": "final_grade is the protocol's grade. The protocol grade DEFENSIBLE, NOT DISCLOSED is reported split by the disclosed field (amendment 2): disclosed true is 'defensible, stated in the paper' (the paper states the choice but does not show the result under the main alternative); disclosed false is 'defensible, not stated' (the paper does not state the choice). The two fields do not contradict each other.",
  "files": {
   "protocol": "https://sanecite.com/data/sz-check/second-pass/protocol.md",
   "amendments": "https://sanecite.com/data/sz-check/second-pass/amendments.md",
   "adjudication": "https://sanecite.com/data/sz-check/second-pass/adjudication.json",
   "totals": "https://sanecite.com/data/sz-check/second-pass/totals.json"
  },
  "grades": [
   {
    "rank": 1,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 2,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 3,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 4,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 5,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 7,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 8,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 9,
    "final_grade": "CONTESTED",
    "grade": "contested",
    "disclosed": true
   },
   {
    "rank": 10,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 12,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 13,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 14,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 15,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 18,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 20,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 21,
    "final_grade": "CANNOT TELL",
    "grade": "cannot tell",
    "disclosed": false
   },
   {
    "rank": 22,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 23,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 24,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 25,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 26,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 27,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 28,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 33,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": true
   },
   {
    "rank": 34,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 37,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 38,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 39,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 42,
    "final_grade": "CANNOT TELL",
    "grade": "cannot tell",
    "disclosed": false
   },
   {
    "rank": 46,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 47,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 49,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 51,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": false
   },
   {
    "rank": 52,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 53,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 54,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": false
   },
   {
    "rank": 55,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 60,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 61,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 62,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 63,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 64,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 65,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 66,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 67,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 68,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 70,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 71,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 72,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 73,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 74,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 75,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": true
   },
   {
    "rank": 82,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 84,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": false
   },
   {
    "rank": 85,
    "final_grade": "CANNOT TELL",
    "grade": "cannot tell",
    "disclosed": false
   },
   {
    "rank": 86,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 87,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 88,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 92,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 93,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 95,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": false
   },
   {
    "rank": 96,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 97,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": false
   },
   {
    "rank": 98,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 99,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": false
   },
   {
    "rank": 100,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 102,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 103,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 105,
    "final_grade": "STANDARD",
    "grade": "standard",
    "disclosed": true
   },
   {
    "rank": 107,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 108,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 110,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 112,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 113,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 115,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 116,
    "final_grade": "CANNOT TELL",
    "grade": "cannot tell",
    "disclosed": false
   },
   {
    "rank": 117,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 119,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 120,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 121,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 122,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 123,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 125,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 126,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 127,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": true
   },
   {
    "rank": 128,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 129,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 131,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 132,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 134,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": true
   },
   {
    "rank": 135,
    "final_grade": "CANNOT TELL",
    "grade": "cannot tell",
    "disclosed": false
   },
   {
    "rank": 136,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 137,
    "final_grade": "QUESTIONABLE",
    "grade": "questionable",
    "disclosed": true
   },
   {
    "rank": 138,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 139,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 140,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   },
   {
    "rank": 141,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, stated in the paper",
    "disclosed": true
   },
   {
    "rank": 144,
    "final_grade": "CANNOT TELL",
    "grade": "cannot tell",
    "disclosed": false
   },
   {
    "rank": 146,
    "final_grade": "DEFENSIBLE, NOT DISCLOSED",
    "grade": "defensible, not stated",
    "disclosed": false
   }
  ],
  "totals": {
   "grades": {
    "standard": {
     "count": 11,
     "of": 99,
     "wilson95_pct": [
      6.3,
      18.8
     ]
    },
    "defensible, stated in the paper": {
     "count": 61,
     "of": 99,
     "wilson95_pct": [
      51.8,
      70.6
     ]
    },
    "defensible, not stated": {
     "count": 9,
     "of": 99,
     "wilson95_pct": [
      4.9,
      16.4
     ]
    },
    "questionable": {
     "count": 11,
     "of": 99,
     "wilson95_pct": [
      6.3,
      18.8
     ]
    },
    "cannot tell": {
     "count": 6,
     "of": 99,
     "wilson95_pct": [
      2.8,
      12.6
     ]
    },
    "contested": {
     "count": 1,
     "of": 99,
     "wilson95_pct": [
      0.2,
      5.5
     ]
    }
   },
   "reader_agreement": {
    "count": 61,
    "of": 99
   },
   "reclassified_to_changes": [
    54
   ]
  }
 },
 "flags": [
  {
   "rank": 1,
   "in_random_30": true,
   "authors": "Gabriel Zucman",
   "authors_short": "Zucman",
   "title": "Taxing across Borders: Tracking Personal Wealth and Corporate Profits",
   "citation": "Journal of Economic Perspectives 28(4): 121-148",
   "work_url": null,
   "audit_flag_id": "zucman-2014-taxing-across-borders#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/zucman-2014-taxing-across-borders.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 2,
   "in_random_30": true,
   "authors": "Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Saez and Zucman",
   "title": "The Rise of Income and Wealth Inequality in America: Evidence from Distributional Macroeconomic Accounts",
   "citation": "Journal of Economic Perspectives 34(4): 3-26",
   "work_url": null,
   "audit_flag_id": "saez-zucman-2020-rise-income-wealth-inequality-america#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/saez-zucman-2020-rise-income-wealth-inequality-america.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, not stated",
   "added_note": null
  },
  {
   "rank": 3,
   "in_random_30": true,
   "authors": "Niels Johannesen, Gabriel Zucman",
   "authors_short": "Johannesen and Zucman",
   "title": "The End of Bank Secrecy? An Evaluation of the G20 Tax Haven Crackdown",
   "citation": "American Economic Journal: Economic Policy 6(1): 65-91",
   "work_url": null,
   "audit_flag_id": "johannesen-zucman-2014-end-of-bank-secrecy#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/johannesen-zucman-2014-end-of-bank-secrecy.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 4,
   "in_random_30": true,
   "authors": "Thomas Piketty, Gabriel Zucman",
   "authors_short": "Piketty and Zucman",
   "title": "Wealth and Inheritance in the Long Run",
   "citation": "In A.B. Atkinson and F. Bourguignon (eds.), Handbook of Income Distribution, vol. 2B, ch. 15: 1303-1368, North-Holland",
   "work_url": null,
   "audit_flag_id": "piketty-zucman-2015-wealth-inheritance-long-run#3",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/piketty-zucman-2015-wealth-inheritance-long-run.html",
   "facts": "partly right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": "The flag says the authors gave no response; the chapter itself answers the gift-incentive point (p. 1337).",
   "second_pass_grade": "standard",
   "added_note": null
  },
  {
   "rank": 5,
   "in_random_30": true,
   "authors": "Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Saez and Zucman",
   "title": "Top Wealth in America: A Reexamination",
   "citation": "NBER Working Paper 30396, August 2022",
   "work_url": null,
   "audit_flag_id": "saez-zucman-2022-top-wealth-america-reexamination#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/saez-zucman-2022-top-wealth-america-reexamination.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
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   "added_note": null
  },
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   "rank": 6,
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   "authors": "Theresa Neef, Panayiotis Nicolaides, Lucas Chancel, Thomas Piketty, Gabriel Zucman",
   "authors_short": "Neef et al.",
   "title": "Effective Sanctions against Oligarchs and the Role of a European Asset Registry",
   "citation": "EU Tax Observatory / World Inequality Lab Note, March 2022",
   "work_url": "https://taxobservatory.world/www-site/uploads/2022/03/Note_Effecttive-sanctions-against-oligarcs-and-the-role-of-a-European-asset-Registry_EU-Tax_-WIL_March-2022.pdf",
   "audit_flag_id": "neef-nicolaides-chancel-piketty-zucman-2022-sanctions-oligarchs-european-asset-registry#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/neef-nicolaides-chancel-piketty-zucman-2022-sanctions-oligarchs-european-asset-registry.html",
   "facts": "right",
   "headline_number": "changes",
   "shown_with": "material available at the time",
   "claim_overstated": null,
   "our_note": "The note says about half of Russian household wealth is held abroad; the study it cites gives about a quarter (24%) of total wealth. The note's summary claim survives.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 7,
   "in_random_30": true,
   "authors": "Manon François, Carlos Oliveira, Bluebery Planterose, Gabriel Zucman",
   "authors_short": "François et al.",
   "title": "A Modern Excess Profit Tax",
   "citation": "EU Tax Observatory Working Paper No. 5 (Sept 2022); updated EU Tax Observatory Note (Nov 2022)",
   "work_url": null,
   "audit_flag_id": "francois-oliveira-planterose-zucman-2022-modern-excess-profit-tax#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/francois-oliveira-planterose-zucman-2022-modern-excess-profit-tax.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "standard",
   "added_note": null
  },
  {
   "rank": 8,
   "in_random_30": true,
   "authors": "Gabriel Zucman",
   "authors_short": "Zucman",
   "title": "Global Wealth Inequality",
   "citation": "Annual Review of Economics 11: 109-138",
   "work_url": null,
   "audit_flag_id": "zucman-2019-global-wealth-inequality#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/zucman-2019-global-wealth-inequality.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, not stated",
   "added_note": null
  },
  {
   "rank": 9,
   "in_random_30": true,
   "authors": "Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Saez and Zucman",
   "title": "The Triumph of Injustice: How the Rich Dodge Taxes and How to Make Them Pay",
   "citation": "New York: W.W. Norton, October 2019",
   "work_url": null,
   "audit_flag_id": "saez-zucman-2019-triumph-of-injustice#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/saez-zucman-2019-triumph-of-injustice.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "contested",
   "added_note": null
  },
  {
   "rank": 10,
   "in_random_30": true,
   "authors": "Anthony B. Atkinson, Thomas Piketty, Emmanuel Saez",
   "authors_short": "Atkinson et al.",
   "title": "Top Incomes in the Long Run of History",
   "citation": "Journal of Economic Literature 49(1): 3-71",
   "work_url": null,
   "audit_flag_id": "atkinson-etal-2011-top-incomes-long-run-history#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/atkinson-etal-2011-top-incomes-long-run-history.html",
   "facts": "partly right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": "Canada's rise is about 7.4 to 7.75 points, not 7.8, so the US rise is marginally larger, not 'no larger'. Minor.",
   "second_pass_grade": "standard",
   "added_note": null
  },
  {
   "rank": 11,
   "in_random_30": true,
   "authors": "Camille Landais, Thomas Piketty, Emmanuel Saez",
   "authors_short": "Landais et al.",
   "title": "Réponse de Camille Landais, Thomas Piketty et Emmanuel Saez",
   "citation": "Travail, genre et sociétés n° 27 (2012/1): 177-181",
   "work_url": null,
   "audit_flag_id": "landais-piketty-saez-2012-reponse-tgs#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/landais-piketty-saez-2012-reponse-tgs.html",
   "facts": "could not check",
   "headline_number": "could not check",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 12,
   "in_random_30": true,
   "authors": "Camille Landais, Thomas Piketty, Emmanuel Saez",
   "authors_short": "Landais et al.",
   "title": "Pour une révolution fiscale : un impôt sur le revenu pour le XXIe siècle",
   "citation": "Paris: Le Seuil (La République des idées), 2011 (about 140 pages)",
   "work_url": null,
   "audit_flag_id": "landais-piketty-saez-2011-revolution-fiscale#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/landais-piketty-saez-2011-revolution-fiscale.html",
   "facts": "could not check",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 13,
   "in_random_30": true,
   "authors": "Raj Chetty, Nathaniel Hendren, Patrick Kline, Emmanuel Saez",
   "authors_short": "Chetty et al.",
   "title": "Where is the Land of Opportunity? The Geography of Intergenerational Mobility in the United States",
   "citation": "Quarterly Journal of Economics 129(4): 1553-1623",
   "work_url": null,
   "audit_flag_id": "chetty-etal-2014-land-of-opportunity-geography#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chetty-etal-2014-land-of-opportunity-geography.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 14,
   "in_random_30": true,
   "authors": "Gabriel Zucman",
   "authors_short": "Zucman",
   "title": "Taxing across Borders: Tracking Personal Wealth and Corporate Profits",
   "citation": "Journal of Economic Perspectives 28(4): 121-148",
   "work_url": null,
   "audit_flag_id": "zucman-2014-taxing-across-borders#4",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/zucman-2014-taxing-across-borders.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 15,
   "in_random_30": true,
   "authors": "Henrik Jacobsen Kleven, Camille Landais, Emmanuel Saez, Esben Anton Schultz",
   "authors_short": "Kleven et al.",
   "title": "Migration and Wage Effects of Taxing Top Earners: Evidence from the Foreigners' Tax Scheme in Denmark",
   "citation": "Quarterly Journal of Economics 129(1): 333-378",
   "work_url": null,
   "audit_flag_id": "kleven-etal-2014-danish-foreigners-tax-scheme#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/kleven-etal-2014-danish-foreigners-tax-scheme.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 16,
   "in_random_30": true,
   "authors": "Idann Gidron, Ludvig Wier, Gabriel Zucman",
   "authors_short": "Gidron et al.",
   "title": "Global Profit Shifting, 1975-2023 (earlier: Global Profit Shifting, 1975-2019)",
   "citation": "NBER WP 30673 / UNU-WIDER WP 2022/121 (2022), revised July 2026; R&R Review of Economics and Statistics",
   "work_url": null,
   "audit_flag_id": "wier-zucman-2022-global-profit-shifting#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/wier-zucman-2022-global-profit-shifting.html",
   "facts": "right",
   "headline_number": "does not change",
   "shown_with": null,
   "claim_overstated": true,
   "our_note": "No headline number changes. The abstract's 'peaked, then declined' timing is contradicted by the paper's own Table A1.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 17,
   "in_random_30": true,
   "authors": "Sebastián Bustos, Dina Pomeranz, José Vila-Belda, Gabriel Zucman",
   "authors_short": "Bustos et al.",
   "title": "Challenges of Monitoring Tax Compliance by Multinational Firms: Evidence from Chile",
   "citation": "AEA Papers and Proceedings 109: 500-505",
   "work_url": null,
   "audit_flag_id": "bustos-pomeranz-vilabelda-zucman-2019-monitoring-tax-compliance-multinationals-chile#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/bustos-pomeranz-vilabelda-zucman-2019-monitoring-tax-compliance-multinationals-chile.html",
   "facts": "right",
   "headline_number": "does not change",
   "shown_with": null,
   "claim_overstated": false,
   "our_note": "No number changes. 'Effective tax rate' is not defined in the paper, and on a payroll reading the claim holds.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 18,
   "in_random_30": true,
   "authors": "Camille Landais, Thomas Piketty, Emmanuel Saez",
   "authors_short": "Landais et al.",
   "title": "Pour une révolution fiscale : un impôt sur le revenu pour le XXIe siècle",
   "citation": "Paris: Le Seuil (La République des idées), 2011 (about 140 pages)",
   "work_url": null,
   "audit_flag_id": "landais-piketty-saez-2011-revolution-fiscale#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/landais-piketty-saez-2011-revolution-fiscale.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 19,
   "in_random_30": true,
   "authors": "Emmanuel Saez",
   "authors_short": "Saez",
   "title": "Taxes and International Mobility of Talent",
   "citation": "NBER Reporter 2014 No. 2 (research summary)",
   "work_url": null,
   "audit_flag_id": "saez-2014-taxes-international-mobility-talent#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/saez-2014-taxes-international-mobility-talent.html",
   "facts": "could not check",
   "headline_number": "could not check",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
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   "added_note": null
  },
  {
   "rank": 20,
   "in_random_30": true,
   "authors": "Pierre Bachas, Helena Hernández, Valentina Laverde, Juliana Londoño-Vélez, Gabriel Zucman",
   "authors_short": "Bachas et al.",
   "title": "Automatic Exchanges of Information and Offshore Tax Compliance: Evidence from Colombia",
   "citation": "Working paper, June 2026 (SSRN 7122974)",
   "work_url": null,
   "audit_flag_id": "bachas-hernandez-laverde-londonovelez-zucman-2026-aeoi-colombia#3",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/bachas-hernandez-laverde-londonovelez-zucman-2026-aeoi-colombia.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 21,
   "in_random_30": true,
   "authors": "Emmanuel Saez",
   "authors_short": "Saez",
   "title": "Should We Tax Wealth?",
   "citation": "In O. Blanchard and D. Rodrik (eds.), Combating Inequality: Rethinking Government's Role, Cambridge MA: MIT Press, 2021, pp. 153-160",
   "work_url": null,
   "audit_flag_id": "saez-2021-should-we-tax-wealth#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/saez-2021-should-we-tax-wealth.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "cannot tell",
   "added_note": null
  },
  {
   "rank": 22,
   "in_random_30": true,
   "authors": "Hjalte Fejerskov Boas, Niels Johannesen, Claus Thustrup Kreiner, Lauge Truels Larsen, Gabriel Zucman",
   "authors_short": "Boas et al.",
   "title": "Taxing Capital in a Globalized World: The Effects of Automatic Information Exchange",
   "citation": "NBER WP 32714 (July 2024), revised September 2026",
   "work_url": null,
   "audit_flag_id": "boas-johannesen-kreiner-larsen-zucman-2024-automatic-information-exchange#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/boas-johannesen-kreiner-larsen-zucman-2024-automatic-information-exchange.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 23,
   "in_random_30": true,
   "authors": "Facundo Alvaredo, Lucas Chancel, Thomas Piketty, Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Alvaredo et al.",
   "title": "Global Inequality Dynamics: New Findings from WID.world",
   "citation": "American Economic Review: Papers & Proceedings 107(5): 404-409",
   "work_url": null,
   "audit_flag_id": "alvaredo-chancel-piketty-saez-zucman-2017-global-inequality-dynamics#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/alvaredo-chancel-piketty-saez-zucman-2017-global-inequality-dynamics.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, not stated",
   "added_note": null
  },
  {
   "rank": 24,
   "in_random_30": true,
   "authors": "Raj Chetty, Nathaniel Hendren, Patrick Kline, Emmanuel Saez",
   "authors_short": "Chetty et al.",
   "title": "Economic Mobility",
   "citation": "State of the States: The Poverty and Inequality Report, Pathways Magazine (Stanford Center on Poverty and Inequality), Special Issue 2015, pp. 55-60",
   "work_url": null,
   "audit_flag_id": "chetty-etal-2015-economic-mobility-pathways#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chetty-etal-2015-economic-mobility-pathways.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "standard",
   "added_note": null
  },
  {
   "rank": 25,
   "in_random_30": true,
   "authors": "Thomas Piketty, Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Piketty et al.",
   "title": "Simplified Distributional National Accounts",
   "citation": "AEA Papers and Proceedings 109: 289-295",
   "work_url": null,
   "audit_flag_id": "piketty-saez-zucman-2019-simplified-dina#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/piketty-saez-zucman-2019-simplified-dina.html",
   "facts": "partly right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": "Two figures reproduce, but the key re-ranking term does not: we get +0.64 to +0.97 points for 2016, not +2.68, and an overlap of 81-84%, not 63-79%. The flag does not state its data version, so part of the gap may be method.",
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 26,
   "in_random_30": true,
   "authors": "David Card, Alexandre Mas, Enrico Moretti, Emmanuel Saez",
   "authors_short": "Card et al.",
   "title": "Inequality at Work: The Effect of Peer Salaries on Job Satisfaction",
   "citation": "American Economic Review 102(6): 2981-3003",
   "work_url": null,
   "audit_flag_id": "card-etal-2012-inequality-at-work#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/card-etal-2012-inequality-at-work.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 27,
   "in_random_30": true,
   "authors": "Pierre Bachas, Helena Hernández, Valentina Laverde, Juliana Londoño-Vélez, Gabriel Zucman",
   "authors_short": "Bachas et al.",
   "title": "Automatic Exchanges of Information and Offshore Tax Compliance: Evidence from Colombia",
   "citation": "Working paper, June 2026 (SSRN 7122974)",
   "work_url": null,
   "audit_flag_id": "bachas-hernandez-laverde-londonovelez-zucman-2026-aeoi-colombia#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/bachas-hernandez-laverde-londonovelez-zucman-2026-aeoi-colombia.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": null,
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 28,
   "in_random_30": true,
   "authors": "Katrine Jakobsen, Kristian Jakobsen, Henrik Kleven, Gabriel Zucman",
   "authors_short": "Jakobsen et al.",
   "title": "Wealth Taxation and Wealth Accumulation: Theory and Evidence from Denmark",
   "citation": "Quarterly Journal of Economics 135(1): 329-388",
   "work_url": null,
   "audit_flag_id": "jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark#4",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark.html",
   "facts": "partly right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
   "claim_overstated": null,
   "our_note": "The flag says the paper reports only the top of the range; Table II prints the raw estimate (0.144) beside the adjusted one (0.312).",
   "second_pass_grade": "defensible, stated in the paper",
   "added_note": null
  },
  {
   "rank": 29,
   "in_random_30": true,
   "authors": "David Gamage, Emmanuel Saez, Darien Shanske",
   "authors_short": "Gamage et al.",
   "title": "The NY Billionaire Mark-to-Market Tax Act: Revenue, Economic, and Constitutional Analysis",
   "citation": "Policy report on New York bill S8277B (2019-20), 1 September 2020; SSRN 3766547",
   "work_url": "https://eml.berkeley.edu/~saez/NYbillionairetax.pdf",
   "audit_flag_id": "gamage-saez-shanske-2020-ny-billionaire-mark-to-market#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/gamage-saez-shanske-2020-ny-billionaire-mark-to-market.html",
   "facts": "right",
   "headline_number": "changes",
   "shown_with": "material available at the time",
   "claim_overstated": null,
   "our_note": "The bill caps the gains counted as income, not the tax. With the report's own inputs, 2020 revenue is about $9.0 billion, not $23.2 billion; most of the rest comes due in later years.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 30,
   "in_random_30": true,
   "authors": "Vicente Silva, Quentin Parrinello, Lamia Oualalou, Carmen Durrer de La Sota, Carlos Salgado, Juan Vergara, Gabriel Zucman",
   "authors_short": "Silva et al.",
   "title": "Progressive Taxation and Inequality: Minimum Taxation of High-Net-Worth Individuals in Latin America and the Caribbean",
   "citation": "International Tax Observatory report commissioned by Brazil under the PTLAC Presidency, April 2026",
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   "title": "Who Owns the Wealth in Tax Havens? Macro Evidence and Implications for Global Inequality",
   "citation": "Journal of Public Economics 162: 89-100",
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   "title": "The Elephant Curve of Global Inequality and Growth",
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   "title": "Equality and Development: A Comparative and Historical Perspective 1800-2025",
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   "title": "Globalization, Capital Taxation, and Development: Evidence from a Macro-Historical Database",
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   "audit_flag_id": "bachas-fisherpost-jensen-zucman-2022-capital-taxation-development-globalization#1",
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   "title": "Automatic Exchanges of Information and Offshore Tax Compliance: Evidence from Colombia",
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   "rank": 54,
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   "authors_short": "Bachas et al.",
   "title": "Automatic Exchanges of Information and Offshore Tax Compliance: Evidence from Colombia",
   "citation": "Working paper, June 2026 (SSRN 7122974)",
   "work_url": "https://gabriel-zucman.eu/files/BHLLZ2026.pdf",
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   "headline_number": "changes",
   "shown_with": "material available at the time",
   "claim_overstated": null,
   "our_note": "The abstract says enforcement explains 22-28% of the rise in reported offshore wealth. The paper defines that rise as financial wealth but takes its rate from the all-asset rows of its own Table A.6, which also has financial-asset rows. With those rows the share is about 19% (19.3% level, 19.1% log), and the combined 60-65% becomes about 57%. The change is small and inside the paper's standard errors.",
   "second_pass_grade": "questionable",
   "added_note": "Added 9 November 2026 by a second pass, after the authors' reply window (29 October letter, 4 November reminder, replies asked by 6 November) closed with no reply."
  },
  {
   "rank": 55,
   "in_random_30": false,
   "authors": "Mona Baraké, Paul-Emmanuel Chouc, Theresa Neef, Gabriel Zucman",
   "authors_short": "Baraké et al.",
   "title": "Revenue Effects of the Global Minimum Tax Under Pillar Two",
   "citation": "Intertax 50(10): 689-710",
   "work_url": null,
   "audit_flag_id": "barake-chouc-neef-zucman-2022-revenue-effects-global-minimum-tax#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/barake-chouc-neef-zucman-2022-revenue-effects-global-minimum-tax.html",
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   "added_note": null
  },
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   "rank": 56,
   "in_random_30": false,
   "authors": "Thomas Blanchet, Léonard Mouillet, Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Blanchet et al.",
   "title": "Real-Time Inequality",
   "citation": "Journal of Public Economics 260: 105701",
   "work_url": null,
   "audit_flag_id": "blanchet-saez-zucman-2022-real-time-inequality#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/blanchet-saez-zucman-2022-real-time-inequality.html",
   "facts": "right",
   "headline_number": "does not change",
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   "claim_overstated": true,
   "our_note": "The numbers stand. The authors' own real-time releases showed +0.25 points against +1.42 final, so the claim of real-time accuracy is overstated.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 57,
   "in_random_30": false,
   "authors": "Hjalte Fejerskov Boas, Niels Johannesen, Claus Thustrup Kreiner, Lauge Truels Larsen, Gabriel Zucman",
   "authors_short": "Boas et al.",
   "title": "Taxing Capital in a Globalized World: The Effects of Automatic Information Exchange",
   "citation": "NBER WP 32714 (July 2024), revised September 2026",
   "work_url": null,
   "audit_flag_id": "boas-johannesen-kreiner-larsen-zucman-2024-automatic-information-exchange#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/boas-johannesen-kreiner-larsen-zucman-2024-automatic-information-exchange.html",
   "facts": "right",
   "headline_number": "does not change",
   "shown_with": null,
   "claim_overstated": true,
   "our_note": "The 70% central estimate stands. The 56-95% range leaves out the uncertainty in one input, so the stated precision is overstated.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 58,
   "in_random_30": false,
   "authors": "Sebastián Bustos, Dina Pomeranz, Juan Carlos Suárez Serrato, José Vila-Belda, Gabriel Zucman",
   "authors_short": "Bustos et al.",
   "title": "The Race Between Tax Enforcement and Tax Planning: Evidence From a Natural Experiment in Chile",
   "citation": "NBER WP 30114 (2022); forthcoming, American Economic Journal: Economic Policy (per author website)",
   "work_url": null,
   "audit_flag_id": "bustos-pomeranz-suarezserrato-vilabelda-zucman-2022-race-tax-enforcement-tax-planning-chile#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/bustos-pomeranz-suarezserrato-vilabelda-zucman-2022-race-tax-enforcement-tax-planning-chile.html",
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   "headline_number": "does not change",
   "shown_with": null,
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   "our_note": "The estimates reproduce. The confidence intervals cannot rule out recovering about half the gap, so 'shown ineffective' is overstated.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 59,
   "in_random_30": false,
   "authors": "Sebastián Bustos, Dina Pomeranz, Juan Carlos Suárez Serrato, José Vila-Belda, Gabriel Zucman",
   "authors_short": "Bustos et al.",
   "title": "The Race Between Tax Enforcement and Tax Planning: Evidence From a Natural Experiment in Chile",
   "citation": "NBER WP 30114 (2022); forthcoming, American Economic Journal: Economic Policy (per author website)",
   "work_url": null,
   "audit_flag_id": "bustos-pomeranz-suarezserrato-vilabelda-zucman-2022-race-tax-enforcement-tax-planning-chile#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/bustos-pomeranz-suarezserrato-vilabelda-zucman-2022-race-tax-enforcement-tax-planning-chile.html",
   "facts": "right",
   "headline_number": "does not change",
   "shown_with": null,
   "claim_overstated": true,
   "our_note": "The estimates stand. 'Reject any substantial reduction' holds only for some specifications; others cannot reject reductions of 50-100%.",
   "second_pass_grade": null,
   "added_note": null
  },
  {
   "rank": 60,
   "in_random_30": false,
   "authors": "Lucas Chancel, Thomas Piketty, Emmanuel Saez, Gabriel Zucman",
   "authors_short": "Chancel et al.",
   "title": "World Inequality Report 2022",
   "citation": "World Inequality Lab, Dec 2021; Harvard University Press, 2022",
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   "audit_flag_id": "chancel-piketty-saez-zucman-2021-world-inequality-report-2022#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chancel-piketty-saez-zucman-2021-world-inequality-report-2022.html",
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   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "added_note": null
  },
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   "rank": 61,
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   "authors": "Raj Chetty, Nathaniel Hendren, Patrick Kline, Emmanuel Saez, Nicholas Turner",
   "authors_short": "Chetty et al.",
   "title": "Is the United States Still a Land of Opportunity? Recent Trends in Intergenerational Mobility",
   "citation": "American Economic Review: Papers & Proceedings 104(5): 141-147",
   "work_url": null,
   "audit_flag_id": "chetty-etal-2014-still-land-of-opportunity-trends#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chetty-etal-2014-still-land-of-opportunity-trends.html",
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   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "rank": 62,
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   "authors": "Raj Chetty, Nathaniel Hendren, Patrick Kline, Emmanuel Saez, Nicholas Turner",
   "authors_short": "Chetty et al.",
   "title": "Is the United States Still a Land of Opportunity? Recent Trends in Intergenerational Mobility",
   "citation": "American Economic Review: Papers & Proceedings 104(5): 141-147",
   "work_url": null,
   "audit_flag_id": "chetty-etal-2014-still-land-of-opportunity-trends#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chetty-etal-2014-still-land-of-opportunity-trends.html",
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   "headline_number": "depends on a disputed choice of method",
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   "added_note": null
  },
  {
   "rank": 63,
   "in_random_30": false,
   "authors": "Raj Chetty, John N. Friedman, Emmanuel Saez, Nicholas Turner, Danny Yagan",
   "authors_short": "Chetty et al.",
   "title": "The Determinants of Income Segregation and Intergenerational Mobility: Using Test Scores to Measure Undermatching",
   "citation": "NBER Working Paper 26748",
   "work_url": null,
   "audit_flag_id": "chetty-etal-2020-determinants-segregation-undermatching#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chetty-etal-2020-determinants-segregation-undermatching.html",
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   "headline_number": "depends on a disputed choice of method",
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  {
   "rank": 64,
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   "authors_short": "Chetty et al.",
   "title": "Income Segregation and Intergenerational Mobility Across Colleges in the United States",
   "citation": "Quarterly Journal of Economics 135(3): 1567-1633",
   "work_url": null,
   "audit_flag_id": "chetty-etal-2020-income-segregation-mobility-colleges#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/chetty-etal-2020-income-segregation-mobility-colleges.html",
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   "headline_number": "depends on a disputed choice of method",
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  {
   "rank": 65,
   "in_random_30": false,
   "authors": "Peter Diamond, Emmanuel Saez",
   "authors_short": "Diamond and Saez",
   "title": "The Case for a Progressive Tax: From Basic Research to Policy Recommendations",
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   "audit_flag_id": "diamond-saez-2011-case-for-progressive-tax#1",
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  {
   "rank": 66,
   "in_random_30": false,
   "authors": "Peter Diamond, Emmanuel Saez",
   "authors_short": "Diamond and Saez",
   "title": "Taxing High Earnings",
   "citation": "In Janet Byrne (ed.), The Occupy Handbook, New York: Little, Brown and Company, 2012, pp. 317-329",
   "work_url": null,
   "audit_flag_id": "diamond-saez-2012-taxing-high-earnings#1",
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   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "second_pass_grade": "standard",
   "added_note": null
  },
  {
   "rank": 67,
   "in_random_30": false,
   "authors": "Manon François, Carlos Oliveira, Bluebery Planterose, Gabriel Zucman",
   "authors_short": "François et al.",
   "title": "A Modern Excess Profit Tax",
   "citation": "EU Tax Observatory Working Paper No. 5 (Sept 2022); updated EU Tax Observatory Note (Nov 2022)",
   "work_url": null,
   "audit_flag_id": "francois-oliveira-planterose-zucman-2022-modern-excess-profit-tax#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/francois-oliveira-planterose-zucman-2022-modern-excess-profit-tax.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
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   "added_note": null
  },
  {
   "rank": 68,
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   "authors": "Brian Galle, David Gamage, Emmanuel Saez, Darien Shanske",
   "authors_short": "Galle et al.",
   "title": "Expert Report on Proposition 40, the California 2026 Billionaire Tax: Revenue, Economic, and Constitutional Analysis",
   "citation": "Expert report (SSRN 5996554); versions Dec 2025, Feb 2026, Apr 2026, updated July 20, 2026",
   "work_url": null,
   "audit_flag_id": "galle-etal-2026-california-billionaire-tax-prop40-expert-report#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/galle-etal-2026-california-billionaire-tax-prop40-expert-report.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "rank": 69,
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   "authors": "Brian Galle, David Gamage, Emmanuel Saez, Darien Shanske",
   "authors_short": "Galle et al.",
   "title": "Expert Report on Valuation of Controlling Shares of Publicly Traded Companies Under the California Billionaire Tax Act (CBTA)",
   "citation": "Expert memo, 5 February 2026; SSRN 6073728",
   "work_url": null,
   "audit_flag_id": "galle-etal-2026-cbta-controlling-shares-valuation#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/galle-etal-2026-cbta-controlling-shares-valuation.html",
   "facts": "right",
   "headline_number": "does not change",
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   "our_note": "The memo gives no number. It leaves out conditions in the statute ('clear and convincing evidence', 'substantially'), so the legal claim is overstated.",
   "second_pass_grade": null,
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  },
  {
   "rank": 70,
   "in_random_30": false,
   "authors": "Brian Galle, David Gamage, Emmanuel Saez, Darien Shanske",
   "authors_short": "Galle et al.",
   "title": "Expert Report on Valuation of Controlling Shares of Publicly Traded Companies Under the California Billionaire Tax Act (CBTA)",
   "citation": "Expert memo, 5 February 2026; SSRN 6073728",
   "work_url": null,
   "audit_flag_id": "galle-etal-2026-cbta-controlling-shares-valuation#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/galle-etal-2026-cbta-controlling-shares-valuation.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
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   "added_note": null
  },
  {
   "rank": 71,
   "in_random_30": false,
   "authors": "Javier Garcia-Bernardo, Petr Janský, Gabriel Zucman",
   "authors_short": "Garcia-Bernardo et al.",
   "title": "Did the Tax Cuts and Jobs Act Reduce Profit Shifting by US Multinational Companies?",
   "citation": "IMF Economic Review (2026), Policy Corner",
   "work_url": null,
   "audit_flag_id": "garciabernardo-jansky-zucman-2022-tcja-profit-shifting#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/garciabernardo-jansky-zucman-2022-tcja-profit-shifting.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
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   "added_note": null
  },
  {
   "rank": 72,
   "in_random_30": false,
   "authors": "John Guyton, Patrick Langetieg, Daniel Reck, Max Risch, Gabriel Zucman",
   "authors_short": "Guyton et al.",
   "title": "Tax Evasion at the Top of the Income Distribution: Theory and Evidence",
   "citation": "NBER WP 28542 (2021); forthcoming, Journal of Public Economics (per author website, Oct 2026)",
   "work_url": null,
   "audit_flag_id": "guyton-langetieg-reck-risch-zucman-2021-tax-evasion-top-income-distribution#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/guyton-langetieg-reck-risch-zucman-2021-tax-evasion-top-income-distribution.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
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   "rank": 73,
   "in_random_30": false,
   "authors": "Katrine Jakobsen, Kristian Jakobsen, Henrik Kleven, Gabriel Zucman",
   "authors_short": "Jakobsen et al.",
   "title": "Wealth Taxation and Wealth Accumulation: Theory and Evidence from Denmark",
   "citation": "Quarterly Journal of Economics 135(1): 329-388",
   "work_url": null,
   "audit_flag_id": "jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "second_pass_grade": "defensible, stated in the paper",
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  {
   "rank": 74,
   "in_random_30": false,
   "authors": "Katrine Jakobsen, Kristian Jakobsen, Henrik Kleven, Gabriel Zucman",
   "authors_short": "Jakobsen et al.",
   "title": "Wealth Taxation and Wealth Accumulation: Theory and Evidence from Denmark",
   "citation": "Quarterly Journal of Economics 135(1): 329-388",
   "work_url": null,
   "audit_flag_id": "jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark.html",
   "facts": "partly right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "our_note": "The 77% reduction comes from several controls together, not income deciles alone, and 'earlier drafts found much smaller effects' holds only for some comparisons.",
   "second_pass_grade": "defensible, stated in the paper",
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  },
  {
   "rank": 75,
   "in_random_30": false,
   "authors": "Katrine Jakobsen, Kristian Jakobsen, Henrik Kleven, Gabriel Zucman",
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   "title": "Wealth Taxation and Wealth Accumulation: Theory and Evidence from Denmark",
   "citation": "Quarterly Journal of Economics 135(1): 329-388",
   "work_url": null,
   "audit_flag_id": "jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark#3",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/jakobsen-jakobsen-kleven-zucman-2020-wealth-taxation-denmark.html",
   "facts": "right",
   "headline_number": "depends on a disputed choice of method",
   "shown_with": null,
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   "second_pass_grade": "questionable",
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  {
   "rank": 76,
   "in_random_30": false,
   "authors": "Niels Johannesen, Gabriel Zucman",
   "authors_short": "Johannesen and Zucman",
   "title": "The End of Bank Secrecy? An Evaluation of the G20 Tax Haven Crackdown",
   "citation": "American Economic Journal: Economic Policy 6(1): 65-91",
   "work_url": null,
   "audit_flag_id": "johannesen-zucman-2014-end-of-bank-secrecy#2",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/johannesen-zucman-2014-end-of-bank-secrecy.html",
   "facts": "right",
   "headline_number": "does not change",
   "shown_with": null,
   "claim_overstated": true,
   "our_note": "The numbers reproduce. Treaty-induced outflows are too small to show in the totals, so 'rather than repatriating' is stronger than the evidence.",
   "second_pass_grade": null,
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  {
   "rank": 77,
   "in_random_30": false,
   "authors": "Henrik Kleven, Camille Landais, Emmanuel Saez",
   "authors_short": "Kleven et al.",
   "title": "Taxation and International Migration of Superstars: Evidence from the European Football Market",
   "citation": "American Economic Review 103(5): 1892-1924",
   "work_url": null,
   "audit_flag_id": "kleven-landais-saez-2013-football-superstars#1",
   "audit_page": "https://saez-zucman-audit-replication.vercel.app/original/p/kleven-landais-saez-2013-football-superstars.html",
   "facts": "could not check",
   "headline_number": "could not check",
   "shown_with": null,
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  {
   "rank": 78,
   "in_random_30": false,
   "authors": "Henrik Kleven, Camille Landais, Emmanuel Saez",
   "authors_short": "Kleven et al.",
   "title": "Taxation and International Migration of Superstars: Evidence from the European Football Market",
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   "title": "Progressive Taxation and Inequality: Minimum Taxation of High-Net-Worth Individuals in Latin America and the Caribbean",
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   "title": "The Missing Profits of Nations",
   "citation": "Review of Economic Studies 90(3): 1499-1534",
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   "rank": 133,
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   "title": "The Exorbitant Tax Privilege",
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   "title": "The Missing Wealth of Nations: Are Europe and the U.S. net Debtors or net Creditors?",
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   "title": "The Missing Wealth of Nations: Are Europe and the U.S. net Debtors or net Creditors?",
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   "rank": 138,
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   "authors": "Gabriel Zucman",
   "authors_short": "Zucman",
   "title": "The Missing Wealth of Nations: Are Europe and the U.S. net Debtors or net Creditors?",
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   "title": "Taxing across Borders: Tracking Personal Wealth and Corporate Profits",
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   "rank": 142,
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   "title": "Inequality: Are we really 'all in this together'?",
   "citation": "CEP Election Analysis Paper EA030, Centre for Economic Performance, LSE (#ElectionEconomics series), April 2015",
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   "headline_number": "changes",
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   "our_note": "The summary box says 1.6 to 3 times; the briefing's own text and Figure 2 give 1.65 to 1.97 times.",
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  {
   "rank": 143,
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   "authors": "Gabriel Zucman",
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   "title": "Taxing Multinational Corporations in the 21st Century",
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   "title": "Can a Wealth Tax Work?",
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   "second_pass_grade": "cannot tell",
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  {
   "rank": 145,
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   "authors": "Gabriel Zucman",
   "authors_short": "Zucman",
   "title": "A Blueprint for a Coordinated Minimum Effective Taxation Standard for Ultra-High-Net-Worth Individuals",
   "citation": "Report commissioned by the Brazilian G20 Presidency, June 25, 2024 (EU Tax Observatory)",
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   "headline_number": "changes",
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   "our_note": "On the report's own figures, 7.1% is total group wealth growth; per member it is about 5.4%, implying a return near 5.8%, not 7.5%. Revenue is unaffected.",
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  {
   "rank": 146,
   "in_random_30": false,
   "authors": "Gabriel Zucman",
   "authors_short": "Zucman",
   "title": "The Billionaire Tax: A (Modest) Proposal for the 21st Century",
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   "authors": "Gabriel Zucman, Amory Gethin, Madeleine Péron",
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   "title": "Introduction : Où est l'argent ?",
   "citation": "Regards croisés sur l'économie no. 24: 10-17 (2019)",
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}