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Emmanuel Saez, Danny Yagan, Gabriel Zucman · Working paper (preliminary draft), January 2021
Capital Gains Withholding
17 problems found: 6 moderate · 11 minor
What the paper claims
- Design: families with net worth above $50M prepay capital-gains tax each year at one-tenth of the top rate on their stock of unrealized gains, stopping once 90% of the tax on all gains is prepaid, with the annual amount capped at 2 x the rate x (wealth - $50M). Prepayments are credited at realization (no double tax), and illiquid taxpayers may pay with a 'no-risk' government loan. Claimed advantages: valuation errors and price swings do not affect ultimate liability; revenue is collected from the living and scored inside the ten-year window, which makes repeal costly; lock-in is eliminated.
- Penn Wharton Budget Model (PWBM) estimates that capital gains withholding 'would enable Congress to raise $2 trillion 2021-2030 even without raising capital gains tax rates', while affecting only about 0.05% of families.
- Unrealized gains are very large and concentrated. Families above $50M hold about $8T of them, about half their wealth, and about 90% of it is in business shares (65% private). The 2010 estate-tax data corroborate this.
- The authors' own SCF+Forbes calculation corroborates PWBM. It gives about $265B in year 1 and $2.4T over ten years, 'quite similar to the PWBM score of $2.2T'. The long-run gain is $20-30B per year federally and $2-3B per year for California.
Every problem found
1moderateconfirmed · newly identified here · overclaiming
About a fifth of the '$2 trillion from withholding' in the abstract comes from another part of the package: taxing gains when people die or give assets to charity. Some of that is paid by people well below the $50 million line. In a billionaires-only version, withholding itself raises about $440 billion, not $925 billion.
Technical detail and evidence
Why it matters, in detail. Per Table 2, withholding accounts for $1.62T of the abstract's '$2 trillion without raising rates' (-22%) and $1.82T of the $2.23T score at 39.6% (-19%). The non-withholding row is $417-506B at every threshold. That pattern fits constructive realization (plus the rate change), which applies to every estate above the exemption and every filer above $1M. So for about a fifth of the revenue, the statement that it comes only from the roughly 90,000 withholding taxpayers does not hold. At the $1B threshold, withholding is $442B, about 1.5-1.6 times projected estate-and-gift receipts, not 'over three times'. The rule PWBM used to split the rows is undocumented (F3), so withholding's exact marginal effect relative to the package without withholding is not identified. For the abstract's scenario, however, every reading of Table 2 gives about $1.6T.
Evidence. Table 2 (p.21) transcribed from the image and checked against PWBM's 20 Jan 2021 workbook: 48/48 published cells identical, and the components sum to the totals within $1B (scripts/adj_table2_checks.py -> out_adj_table2_checks.txt).
Withholding share of the window total:
- panel B, $50M: 77.9%
- panel A, $50M: 81.3%
- panel A, $1B: 47.8%
CBO estate-and-gift baseline for FY2021-30 (CBO eval-projections dataset): $280.9B (Sept 2020) and $300.3B (Jan 2020). Against these, $925B is 3.3x (3.1x), but withholding alone is 1.57x (1.47x) (scripts/adj_source_checks.py).
Slide 3: 'Limited revenue: $450B over ten'. Figure 1 (p.22) plots $5.07T ... $0.93T, i.e. the Table 2 totals.
Why this severity. The PWBM totals are reported accurately, and the split is disclosed on p.15 and in Table 2, so nothing is hidden. But the abstract credits withholding with about 22% more revenue than the paper's own decomposition gives it. That is just under the rubric's quarter-of-headline threshold for 'major'. The billionaire comparison more than doubles withholding's contribution.
The authors' response. None located. The paper itself discloses the split on p.15 ('$1.8 trillion of the $2.2 trillion score would be paid as withholding payments while $0.4 trillion would be paid as constructive realization').
2moderateconfirmed · newly identified here · overclaiming
Withholding mostly collects, early and in one burst, taxes on gains the very rich have already built up. The government later credits those payments back when the assets are sold or the owners die. So the $2 trillion over ten years is not a lasting $200-billion-a-year income stream: the authors' own long-run estimate is about $20-30 billion a year. Part of the early money could also be lent to taxpayers by the government itself.
Technical detail and evidence
Why it matters, in detail. Net in-window withholding ($1.6-1.8T) is identically the end-2030 balance of prepaid tax owed back as credits. The one-time 90% prepayment on the 2020 stock alone is about $1.5T at 23.8% (after a 15% haircut; $2.4T at 39.6%), the same order as the whole withholding row.
After that, the steady-state net gain is the growth of the prepaid stock, g x 0.9 x tax rate x gains. The authors put it at $20-30B/yr (2020 economy, apparently at current rates); a stylised steady state gives about $60B/yr. Either is 10-35% of annual in-window receipts.
If balances earn the Treasury rate i, the steady-state gain is about (g - i) x balance, roughly zero. The present value of the withholding component (about 80% of the headline) is then close to zero, apart from behavioural and political-economy effects. Without interest, the gain is the forgone interest on the balance, an implicit tax on the prepaying families.
Loan-financed withholding lowers the scored deficit but not federal borrowing. Its share is unknown but potentially large: 27-71% of SCF-group withholding is owed by households whose prepayments exceed their liquid assets.
Evidence. Quotes: abstract; pp.5, 10-11, 16-17; fn 12 (later withholding amounts 'will likely be dramatically smaller than his 2021-2030 annual amounts which cover decades of unrealized gains'); slides 5, 8 ('Withholding naturally taxes the very wealthy's $8T of already accrued capital gains which generates enormous revenue') and 9.
Arithmetic: 0.9 x 0.238 x $8,086B = $1,732B, or $1,472B after a 15% haircut; at 39.6% the figure is $2,882B.
Stylised account model (scripts/adj_timing_model.py -> out_adj_timing_model.txt): once accounts reach the 90% cap, the recurring net gain is about growth x 0.9 x tax rate x gains, roughly $60B a year at 23.8% in a 2020 economy after a 15% haircut. That is a third or less of average in-window receipts. If interest is credited at rate i, the gain falls to (g - i) x balance.
Liquidity (scripts/adj_scf_table1.py; this ignores borrowing capacity): households owing 27% of the SCF group's year-1 withholding owe more that year than their liquid financial assets. For the cumulative nine-year prepayment the share is 71%.
PWBM's later note on Wyden's Billionaires Income Tax: 'more than half' of its $507B 'would come from a one-time transition tax on previously accrued, unrealized capital gains'.
Why this severity. The ten-year cash score follows standard scoring conventions, and the paper calls withholding a prepayment, so the number itself is not wrong. But most of it is tax collected early on gains that already exist. The recurring gain is several times smaller. Its present value depends on undecided interest and refund rules and on counting loan-financed payments as revenue. None of this is quantified alongside the headline.
The authors' response. Partly anticipated. The paper says the net effect 'slowly declines over time' (p.16), gives the $20-30B long-run figure (p.17), and presents the scoring of loan-financed payments as a deliberate feature (pp.5, 10; slide 9).
3moderateconfirmed · newly identified here · documentation gap
The $2 trillion figure comes from a budget model whose workings were never published. No outsider can check how it handled key questions such as avoidance, refunds, loans or the valuation of private companies. The paper quotes the model's numbers correctly, but nobody can reproduce them.
Technical detail and evidence
Why it matters, in detail. Without the model, gross withholding, credits, avoidance and loan treatment cannot be separated, and inferences from the published totals are fragile. If the 2021 row is gross, PWBM's 2021 withholding ($195B) is about 40% below a mechanical base of 3.96% x capped gains (about $323B in 2021). That implies a semi-elasticity of roughly 10-13 (linear vs log form), close to the -13 PWBM used for the Warren tax. PWBM's implied credit offsets also look low relative to SCF realization behaviour, but that inference depends on undocumented timing and realization responses. The headline is therefore a conditional model output with a wide plausible range (see F4-F5).
Evidence. PWBM workbook and PDF: /mnt/zdata/downloads/syz2021-claude/pwbm_cgw_data.xlsx and pwbm_cgw_doc.pdf.
Ratios from scripts/adj_table2_checks.py: ten-year withholding is 9.0-10.2 times the 2021 amount in panel A and 10.2-11.0 times in panel B. Pure growth would give about 12 (ten liability years) or about 10.5 (nine).
The design credits withholding only against later realizations (Example 2), so the 2021 row is probably gross of credits. If so, PWBM's credits offset only about 0-25% of gross withholding over the window. Stylised account models using the SCF's 3.2% realization rate and 1-1.5% mortality give 30-45% (scripts/adj_timing_model.py).
Panel A withholding is only 7-16% above panel B, although the withholding rate is 66-98% higher. PWBM's behavioural response is therefore large and depends on the rate; the paper attributes the small gap to 'substantial assumed avoidance' (p.15).
Why this severity. The figures are exact transcriptions of a genuine independent score, so the problem is verifiability, not error. But the sensitivity of the core $2.1-2.2T to its key assumptions cannot be assessed. Nor can the decomposition on which the paper's own attribution rests be checked.
4moderateconfirmed · newly identified here · internal inconsistency
The authors back up the outside $2.2 trillion estimate with their own $2.4 trillion. But theirs counts only withholding, while the outside figure includes other reforms; compared fairly, the authors' number is about a third higher. It also assumes the rich would dodge only 15% of the tax, a figure borrowed from a tax about half as large. Adjust that and the timing of credits, and the authors' own method points to roughly $1.5-1.9 trillion.
Technical detail and evidence
Why it matters, in detail. Correcting the scope alone puts the authors' estimate 32% above PWBM's comparable figure. Scaling their own semi-elasticity of 8 to the 3.96% rate cuts it to $1.91T. A 7-8x multiplier then gives about $1.5-1.7T, or $1.3-1.5T with a 40% haircut.
The estate-tax benchmark (the Summers-Sarin/Kopczuk logic) implies a shortfall in the realized base of roughly 35-65%, if withholding valuations behaved like estate-tax valuations. That is far above 15% and brackets PWBM's implied ~40%.
The authors have a reasonable counter-argument from the wealth-tax debate: estate-tax avoidance and weak enforcement need not carry over, and a creditable prepayment gives less reason to under-value than a final tax does. The paper neither makes nor quantifies it. Instead it describes withholding as operating 'like a 3.96% annual wealth tax' (pp.7-8).
Evidence. Reproduction of the authors' year-1 score (scripts/adj_scf_table1.py -> out_adj_scf_table1.txt; matches both auditors): $263.9B. That is mechanical $310.5B, less $12.9B removed by the 2x cap, less the 15% haircut. Times 9 it gives $2.375T. The 50%-of-wealth variant gives $258.9B.
Haircut sensitivities:
- 30%: $1.96T
- 31.7% (semi-elasticity 8 x 3.96%): $1.91T
- 40%: $1.68T
Multiplier: scripts/adj_timing_model.py -> out_adj_timing_model.txt. Warren-letter quote: scripts/adj_source_checks.py.
SOI estate returns filed in 2016 (16es01fy.xlsx): $20-50M estates $31.6B (1,073 returns) plus $50M+ estates $71.4B (434) = $103.0B.
SCF realized gains (kginc) of non-billionaire households above $50M: $199.6B, against an unrealized stock of $6,316B (3.16%).
Why this severity. This concerns the authors' corroborating calculation, not the PWBM headline. But the claimed independent agreement does not hold. Done like-for-like, with a haircut and multiplier consistent with the rate, the authors' method supports roughly PWBM's withholding-only $1.8T or less, not the $2.2T package figure it is said to match.
The authors' response. No response specific to this paper. In the wealth-tax debate, Saez & Zucman ('Response to Summers and Sarin', 25 June 2019) argue that estate-tax data understate top wealth because of avoidance and collapsed enforcement, and that a comprehensively enforced tax would see little avoidance.
5moderateconfirmed · newly identified here · internal inconsistency
The paper promises that nobody will end up paying too much if their assets later lose value. But in one place it says overpayments would only be carried forward, not refunded, so someone whose gains disappear could lose that money for good. The paper does not say which rule the revenue estimate assumed.
Technical detail and evidence
Why it matters, in detail. With full refundability (with interest), price declines generate refunds that lower and destabilise receipts. With carryforward only, the ultimate tax liability does depend on price paths, contradicting the abstract. The paper does not disclose which rule PWBM scored, so the revenue impact of the choice is unknown. The choice trades the fairness guarantee against in-window revenue.
Evidence. Quotes checked in the paper (abstract; pp.5, 9, 10-12) and in the slides (scripts/adj_source_checks.py).
Codex's illustration: an asset worth $100M with $90M basis generates nine 3.96% installments on the $10M gain, $3.56M in total. If it is later sold for $90M, the final tax is zero and only a cash refund reconciles the account.
Treasury's later Billionaire Minimum Income Tax specified refunds both when prepayments exceed the tax on unrealized gains and at death (FY2023 Greenbook p.35). The rule can therefore be specified.
Why this severity. It undercuts a central design claim in the abstract (the advantage over mark-to-market) and leaves the revenue score's treatment of refunds unknown. But the fix, specifying refundability, timing and interest, is straightforward and does not overturn the proposal.
6moderateplausible · previously known · speculative assumption
Most of the money would come from taxing gains on private companies whose shares are never traded, so the government would have to put a value on them every year. Real-world valuation formulas tend to come in below market prices. The paper never shows how much revenue would be lost if they did.
Technical detail and evidence
Why it matters, in detail. About $1.0-1.2T of PWBM's $1.8T withholding row depends on marking private-business gains to (SCF-reported) market values every year. Because gains are value minus basis, valuation shortfalls are leveraged: a 30% valuation shortfall with basis at a third of value removes about 45% of private gains. Under-valuation shifts tax from the window to realization or death (with penalties), so it lowers the ten-year score rather than the ultimate liability. The BMIT comparison shows that an administrable rule which does not mark non-tradable assets to market would collect roughly a third of PWBM's rate-adjusted withholding. It does not show that the paper's formula-based approach would yield that little.
Evidence. Table 1 composition reproduced: private business is 65.5% of gains above $50M (scripts/adj_scf_table1.py); Table 2, $1B column. FY2023 Greenbook pp.34-36 and revenue table ($360,843M) (scripts/adj_source_checks.py).
PWBM withholding at the $100M threshold and 23.8% rate is $1,214B; scaled to a 20% rate it is about $1,020B. Removing private-business gains (64% of gains above $100M) leaves about $367B, close to the BMIT score (Claude's calculation, re-checked).
Illustration: if private holdings were valued at 60-80% of market and basis is about a third of value, private gains would fall by roughly 30-60% and the withholding base by roughly 20-40%.
Why this severity. The dependence is real and unexamined, and plausible under-valuation could cut withholding revenue by a fifth or more. But the impact on the headline is not demonstrated: PWBM's large implicit avoidance allowance may already absorb part of it; reconciliation at realization limits the gain from under-valuing; and the BMIT gap mainly reflects a deliberate choice to exempt non-tradable assets, not evidence that the proposed valuations would fail.
The authors' response. Anticipated in the paper (pp.9-11): formula and market-signal valuation, ex-post reconciliation with denied refunds and late-payment penalties, look-through and information reporting, and in-kind payment as an alternative.
7minorconfirmed · newly identified here · methodology
The figure of $8 trillion in untaxed gains for the richest families comes partly from a survey of only about 300 such families. The true figure could plausibly be anywhere from about $6 trillion to $10 trillion, and the paper does not say so.
Technical detail and evidence
Why it matters, in detail. The relative SE is about 13% for gains above $50M and about 17% above $100M, and higher for SCF-only cells. Revenue estimates built on these cells, whether PWBM's or the authors', inherit at least this uncertainty before any model or behavioural uncertainty is added.
Evidence. scripts/adj_scf_se.py -> out_adj_scf_se.txt. Method: 999 SCF bootstrap replicate weights (p19_rw1) plus between-implicate variance. Sanity check: mean net worth $746.8K with SE $16.4K.
Results:
- SCF part above $50M: $6,277B, total SE about $1,053B.
- With Forbes added: $8,127B +/- 13% (95% CI about $6.1-10.2T).
- Above $100M: $6,276B +/- 17% (95% CI about $4.2-8.4T).
- Authors' year-1 score: $264B, SE about $36B (13%).
- Distinct non-billionaire SCF families above $50M: 308.
Why this severity. Sampling noise is symmetric and leaves the qualitative conclusions intact. It does mean that the $8T base, and the revenue figures built on it, carry 95% intervals of roughly +/-25% from sampling alone.
8minorconfirmed · newly identified here · internal inconsistency
Counted as households, the group above $50 million is about 0.08% of American households, not 0.05%; the smaller figure counts tax filers instead. Either way it is roughly 100,000 families.
Technical detail and evidence
Why it matters, in detail. The SCF household share above $50M is 0.081%, 1.6 times the stated 0.05%; the 0.05% is a tax-unit share. There is no revenue implication.
Evidence. scripts/adj_scf_table1.py (household counts and shares by group); Table 2 counts; pp.8, 15, 22.
Why this severity. A labelling inconsistency. The affected population is about 90,000-105,000 units under either convention, and no estimate changes.
9minorconfirmed · newly identified here · internal inconsistency
A section heading says $18 trillion where the paper's own number is $8 trillion, and a table note says the opposite of what its table shows. Neither changes the results.
Technical detail and evidence
Why it matters, in detail. The heading overstates the >$50M stock by a factor of 2.2; the note reverses the sign of the rate effect on taxpayer counts.
Evidence. p.2 heading; Table 1; Table 2 note (p.21); scripts/adj_table2_checks.py (A - B counts run from -324,788 to -23).
Why this severity. Both slips can be corrected from nearby numbers and change no estimate.
10minorconfirmed · newly identified here · internal inconsistency
One footnote gives numbers that clash with the paper's own table and cannot be recreated from the survey. The table is right, and the footnote's point still holds.
Technical detail and evidence
Why it matters, in detail. The footnote understates the SCF ratio by about 3 points (>$50M) and 6 points (>$100M); Table 1, not the footnote, is consistent with the microdata.
Evidence. scripts/adj_scf_table1.py; Claude's fn21_variants.py (raw, aged, over assets, mean of ratios, 2016 SCF).
Why this severity. The footnote's conclusion, that assuming 50% for Forbes is conservative, survives because the SCF ratio is at or above 50%. Nothing downstream changes.
11minorconfirmed · newly identified here · arithmetic or transcription
A few of the worked examples contain small number slips, such as saying Bezos's account would hold $79 billion when the rules give $71 billion. They do not affect the main results.
Technical detail and evidence
Why it matters, in detail. The Bezos example overstates the prepaid balance by $7.9B: under the 90% rule the account holds $71.3B and $7.92B remains due at sale (see F13). Example 2 is conditionally correct.
Evidence. Arithmetic re-done by the adjudicator: tax on $2M under the fn 10 brackets is $559,170; 9 x $7.92B = $71.28B; 0.9 x 13.3% = 11.97% (also in Claude's misc_checks.py output).
Why this severity. These are illustration-level slips; the design rules themselves are internally consistent.
12minorconfirmed · newly identified here · selective presentation
The example showing that a founder would keep most of his company uses half the proposed tax rate. At the proposed rate, the founder's stake would fall by almost half.
Technical detail and evidence
Why it matters, in detail. Using the proposal's own rate, the illustrative dilution is 45%, not 26%, and it starts from a stake about 3 points too high.
Evidence. Facebook 2020 DEF 14A beneficial-ownership table (scripts/adj_source_checks.py); 16.2 x 0.9604^15 = 8.84%.
Why this severity. An illustration in the discussion of economic effects; no estimate depends on it.
13minorconfirmed · newly identified here · overclaiming
Even after withholding, selling an asset can still trigger some tax. The incentive to hold on to assets to delay tax is smaller, but it does not disappear as the paper claims.
Technical detail and evidence
Why it matters, in detail. The residual tax at realization is at least 10% of the liability once the cap is reached, and higher for recent gains, so deferral retains some value.
Evidence. pp.6 and 13; slide 7 ('Prepays 90%'); remaining liability at the cap = 0.1 x tax rate x gains.
Why this severity. A secondary claim about economic effects; no estimate depends on it.
14minorconfirmed · newly identified here · misrepresentation of source
A few sources are cited loosely, for example a $235 billion estimate attributed to taxing gains at death actually covered a broader reform. None of this changes the paper's results.
Technical detail and evidence
Why it matters, in detail. The $235B benchmark for realization at death is a package score, so it cannot be compared directly with constructive-realization rows; the other items are descriptive inaccuracies.
Evidence. FY2017 Greenbook pp.155-156 and revenue table; IRS expatriation-tax page; ATF/TPC note (15 Oct 2019); Forbes data (Claude's forbes_checks.py); Treasury (2014) pp.3-5 (scripts/adj_source_checks.py for (a)-(c)).
Why this severity. These are footnoted benchmarks and supporting facts. Correcting them changes no estimate or conclusion.
15minorconfirmed · newly identified here · selective presentation
The paper cites a study to argue that simply raising capital-gains rates would not work, but leaves out that the same study found rate increases would raise substantial money.
Technical detail and evidence
Why it matters, in detail. The case that taxing before realization is 'necessary' leans on official scoring elasticities. It omits that the cited source estimates much smaller long-run responses, which would make rate increases under the current system more productive.
Evidence. Agersnap & Zidar, NBER w27705 (rev. Dec 2020), abstract and p.2 (scripts/adj_source_checks.py); 27.4% implied rate re-derived by Claude from their eq.(6).
Why this severity. The claim is motivational; the package itself raises the rate, and no estimate depends on it.
16minorconfirmed · newly identified here · documentation gap
A section promising a California estimate never actually gives one, and some numbers behind the long-run figures have no stated source.
Technical detail and evidence
Why it matters, in detail. The California withholding score at the state's 13.3% rate is never stated. The long-run $20-30B (federal) and $2-3B (California) figures cannot be reproduced from the stated inputs.
Evidence. pp.15-17, fn 22-23; Claude's soi_2016_checks.py output (SOI 2016 estates, non-cash contributions and net gains; SCF kginc shares).
Why this severity. This is a documentation gap in a secondary, state-level result. The deviations mostly make the authors' long-run figure conservative.
17minorplausible · newly identified here · overclaiming
The paper simply states that the tax would be constitutional, but whether the US can tax gains that have not been sold is an open legal question.
Technical detail and evidence
Why it matters, in detail. If realization were held to be constitutionally required, withholding on unrealized gains (as opposed to a creditable payment framed as a prepayment) could be challenged; the paper offers no analysis.
Evidence. Moore v. United States, 602 U.S. ___ (2024), Opinion of the Court n.2 and pp.22-24 (scripts/adj_source_checks.py).
Why this severity. This is a legal design assumption outside the paper's empirical core. It is flagged, not adjudicated.
The authors' response. The paper's implicit answer is that withholding is a creditable prepayment of a realization-based income tax. The paper predates Moore.
Claims examined and rejected
Problems one auditor raised that did not survive checking.
- The private-business valuation issue is 'major'. As support: under a BMIT-type valuation rule, ten-year withholding revenue would be roughly one-third of PWBM's, so the closest official score implies the headline is far too high. — Downgraded to moderate/plausible (F5). The BMIT deliberately exempts most non-tradable gains (the basis/last-valuation rule and the illiquid election). It also differs in rate, minimum-tax netting, window and timing. The one-third ratio therefore measures the share of tradable gains, a design difference, rather than showing that PWBM's valuation-based score is too high. PWBM's large implicit avoidance allowance may already cover part of any valuation shortfall.
- PWBM's implied use of credits is optimistic: in panel B, credits offset only about 12% of withholding, so the headline is overstated by about 20-25%. — Not established. The inference depends on whether the FY2021-30 window contains nine or ten liability years, on PWBM's realization responses at 39.6%, and on the undocumented definition of Table 2's rows. It is kept only as an unverifiable possibility within F3. The related criticism of the authors' own 9x multiplier is accepted (F4).
- Example 2's '$792K' is an arithmetic error. — It is not an arithmetic error: $792K = 39.6% x $2M is correct if the couple's other taxable income already exceeds $1M, which is plausible for a household with $60M of wealth. It is recorded only as an inconsistency with footnote 10's bracket description (F11). Codex reached the same conclusion.
- Paying withholding in shares would cut Zuckerberg's voting power to about 43% at 3.96% (about 50% at 2%). — Not adopted. The figures rest on assumptions the paper's design does not specify: that paid-over Class B shares convert to Class A, and that share counts stay fixed. F12 records only that the paper does not examine its control claim.
- Loan take-up would be large, because households owing about 72% of SCF-group withholding have nine-year prepayments above their liquid assets. — Accepted only qualitatively (F2). The SCF liquid-asset measure ignores borrowing capacity, business distributions and asset sales, so actual loan take-up cannot be estimated from these data.
- 'Art and collectibles ... less than 3% of extreme gains' (p.9) misstates Treasury's 3.2%. — Immaterial rounding; the paper itself gives 3% on p.2.
- Reliance on Forbes data (us-wealth-taxes-11) biases the gains base. — Not material here, as Claude itself concluded. Forbes is about 23% of the gains above $50M. Halving Forbes values would cut the base by about 11%, while a higher founder gain share (80% instead of 50%) would raise it by about 14%. Most of the base comes from SCF microdata.
- Table 1's gains-to-wealth ratio for the bottom 99% (28%) does not reproduce (26.2% from literal networth). — Immaterial. Codex shows the ratio moves to 27.5% if vehicles are excluded from wealth, a plausible convention, and the figures above $50M are unaffected.
- Possible objection: the government loan principal must be scored as a full budget cost (considered and rejected by codex). — The adjudicator concurs with the rejection. FCRA scores direct loans at their subsidy cost, a present value; with Treasury-rate interest and repayment backed by refunds, the subsidy is about zero. The economic concern that loan-financed payments bring in no net cash is retained in F2.
- Possible objection: the p.12 formula 'unrealized capital gains + capital loss carryovers' contains a sign error (considered and rejected by codex). — The adjudicator concurs: the formula is consistent if carryovers enter with their own sign, as intended.
- Possible objection: the capitalization-method and DINA critiques of the Saez-Zucman wealth series (us-wealth-taxes-01 to -06, -08, -10) undermine the base (considered and rejected by both auditors). — They do not apply. The base is built from SCF microdata plus a Forbes append and is corroborated by Treasury's Form 8939 estate data, not from capitalized income.
Audit notes
What reproduced. Reproduced independently by the adjudicator:
- Table 1 panel A, from the September 2020 vintage of the public 2019 SCF summary extract, aged one year as in fn 19, with SCF billionaires dropped and $3.7T of Forbes wealth at 50% gains appended. Gains above $50M come to $8,127B (paper $8,086B) and all gains to $33,543B ($33,538B). Above $100M: $6,276B ($6,206B). Gains/wealth is 49.9% and 53.7% (50% and 54%), and the composition matches within 1 percentage point. The one exception is the bottom-99% ratio (26.2% vs 28%).
- Table 1 panel B and the p.2 estate composition, from Treasury (2014) Table 2: 43.7%; 29.6% public stock, 35.6% closely held, 14.5% business assets, 13.9% real estate, 3.2% art.
- Table 2: all 48 cells published by PWBM match its 20 Jan 2021 workbook, and the components sum to the totals within $1B.
- Text arithmetic: 'two-thirds' (0.679), 'less than one-fifth' (0.187), 160% of GDP, 52.7% and 24.1% concentration shares, $1.5-3T and $1-2T potentials.
- The authors' year-1 score: $263.9B vs about $265B. Times 9 it gives $2.375T; the 50%-of-wealth variant gives $258.9B.
- CBO's estate-and-gift baseline: $280.9B (FY2021-30, Sept 2020), so the package's $925B is 3.3 times it.
Computed by the adjudicator and not reported in the paper: SCF sampling SEs (about 13% above $50M, using replicate weights) and a stylised account model of credits and long-run revenue.
Not reproducible or not matching:
- PWBM's ten-year microsimulation (no model or code is published), including the withholding/constructive-realization split.
- Footnote 21's SCF ratios (47.3% and 49.4%, against about 50% and 55.5% in the microdata).
- The authors' 9x multiplier: a stylised model gives 6.4-8.3x at observed realization and mortality rates.
- The long-run $20-30B/yr and California $2-3B/yr: the inputs are partly unsourced.
- A California withholding score: it is never reported.
The Zucman-, Yagan- and Saez-site PDFs (all dated 20 Jan 2021) are numerically identical.
Limits of this audit. PWBM's microsimulation, its assumptions and the definition of Table 2's split rows are not public. Statements here about PWBM's implied avoidance and credit use are therefore inferences from published totals.
The timing and steady-state calculations use a stylised account model with assumed growth (4.3%), realization (2-5%) and mortality (1-1.5%) rates. They are not PWBM's model.
Data limits:
- SCF results use the disclosure-limited public extract (September 2020 vintage). Standard errors follow standard SCF bootstrap practice.
- The exact 13 Aug 2020 Forbes snapshot was not obtained; the Forbes inputs follow the paper's stated aggregate.
- The liquidity statistics ignore borrowing capacity.
- The estate-tax benchmark depends on an assumed wealth-weighted mortality of 1-2% and on the paper's rough mapping of individual estates above $20M to households above $50M.
Sources: Skar et al. (2025), Gravelle (2020), Raub-Johnson-Newcomb (2010) and Balkir et al. (2025) were not read directly; the corpus summaries and the citing papers were relied on.
Scope: legal (constitutional) questions are flagged, not adjudicated. No published critique of, or authors' reply to, this specific paper was found (OpenAlex and web search), and no later revised version exists on the authors' sites. Behavioural responses were not re-estimated; this audit evaluates the paper's claims and their documentation, not the merits of the policy.