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Facundo Alvaredo, Thomas Breda, Barra Roantree, Emmanuel Saez · De Economist 165(2): 129-140
Contribution Ceilings and the Incidence of Payroll Taxes
12 problems found: 4 moderate · 8 minor
What the paper claims
- At a contribution ceiling where employer and employee rates fall, the densities of labour cost, gross earnings and net earnings cannot all be continuous (at most one can be). If labour cost is smooth, the gross-earnings density drops by the factor 1+tR at the cap; if gross earnings are smooth, the labour-cost density jumps by 1+tR. Which density is smooth is therefore informative about local incidence.
- Concave kinks should create a dip in the earnings density through labour-supply responses, but no dip or gap is found at large downward kinks in the Netherlands, France, Germany or the UK, 'suggesting that earnings are completely inelastic with respect to the rate of SSCs'.
- All four companion papers find no discontinuity in gross-earnings densities at the ceilings. France: the share of significant discontinuities is 'close to 5%' and discontinuities 'remain inexistent in all cases'. Germany: no substantial shifting, consistent over 1975-2010. UK: full one-sided incidence rejected and gross earnings smooth. Netherlands: smooth gross pay plus a positive labour-cost discontinuity that 'confirm[s]' employer incidence and rules out measurement error.
- Smooth gross earnings suggest that statutory and economic incidence coincide, which is 'hard to reconcile with the standard model' because matching relative elasticities to relative statutory rates 'would be an extremely unlikely coincidence'. Bargaining over gross wages, salience and pay-fairness norms are offered as explanations, and 'even in the long run' competition 'may not be sufficient' to move incidence away from statutory incidence 'for the vast majority of employment spells'.
Every problem found
1moderateconfirmed · previously known · overclaiming
The studies show clearly that, near the ceilings and in the short run, employers do not push their share of these contributions onto the individual workers concerned. But for several countries the data cannot tell 'exactly the legal split' apart from 'employers pay somewhat more or less than their legal share', and one German period shows employers paying noticeably more. The paper presents the exact legal split as an established result, which overstates how precise the evidence is.
Technical detail and evidence
Why it matters, in detail. Mapping the published intervals through the paper's own identity (left-normalised f+/f- = A+/A-, A = 1+(1-sr)tr-se*te) gives the following. UK 1975-85: s in [0.37, 1.00] (sr >= 0.60 if se = 0). UK 1986-2007: s in [0, 0.60]. Germany: s about 0.38-0.72 across periods, with 1975-79 rejecting 0.50 at p<0.01. France: the NLS se is unidentified (intervals spanning about -4.5 to +2.7). Against this, the Dutch health threshold bounds sr >= 0.84-0.88, and France's SST rejects sr near 0 by a wide margin. The significant departures (France SST, Germany 1975-79, UK McCrary 1986-2007) are positive, i.e. towards employers bearing more than statutory. So the error lies in the claimed precision, not in the rejection of the textbook model.
Evidence. UK (Adam, Roantree & Phillips 2017, Table 2, p.193). 1975-85 estimate 0.027 [-0.044, 0.097]: admits a common employer share s in [0.37, 1.00] (statutory-equivalent 0.61) and does not reject full employer incidence (+0.079). 1986-2007 [-0.086, 0.059]: admits s in [0, 0.60]. The authors write 'a lack of statistical power means ... our results taken alone are also consistent with a wide range of less extreme incidence shares' (abstract) and 'we are wary of drawing strong conclusions' (p.195). Germany (DIW DP 1627, Tab. 1-3, p.9), with one-sided benchmarks of about -0.048/+0.066 for 1975-79 rather than the +/-0.112 (total rate drop) the paper uses. 1975-79 estimates are +0.026 (t=3.00) and +0.020 (t=2.65), with t = 2.65-3.37 in all 12 variants: s = 0.67-0.72 [95% about 0.55-0.84] against statutory 0.50. 2005-10 polynomial -0.014: s = 0.38 [0.26, 0.50]. France (Bozio, Breda & Grenet 2017, Table 4, p.160): NLS sr intervals run from [0.06, 1.92] to [0.60, 2.04]; se ranges from +0.61 to -1.83 (method 2.B interval [-3.55, -0.11], outside [0,1]); rate-drop correlation 0.95 (p.161). Evidence on the paper's side, found by the adjudicator: the Dutch health threshold is an employer-only kink with log discontinuity -0.0004 (0.0049) in 2006 and +0.0016 (0.0053) in 2011, against full-worker predictions of -0.056/-0.067 (CPB DP 311, Tables 9-10, p.29), so the employer share is at least 0.84-0.88. France's 1976 SST full-worker predictions are -0.20/-0.18, against SST means of +0.03 to +0.04 (Table 3, p.158). Computations: scripts/adj02_companion_tables.py.
Why this severity. The qualitative core survives: employer SSCs are not shifted to the individual worker at the ceilings in the short run, contrary to the textbook prediction. It is tightly estimated where the tests are most powerful (the Dutch health threshold, with employer share >=0.84-0.88, and France's early SST kinks). What fails is the precise 'coincide' reading and the 'extremely unlikely coincidence' argument. Elsewhere the intervals admit employer shares from about 0.4-0.6 up to 1, the employee side is unidentified, and Germany 1975-79 departs significantly. This overstates precision without reversing anything, so it is moderate, not major.
The authors' response. No published response found. The overview hedges ('suggesting', 'seems', 'consistent with'), and the UK paper advises interpreting its results 'in conjunction with the others in this volume' (p.195).
2moderateconfirmed · newly identified here · misrepresentation of source
The overview says the four country studies found no break in the earnings distribution anywhere. The studies themselves report more exceptions. In France the main threshold shows several times as many 'significant' breaks as at a comparison point with no rate change. Germany has one significant early period, and some UK results depend on how the test is set up. Most of these exceptions point to employers paying more, not less, so the main message survives, but the evidence is presented as cleaner than it is.
Technical detail and evidence
Why it matters, in detail. The French excess rejections are concentrated at the SST (11/64 polynomial rejections vs 3/64 at the placebo), so they are not just over-rejection by the testing procedure. They are mostly positive, implying sr>1 or se>0 locally. The German endpoint departures correspond to roughly +/-15-20pp in the employer share of the total health contribution. The UK rejection of full worker incidence is specification-dependent. Together they turn 'no discontinuity anywhere' into 'no systematic negative discontinuity of the size worker incidence implies, with scattered (mostly positive) departures'.
Evidence. France (Bozio et al. 2017). Table 2 Panel A (p.156): 16.2%, 17.1%, 9.4% and 8.9% significant at 5% for 1976-2010 (31/191, 30/175, 18/192, 17/192). The text says 'between 9 and 17% ... two to five times more often positive than negative' (p.157); only observed earnings for 1993-2010 approach 5% (10.2/9.8/7.4/5.3%). At the SST (Table 3, p.158) the rates are 25.0/28.1/17.2/17.2%, against 4.7/9.4/4.7/4.7% at the 2xSST placebo (Fisher one-sided p = 0.001-0.022). The paper also reports 'more significantly positive kinks at 1*SST' (p.157) and a McCrary time trend (p.160). Germany (DIW DP 1627, Tab. 1-3): 1975-79 is significantly positive in all 12 variants. The 'slight trend' is judged against the total rate drop (pp.9-10), twice the one-sided benchmark; re-benchmarked, the implied employer share falls from about 0.70 (1975-79) to about 0.38 (2005-10). UK (Adam et al. 2017): the overview drops 'in some cases' and the power caveat. Full worker incidence in 1975-85 is rejected in the preferred quadratic. With the current-year UEL it is not rejected at polynomial orders 3-8 against the Table-1-implied benchmark (-0.094 to -0.104), nor at orders 6 and 8 against the paper's own -0.115 (Table 3); with the previous-year UEL it is rejected at all orders (Table 6). The +/-GBP200 windows reject smoothness with opposite signs (+0.056 [0.001, 0.111], Table 5; -0.081 [-0.123, -0.038], Table 8). Annual McCrary tests are significant in 24 of 33 years (11 positive, 13 negative; Table 10), and annual polynomial estimates in 2001 and 2007 (Table 9). Computations: scripts/adj02_companion_tables.py.
Why this severity. No point estimate changes, and the exceptions do not point towards worker incidence: most significant French and German departures are positive. But the overview presents as uniformly null an evidence base that its sources call noisy, specification-sensitive and in places significantly non-zero. That is an important undisclosed caveat on the empirical synthesis the conclusions rest on.
The authors' response. None published. The overview's summaries follow each companion's own concluding sentence; Bozio et al. attribute the excess rejections to a common, non-optimal polynomial order (fn 8, p.157), and Adam et al. discount McCrary rejections as local spikes (pp.193-194).
3moderateconfirmed · previously known · overclaiming
Not seeing people adjust their pay around the ceiling does not mean pay is completely insensitive to contribution rates. Small costs of adjusting, or simply not noticing the ceiling, would produce the same picture. The same UK research team, using 35 years of reforms, finds a moderate response.
Technical detail and evidence
Why it matters, in detail. A null dip identifies the realised local response under existing frictions, not the structural elasticity. With isoelastic preferences a gap of width about e*dlog(1-t) is predicted, so finding none is compatible with e = 0.2-0.3 (Adam, Phillips & Roantree 2019) and fixed adjustment costs well under 1% of the cap. In France the hours margin is shut by design, so the French evidence says nothing about hours elasticities.
Evidence. Adam et al. (2017, pp.182 and 195): no dip 'either because the underlying elasticities are very low or because optimisation frictions (whether informational, institutional or driven by adjustment costs) are significant'; footnote 11 (p.188): SERPS accrual makes the true kink smaller. Adam, Phillips & Roantree (NBER w23336, 2017; J. Public Econ. 171:29-50, 2019) estimate a compensated elasticity with respect to employee NICs of 'about 0.2-0.3, operating largely through hours of work'. Bozio et al. (2017, pp.143, 145, 154): the SST is computed on hourly wages, so hours responses cannot move workers across it. A frictionless model (scripts/adj01_identities_dip.py) with e = 0.25 at the UK employee kink (9.6% to 0) implies an empty band of 2.5% of the UEL (about GBP16/week); e = 0.05 gives about GBP3. With s1 = 0.8 and e = 0.2 the gap is 4.5% of the cap, yet a fixed cost of 0.5% of the cap suppresses all adjustment (maximum gain 0.0048 cap units). Chetty et al. (2011) provide the general friction mechanism.
Why this severity. This is a stated secondary conclusion that does not follow from the evidence and is contradicted by the same UK team's reform-based elasticity. It does not affect the incidence test, which needs only the absence of local behavioural responses.
The authors' response. The overview uses 'suggesting'. Its Sect. 5 discusses information costs and rigidities as reasons for statutory incidence, but not as an alternative explanation for the missing dip.
4moderatelikely · previously known · overclaiming
The studies look at what happens to an individual's pay right around a threshold that moves every year. So they can only show that pay does not adjust quickly to that person's contribution rate. The paper goes further and suggests the legal split may hold permanently for most jobs. Later work by one of its own authors finds that when contributions buy benefits workers value, such as French supplementary pensions, workers do end up bearing them within a few years.
Technical detail and evidence
Why it matters, in detail. Smoothness at annually re-indexed kinks identifies short-run, individual-level non-adjustment of gross wages to marginal-rate changes. That is compatible with the standard model plus wage-setting frictions, or with near-zero local elasticities. It says nothing about firm-level pass-through (Saez, Schoefer & Seim 2019) or medium-run adjustment. If workers value the linked benefits, the standard model predicts full shifting whatever the elasticities. The French reform evidence finds pass-through of about 1 within four years of the ARRCO reform's completion, versus 6-21% for unlinked reforms. Where linked contributions dominate (French 3x, 4x and 8xSST), the kink test has no power.
Evidence. Bozio et al. (2017, p.161): kink results 'identify incidence in a very local sense ... may therefore not be extrapolated to more general and steady-state environments'; the lack of adjustment 'may also be in part explained by adjustment frictions, especially because the location of the kinks changes every year'; the findings are 'consistent with both labour demand and labour supply being very inelastic at kink points'. Adam et al. (2017, p.182): 'All we attempt to discern in this paper is how an individual's wage is affected by the tax rate applied to that individual's earnings'. Bozio, Breda & Grenet, 'Does Tax-Benefit Linkage Matter for the Incidence of Payroll Taxes?', Review of Economic Studies 93(3):1536-1573 (online 2025), abstract: 'full pass-through to workers when there is a strong and transparent link between contributions and expected benefits', but limited pass-through for unlinked employer contributions. The working-paper version (PSE WP 2019-43, July 2020, pp.5, 23-24) reports ARRCO 1996-reform pass-through 'very close to and not significantly different from 1 in the four years following the completion of the reform', and a meta-analysis averaging 103% pass-through for linked contributions vs 15% for unlinked. French kinks above the SST are dominated by such point-based pensions: in 2010, 12.0 of the 13.3pp drop at 3xSST is ARRCO and 12.6 of 12.8pp at 8xSST is AGIRC (Bozio et al. Table 1). The polynomial test at 8xSST carries no information: under smooth Pareto tails it shows a spurious -0.07 to -0.47, against a true full-worker step of -0.09 (scripts/adj03_poly_bias.py). Saez, Schoefer & Seim (2019, AER 109:1717-1763) find no individual-level shifting of a Swedish youth payroll-tax cut but firm-level rent sharing, which the kink test cannot see.
Why this severity. The long-run, all-SSC claim is a hedged closing argument rather than an estimated result, and later evidence supports the local result for unlinked contributions. But the generalisation is not supported by the kink evidence, and it is contradicted for benefit-linked contributions, which are a large share of SSCs in France and the Netherlands. It narrows the scope of C4 without overturning it.
The authors' response. The overview itself flags general-equilibrium and long-run doubts (p.138) and hedges ('may not be sufficient'). Bozio, Breda & Grenet (2025) conclude that 'in the absence of such linkage ... the individual-level incidence of payroll taxes aligns with their statutory incidence', which supports the overview for unlinked contributions.
5minorconfirmed · newly identified here · internal inconsistency
For most of the UK years studied, only the worker's contribution stops at the ceiling. In that case the textbook model predicts exactly what was found, so those years do not count against it, although the paper's general statements imply they do. The overall argument still stands on the other countries and years.
Technical detail and evidence
Why it matters, in detail. At an employee-only kink, smooth g requires eS/eD = dtR/dtE = 0, which is approximately the textbook case; the test has about 7% power against eS=0.1, eD=0.5. It can only reject full employer incidence (+0.107), which it does.
Evidence. Adam et al. (2017): Table 1 (employer NICs uncapped from October 1985); p.190 ('the densities of gross earnings and employer cost will move in tandem'); p.191 (smoothness 'would imply employees bearing all of the incidence'). scripts/adj01_identities_dip.py: with tR unchanged, f+/f- = 1 and h+/h- = (1-tE-)/(1-tE+) = 0.899 at 2003-07 rates. scripts/adj02_companion_tables.py: textbook elasticities (eS=0.1, eD=0.5) predict +0.015 for 1986-2007, inside the interval [-0.086, 0.059]; the test's power against the textbook model is 0.07.
Why this severity. The general statements are wrong for the UK's dominant period (22 of 33 years), which therefore provides no evidence against the textbook model. But the case against the standard model rests on employer-rate kinks (France, Germany, the Netherlands, UK 1975-85), so the conclusions are unaffected.
6minorconfirmed · newly identified here · data error
The example correctly describes the US Social Security tax but calls it 'federal payroll taxes' in general, leaving out the Medicare tax, which has no ceiling. This does not matter for the paper's argument.
Technical detail and evidence
Why it matters, in detail. The federal payroll marginal rate falls by 12.4pp at the OASDI base, from 15.3% to 2.9%, not from 12.4% to 0. This changes the description of the kink, not its size.
Evidence. SSA Office of the Chief Actuary tables, archived January 2024: the 2015 contribution and benefit base is $118,500; OASDI is 6.2% each for employee and employer; HI is 1.45% each, and 'After 1993, there has been no limitation on HI-taxable earnings'. Codex cites IRS Publication 15 (2015) for the same figures. The combined FICA marginal rate is 15.3% below the cap and 2.9% just above it (3.8% above $200k). Computation: scripts/adj02_companion_tables.py.
Why this severity. An illustrative example only: the OASDI cap and rate are right, and the kink exists either way.
7minorconfirmed · newly identified here · misrepresentation of source
One footnote cites the wrong papers for a correct point; the right source is another paper co-written by Saez. It is a referencing slip with no effect on the conclusions.
Technical detail and evidence
Why it matters, in detail. The US 'no gap' evidence comes from Liebman & Saez (2006, matched SIPP-SSA earnings), not from the cited works. The proportionality of the gap to the elasticity is true (adj01: gap about e*dlog(1-t)) but is not derived in Saez (2010).
Evidence. Liebman, Luttmer & Seif (2009), J. Public Econ. 93: fn 20, p.1217 ('All earnings are topcoded at the Social Security maximum'); its records run 'up to the Social Security contribution ceiling'. Saez (2010), AEJ: Economic Policy 2(3), p.192. Liebman & Saez (2006), NBER RRC NB04-06, Sect. 4: 'There is no gap whatsoever ... The distribution is completely smooth around the kink point'.
Why this severity. A citation error; the substantive claim (no gap at the US taxable maximum) is true.
8minorconfirmed · newly identified here · arithmetic or transcription
There is a typo in one formula. The equations around it, and the conclusion drawn from it, are correct.
Technical detail and evidence
Why it matters, in detail. The (1+tR) multiplier is missing; with tR = 0.15 the printed equality is off by 15% of f(z*). No later calculation uses it.
Evidence. scripts/adj01_identities_dip.py: with tR = 0.15, g(y*)- = (1+tR)g(y*)+ = 0.7673 while f(z*) = 0.6672 and (1+tR)f(z*) = 0.7673. Both auditors' scripts give the same result.
Why this severity. Typographical: Eq. (2) and the stated jump factor are correct.
9minorconfirmed · newly identified here · other
Two technical descriptions are worded backwards, but the studies themselves ran the tests correctly.
Technical detail and evidence
Why it matters, in detail. These are inversions in the prose only; no reported significance decision is reversed.
Evidence. McCrary (2006 working paper, p.1): 'Wald test of the null hypothesis that the discontinuity is zero'. Bozio et al. (2017, p.155) and Adam et al. (2017, pp.191-193) regress density on the polynomial and test for a non-zero dummy. The inverted McCrary wording recurs verbatim in Adam et al. (p.191). UK bandwidths: Tables 2 and 10.
Why this severity. Wording slips: the companion papers use the correct null and regression direction.
10minorconfirmed · newly identified here · documentation gap
Some names and references are misprinted, most visibly the German co-author's surname. This has no effect on the content.
Technical detail and evidence
Why it matters, in detail. Bibliographic and typographical errors only.
Evidence. Crossref metadata for doi:10.1007/s10645-017-9298-3 (authors Kai-Uwe Mueller and Michael Neumann); overview pp.130-139.
Why this severity. Copy-editing only; no effect on content.
11minorplausible · previously known · methodology
If earnings or thresholds are recorded with small errors, a real break in the data gets blurred, and a blurred break looks like 'no break', which is exactly the paper's conclusion. The best datasets (Germany and the Netherlands) are not much affected, but some of the weaker evidence is less convincing than the overview suggests.
Technical detail and evidence
Why it matters, in detail. Classical multiplicative error of SD sigma relative to the base smears a step over roughly +/-2 sigma around y*, attenuating polynomial-dummy estimates. If a share p of observations faces another year's threshold, the step is scaled by (1-p). Both biases push towards 0, i.e. towards statutory incidence. At 8xSST, misspecification biases the step negatively and swamps the signal (Table 3 Panel B: SD 0.26-0.47). So the high French kinks, where the benefit-linked pension contributions sit, are uninformative.
Evidence. France: gross earnings before 1993 are calculated from net taxable earnings using TAXIPP; after 1993 the observed variable is the CSG base, 'close but not exactly the same' as the SSC base (Bozio et al. fn 3, p.149; p.151). UK: pay periods straddle the 6 April change, so 'we cannot be certain which fiscal year's NICs schedule applies' (pp.187-188), and some benefits in kind are missing (fn 9). Netherlands (CPB DP 311, 2015): 'even minor measurement errors can mask any discontinuity' (p.44), for labour costs whose thresholds vary across workers. scripts/adj03_poly_bias.py: under a smooth Pareto tail, the cubic step fit over [4.1, 11.9]xSST shows a spurious -0.07 to -0.47 (alpha = 1.5-3), against a true full-worker step of -0.09; the bias at SST, 2x, 3x and 4xSST is <= 0.02. Mitigating evidence: in France, calculated and observed earnings give similar results for 1993-2010 (p.157). In the UK, previous-year-UEL estimates are similar (Tables 6-8), and the 1975-85 rejection of full worker incidence survives misassignment of up to about 57% of observations (adj02). Germany's SIAB earnings are the administrative SSC base. Dutch gross earnings are the employer-reported base (published notes), and observed partial labour costs do jump (+0.039, +0.114; CPB DP 311 Table 14).
Why this severity. The concern is valid in principle and biases towards the paper's preferred conclusion. But the companions' robustness checks and the exact administrative bases in Germany and the Netherlands leave the decisive tests unaffected. Its main effect is to weaken 'cannot reject smoothness' at small or high kinks, which F1 already covers.
The authors' response. The companion papers report the robustness checks listed in the evidence.
12minorplausible · previously known · internal inconsistency
In other work from the same period, one of the authors assumes that workers bear all payroll taxes, which is the textbook view this paper argues against. The two positions can be reconciled, but neither paper explains how.
Technical detail and evidence
Why it matters, in detail. If the overview's local statutory-incidence result held in aggregate, employer payroll taxes would partly fall on profits rather than labour in DINA post-tax series. A reconciliation is plausible: linked contributions are fully shifted (Bozio, Breda & Grenet 2025), and sharing happens at firm level (Saez, Schoefer & Seim 2019). But the authors do not state it.
Evidence. Piketty, Saez & Zucman (2018) Data Appendix B.4.1; NBER w22945, p.14. Overview p.130 ('as we expect labour demand to be substantially more elastic than labour supply (Hamermesh 1993), the incidence of these taxes should be borne primarily by workers') and pp.136-139. CORPUS us-wealth-taxes-13 (Kopczuk 2019 BPEA comment and others) criticises Saez-Zucman for treating the corporate tax by statutory incidence but payroll taxes as borne entirely by workers.
Why this severity. No bearing on this paper's results. The two conventions can be reconciled: aggregate factor incidence differs from the individual employer/employee split, US OASDI contributions are benefit-linked, and costs can be passed through at firm level. The tension is simply never discussed.
The authors' response. Saez and Zucman defend assigning current taxes to the factor taxed without behavioural responses (Oct 2019 draft 'Clarifying Distributional Tax Incidence'; NBER w31912), as summarised in corpus entry us-wealth-taxes-13. Nothing specific to this paper.
Claims examined and rejected
Problems one auditor raised that did not survive checking.
- I6: the Dutch labour-cost 'confirmation' is circular (implied by the identity, so not independent evidence), reverses the 2015 working paper's 'inconclusive' result, and the 2017 version apparently relies on imputed components. — The published Dutch study says its gross measure is the employer-reported SSC base and that it 'abstract[s] from the pension contributions because they are imputed' (published notes, archived Springer page). Its labour-cost measure therefore uses recorded contributions. A jump in independently recorded labour costs at the predicted point is a legitimate check that the gross variable is the actual base, which is what the overview claims ('not simply due to measurement error'). The 2015 working paper already found significant jumps in observed partial labour costs (CPB DP 311, Sect. 6, Table 14: +0.039 and +0.114). The overview faithfully relays the published abstract; the change between working paper and publication belongs to the companion. A residual nuance, not an error: the jump mirrors smooth gross earnings rather than giving independent evidence on incidence, and labour cost including employer pension contributions shows 'no major discontinuities' (published notes).
- I1 should be graded major: the published intervals cannot distinguish statutory incidence from departures of +/-25-60 percentage points, and the most precise country (Germany) rejects it in 1975-79. — Severity downgraded to moderate (the claim is kept as F1). Germany is not the most precise test. The Dutch health threshold, an employer-only kink, has SE about 0.005 against full-worker predictions of -0.056/-0.067 and bounds the employer share at >=0.84-0.88 (CPB DP 311 Tables 9-10). France's early SST kinks also reject worker incidence by a wide margin. So the employer-side result is tight where tests have power, the imprecision lies mainly on the employee side and in the UK, and the significant German departure is towards employers bearing more. Auditor A's UK and German numbers are reproduced and kept in F1.
- UK power against full worker incidence is only about 0.45, and about 0.28 against textbook incidence. — These figures assume that 20% of observations face the previous year's UEL, a share that is unknown. Without that attenuation, power is 0.82 against full worker incidence and 0.58 against textbook incidence (adj02). The authors' previous-year-threshold estimates reject full worker incidence at every polynomial order (Table 6), and the current-threshold rejection survives misassignment of up to about 57% of observations. Lack of power is real (the UK authors say so), but these specific numbers are not established.
- Bosch et al. (2022) find a 70/30 split, 'not exactly statutory', which contradicts the overview's generalisation. — In Bosch et al. (2022, De Economist 170:107-132), 70% of a two-year change in Dutch pension contributions falls on employers' labour costs and 30% on net wages, a result they describe as at variance with the standard model. That is close to typical Dutch statutory splits (employer 14.28% vs employee 7.20% in 2011, CPB DP 311 Table 1, about 66/34). So at a two-year horizon it corroborates the overview rather than contradicting it, and it is not used as contrary evidence.
- Speculative remark (I5): after 1999 the ARRCO upward employer kink at the SST could explain the positive SST discontinuities if linked contributions were shifted to workers. — This cannot be tested from published material, because the year-by-year French estimates are not published. Not adopted.
- Finite-window concern: the identity fixes only one-sided limits, so the polynomial test's assumption of a sustained step could bias it. — Codex itself did not count this as a finding. Simulations (Auditor A script 04; adjudicator adj03) show that the polynomial-plus-dummy test detects full-worker steps at the SST and has negligible bias under smoothness at SST, 2x, 3x and 4xSST. Material bias appears only at 8xSST, from tail curvature, and that is covered in F6. No adverse effect on the conclusions is demonstrated.
- Germany's estimates are small, and the significant early positive estimates 'do not demonstrate large shifting' (checks passed). — Partly rejected. The estimates look small only against the German paper's benchmark, the total rate drop, which is twice the correct one-sided benchmark. Re-benchmarked, 1975-79 is about 30-40% of full one-sided shifting towards employers and significantly rejects the statutory 50/50 split (F1, F2). Codex is right that the estimates show no shifting onto workers.
- Companion-only discrepancies (Codex and Auditor A): Bozio et al. Eq. (1) normalises by the right-hand rates although the text normalises by the left density; Adam et al. fn 14 states a 10.35% average employer rate, which implies -0.094, while the text uses -0.115; Adam et al. say annual polynomial estimates are insignificant in 'all but 1 year (2001)', though Table 9 also shows 2007. — All verified, but they are errors in the companion papers, not in the audited overview. None changes the companions' main conclusions (the UK rejection of full worker incidence in the preferred specification holds for -0.094, -0.1035 and -0.115). Not counted as issues of this work. The German factor-of-two benchmark error is different because the overview relays its conclusion, so it is counted in F2.
Audit notes
What reproduced. The overview has no data of its own, and the country microdata (DADS, SIAB, NESPD, Dutch payroll records) are confidential with no published code. Reproduced exactly: Eqs. (1)-(2) and their implications, including the typo after Eq. (2) and the employee-only case (adj01); both auditors' frictionless gap widths (0.223-22.2% of the cap for e = 0.01-1 with s1 = 0.8; 2.5% of the UEL, about GBP16/week, at e = 0.25); the French Table 2 fractions and binomial tails (31/191, 30/175, 18/192, 17/192); the French NLS intervals; the UK interval-to-share mapping (s in [0.37, 1.00] for 1975-85 and [0, 0.60] for 1986-2007; full worker -0.1035, full employer +0.079/+0.107); the German re-benchmarking (1975-79 s = 0.67-0.72); and the US 2015 rates (adj02). New here: the French SST-vs-placebo comparison (Fisher p = 0.001-0.022); the German share path (0.70 to 0.38); the fragility of the UK result to polynomial order; the Dutch health-threshold bound (employer share >=0.84-0.88); and the polynomial bias at 8xSST (-0.07 to -0.47) (adj02, adj03). Not reproducible: every companion estimate itself.
Limits of this audit. No microdata or replication code are public, so no country estimate was re-estimated; all checks use published tables, analytic derivations and stylised simulations. The published German and Dutch articles are paywalled. Germany was checked against DIW DP 1627 (Dec 2016), whose abstract matches the published one in substance. The Netherlands was checked against CPB DP 311 (Sept 2015) plus the published abstract and notes on the archived Springer page, so the Dutch health-threshold precision check uses 2015 working-paper estimates for 2006 and 2011. French year-by-year estimates are unpublished, so the SST pooling statistics treat years as independent (naive standard errors). German contribution rates above the health cap are approximations, which matter only at second order. The polynomial-bias simulation depends on an assumed Pareto tail index (1.5-3). The HAL full text was not retrieved (anti-bot page), although the HAL record names a publisher PDF. There was no author contact.