The Trouble With the Offshore Leaks How a Graph-Based Test of 54 FCPA Defendants Shows the ICIJ Archive Cannot Support the Comparisons It Is Used For
This is an analytical report prepared for pre-publication peer review. It draws on three sources of publicly available records: the SEC’s FCPA enforcement history, the ICIJ Offshore Leaks archive (Panama Papers, Bahamas Leaks, Offshore Leaks, Paradise Papers, Pandora Papers), and the UK Companies House Persons with Significant Control register. Entity resolution between these sources was performed by probabilistic string matching (Fellegi-Sunter with independence guards) followed by manual verification of individual case claims. False positives at the record level are documented in the audit trail and disclosed in the method sections. Named intermediaries, officers, and addresses in the ICIJ records reflect corporate-services professionals performing legitimate professional functions unless independent evidence, such as a subsequent sanctions designation or enforcement action, establishes otherwise.
Descriptive terms including “hub,” “shared infrastructure,” and “concentration” refer to graph properties derived from public leak records. They carry no imputation of coordination, knowledge, or unlawful purpose. The appearance of a corporation in the ICIJ Offshore Leaks Database is not itself evidence of wrongdoing. Nothing herein is legal advice. Nothing herein is an allegation of unindicted criminal conduct against any FCPA defendant.
A shell company, a Cyprus law firm, and the trouble with the offshore leaks.
This started as an attempt to find out whether companies caught in foreign-bribery cases restructure their offshore holdings in response. The ICIJ Offshore Leaks appeared to show a pattern. Rigorous testing dissolved it. Comparison against similar companies that were never caught found no difference. The real story turned out to be about the leaks themselves. They are not a random sample of the offshore world. They are whatever got leaked, and the pattern inside them is largely the pattern of what reporters got their hands on. A check against the UK’s near-complete corporate registry shows how skewed ICIJ is: Barbados appears there at 200 times its actual share of UK-connected offshore structures. That matters for anyone building claims about corporate behavior on these leaks.
US and UK sanctions authorities designated the Cyprus law firm Christodoulos G. Vassiliades and Co. LLC for its role servicing Russian oligarch corporate structures. Fifteen years before those sanctions, Vassiliades appeared in ICIJ records as intermediary for offshore subsidiaries of two US-listed FCPA-defendant multinationals: Amersham plc, the British life-sciences firm later acquired by GE Healthcare, and Lucent Technologies, later merged with Alcatel. The finding is suggestive. It is the kind of thing that opens a piece.
It is also wrong. The two ICIJ entities in question are “Amersham Consulting Inc.” (BVI, incorporated 2005) and “Lucent Investment Group Ltd.” (BVI, incorporated 1997), and both are name-collision shells rather than affiliates of the operating multinationals. Amersham Consulting Inc.’s sole director, Matthew Charles Stokes, based in the United Arab Emirates, also serves as sole director of 236 other unrelated ICIJ entities. Lucent Investment Group Ltd. has no officer data recorded at all. Someone incorporated the shells because the names sounded plausible. Vassiliades was likely providing nominee-services on standard corporate-formation contracts, not specialized advisory work for two Fortune 500 companies. What looked like a fifteen-year pre-sanctions relationship between a now-sanctioned Cyprus law firm and two US multinationals was two coincidences at one address.
This report set out to test a question of interest to FCPA specialists: when American corporations settle Foreign Corrupt Practices Act cases with the SEC, do they subsequently reorganize their offshore holdings to reduce scrutiny? The obvious dataset is the ICIJ Offshore Leaks (Panama Papers, Bahamas Leaks, Offshore Leaks, Paradise Papers, Pandora Papers, collectively 814,000 leaked offshore entities). Initial analysis said yes. Post-conduct incorporations elevated. Jurisdictional composition shifted from Bermuda, Barbados, and Bahamas to BVI, Malta, and St Kitts. The temporal test came back at p=0.005. The kind of finding that would justify a paper.
Every part of that story fell apart on inspection.
The temporal elevation degraded from p=0.005 to p=0.059 after two obvious corrections: deduplicating Tyco’s double-counted matches, and rebuilding the null model to reflect that each of the five source leaks covers different jurisdictions across different date ranges. The final p-value not only exceeds the conventional 0.05 significance threshold; it fails the Bonferroni-corrected threshold of 0.0167 (three temporal comparisons: pre-conduct, during-conduct, post-conduct) by a wider margin still. The direction of the pattern in the raw data is preserved. The statistical case for a pattern across defendants generally is not.
The jurisdictional shift turned out to be an artifact of when different leaks became available rather than a behavioral pattern. The 2013 Offshore Leaks are BVI-heavy. The 2016 Panama Papers are Panama-heavy. What looked like corporations pivoting from mature offshore havens to privacy-focused domiciles was the ICIJ archive itself acquiring different jurisdictional coverage as different registries cracked open in sequence. The pivot was in the leaks, not the defendants.
Even the case FCPA-compliance teaching literature holds up as the exemplar of post-settlement offshore restructuring, Weatherford International’s 2014 Bermuda-to-Ireland reorganization one year after its $152.6 million SEC settlement, turns out on close reading to be more ambiguous than the textbook framing suggests. Weatherford had already relocated from Bermuda to Switzerland in 2009, four years before the settlement, during the period the SEC subsequently alleged was part of the underlying misconduct. The 2014 move from Switzerland to Ireland was characterized in the trade press at the time as a tax inversion driven by the Irish corporate tax regime, one of several completed by oilfield-services peers in the same period, not as a compliance response to the SEC action. UK Companies House confirms the resulting Irish parent is the Person with Significant Control of at least seven UK-registered companies. The Ireland structure is documentably real. Whether it is a settlement response is genuinely uncertain.
A matched-control comparison was built to answer the obvious peer-review question: how do we know FCPA defendants are unusual at all? For each of 54 defendants, three non-FCPA industry peers were selected of comparable size and era, then filtered against a 197-name exclusion list covering corporate FCPA defendants from both DOJ criminal and SEC civil actions (equivalent to the Stanford Law School FCPA Clearinghouse). 84 unique clean controls resulted. Baseline ICIJ hit rate: 81.5 percent of defendants versus 72.6 percent of clean controls, Fisher’s exact p=0.31. Not significant. Source-leak distribution still differs sharply (chi-square p<10-78), but defendants are clustered in the 2013 Offshore Leaks and under-represented in post-2017 Paradise Papers subdivisions, which is what Sections 02 and 06 established about archive coverage rather than defendant behavior. Temporal distribution without the Universal Corporation outlier is statistically identical between groups (p=0.99). The matched comparison, properly controlled, does not distinguish FCPA defendants from non-FCPA industry peers in their ICIJ-leak footprint. An initial control-pool build that filtered only against this report’s own 54-defendant list produced an apparent OR=2.5 (p=0.038) elevation. That was an artifact. Halliburton, Pfizer, Eli Lilly, 3M, Honeywell, HP, Cisco, Microsoft, SAP and other post-2013 FCPA defendants were being counted as “clean controls” because they fell outside the pre-2013 SEC Litigation Release channel this report draws from. The clean comparison above comes from the rebuild. Section 11 documents it in full.
The ICIJ Offshore Leaks are routinely treated as a representative sample of the global offshore market. They are not, and the gap is measurable at scale. The UK Companies House Persons with Significant Control snapshot (15.6 million records covering UK-registered companies subject to PSC disclosure) shows Barbados representing 0.13 percent of the offshore market servicing UK-connected corporate structures. The ICIJ leaks put Barbados at 27 percent of pre-conduct alignments for FCPA defendants. Barbados appears in leaked records roughly 200 times more often than it appears in the real offshore market. Some fraction of that gap reflects a genuine US-multinational preference for Barbados during the era (the 1984 US-Barbados tax treaty made Barbados IBCs unusually attractive for American companies in ways that did not apply to UK-connected companies). No plausible account of corporate behavior can generate a 200-fold deviation. The gap is the leak, not the market.
Three findings that initially looked publishable dissolved under rigorous testing. A matched-control comparison, rebuilt to exclude the other FCPA defendants that had contaminated the original control pool, found no distinguishing signal. The 200x Barbados discrepancy ties the dissolution together and warns anyone using ICIJ data for behavioral inference about specific corporate populations.
Scope of what this report can defend. A negative result on the initial FCPA-post-settlement-behavior question, with the statistical work shown transparently. A methodology finding about the ICIJ Offshore Leaks corpus being unfit for representative claims about corporate offshore behavior, corroborated externally by UK Companies House data at 200x scale for the Barbados case alone, and corroborated internally by a matched-control comparison (Section 11) that finds no distinguishing ICIJ-footprint signal between FCPA defendants and non-FCPA industry peers once the control pool is properly scrubbed of other FCPA defendants. One ambiguous individual case (Weatherford) that appears in the FCPA-teaching literature as post-settlement restructuring but that this analysis cannot confirm as such. Nothing in this report should be read as an allegation of unindicted criminal conduct against any FCPA defendant, or as a claim that any specific service provider was knowingly complicit in FCPA violations.
Who this report is for. Three audiences treating the ICIJ Offshore Leaks as a representative proxy for the global offshore market, each with a different stake in the methodology lesson: legal scholars and FCPA-methodology researchers who use leaked corporate archives as evidence for corporate-behavior claims, including in casebook treatment of specific defendants; investigative journalists who build narratives about corporate offshore conduct from ICIJ-match hit lists; and compliance economists who construct firm-level empirical analyses, FCPA-risk models, or offshore-exposure scores on ICIJ data. For all three, the operational claim is identical: any corporate-behavior inference built on this corpus must be matched-control-validated against a non-FCPA peer population explicitly scrubbed of other FCPA defendants, externally corroborated against a near-complete reference registry at the relevant jurisdiction and date range, or both. This report demonstrates both validations against its own initial positive-signal hypothesis and reports in detail that the signal survives neither.
after both corrections
in ICIJ vs UK PSC
baseline ICIJ hit rate (OR=1.66, n.s.)
excluding Universal outlier
What we did, why we did it, and what we expected to find.
What we did
Matched SEC EDGAR corporate FCPA defendants against the full ICIJ Offshore Leaks Database. The ICIJ corpus aggregates five separate leaks (Panama Papers, Bahamas Leaks, Offshore Leaks, Paradise Papers, Pandora Papers) covering 814,315 offshore entities across dozens of secrecy jurisdictions. Fellegi-Sunter probabilistic record linkage with independence guards produced 128,591 candidate matches, narrowed through five iterations of matcher refinement to 118 defensible alignments across 26 defendants. For each alignment we recorded the offshore entity’s incorporation date and jurisdiction, then pulled the 1-hop network of officers, intermediaries, and registered addresses around each entity to characterize the surrounding infrastructure.
Why we did it
SEC FCPA filings name the defendant corporation and describe the bribery conduct, but they rarely trace the offshore vehicles through which payments moved or through which subsidiary assets were held. Third-party facilitators are typically not named. Corporate FCPA cases routinely involve offshore subsidiaries in jurisdictions with limited public disclosure, and post-2016 leak coverage made a subset of those subsidiaries visible in public data for the first time. No prior published work joins the SEC FCPA docket systematically to the ICIJ corpus. The temporal and structural properties of that intersection are what this analysis characterizes.
What we expected to find, and what we found
The naive expectation, given the standard narrative that offshore structures facilitate bribery, is that FCPA-defendant-linked offshore entities would concentrate in the years before and during the alleged conduct period. Under the null hypothesis of no association, incorporation dates would distribute uniformly across pre, during, and post conduct windows in proportion to the length of each window and the base rate of offshore incorporation over time.
The observed pattern departs from both expectations, initially in the direction of a real effect. Post-conduct incorporation was elevated on the initial null model (p=0.005 as originally reported). Pre- and during-conduct incorporation were not elevated. That inversion of the naive expectation motivated the second analysis: if the offshore infrastructure was not being built to facilitate the conduct, what was it being built for, and where.
Two sensitivity checks were then run to test the robustness of the initial finding: Tyco deduplication (correcting for case-level duplicates that inflated the entity count) and source-stratified null modeling (correcting for the joint distribution of ICIJ source leak and incorporation date). Under either check the p-value fails Bonferroni correction. Under both applied together, the p-value fails even conventional significance. The direction of the pattern is preserved. The statistical support for interpreting it as a defendant-behavior signal is not. Sections 02, 03, and 07 walk through what the checks showed and what they mean for the finding.
How we did it
Two complementary analyses on the same 118 alignments, plus the two sensitivity checks described above.
Directional pattern preserved. Bonferroni significance not.
Of the 118 defensible alignments between 26 FCPA-defendant corporations and ICIJ offshore entities, 32 (27.1%) involve offshore entities incorporated after the alleged conduct period had ended. On the original free-permutation null model this exceeded the 95% confidence interval and produced a Bonferroni-significant post-conduct effect. Two subsequent sensitivity corrections have been run: Tyco deduplication (correcting the fact that two SEC case records for Tyco each matched the same 11 ICIJ entities, inflating the entity count) and source-stratified null modeling (correcting the fact that the ICIJ corpus aggregates leaks with different date and jurisdiction coverage). Under either correction alone, the finding does not survive Bonferroni. Under both together, it does not reach conventional significance.
Sensitivity: what happens when the corrections are applied
| Test | n | Post-conduct obs. | Null mean | p-value | Bonferroni p<.017 |
|---|---|---|---|---|---|
| Original free-permutation null | 118 | 32 (27.1%) | 25.8 | 0.012 | Survives |
| Tyco deduplicated (case-level duplicates removed) | 107 | 31 (29.0%) | 26.0 | 0.028 | Fails |
| Source-leak-stratified null | 118 | 32 (27.1%) | 27.9 | 0.039 | Fails |
| Both corrections applied | 107 | 31 (29.0%) | 27.2 | 0.059 | Fails conventional |
Two things stand out. First, the direction of the elevation is preserved across all four tests. The post-conduct share ranges from 27.1% to 29.0% observed against 25.8% to 27.9% expected. There is a small elevation, and its direction is consistent. Second, the statistical significance depends heavily on which null model is used. Deduplicating Tyco removes 11 case-level duplicates and shrinks the sample from 118 to 107, which lowers statistical power enough that the finding no longer clears Bonferroni. Stratifying the null model by ICIJ source leak raises the null expectation from 25.8 to 27.9 because entities in later-collected leaks (Pandora Papers, later Paradise Papers subsets) skew toward later incorporation dates for reasons unrelated to defendant behavior.
The observed shift is largely a leak-coverage artifact.
Splitting the 118 alignments by both temporal category and jurisdiction produces an eye-catching descriptive pattern. Pre-conduct entities cluster in mature Big Four accounting jurisdictions (46 of 67 = 69% in Barbados, Bahamas, or Bermuda). Post-conduct entities cluster in privacy-focused jurisdictions (20 of 32 = 63% in BVI, Malta, St Kitts, Samoa, or Seychelles). At face value, the Wilson intervals do not overlap and the shift looks real.
| Jurisdiction block | Pre-conduct | Post-conduct |
|---|---|---|
| Mature Big Four (BRB, BAH, BM) | 46/67 = 69% [57–79] | 8/32 = 25% [13–42] |
| Privacy-focused (BVI, MLT, KNA, SAM, SEY) | 2/67 = 3% [1–10] | 20/32 = 63% [45–77] |
| Other (KY, PMA, AW, CYP, NIUE, XXX) | 19/67 = 28% | 4/32 = 12% |
The problem is not the descriptive counts. The descriptive counts are what they are. The problem is what the shift means, and specifically whether it reflects any change in what corporations did versus a change in which ICIJ leak happens to include each entity. Cross-tabulating alignments by ICIJ source leak and temporal category resolves the question.
The source-leak by temporal-category cross-tabulation
| ICIJ source leak | Pre | Dur | Post | Jurisdictional scope |
|---|---|---|---|---|
| Paradise Papers - Appleby | 19 | 2 | 5 | Bermuda-heavy multi |
| Paradise Papers - Barbados corporate registry | 18 | 3 | 2 | Barbados only, by construction |
| Bahamas Leaks | 12 | 3 | 1 | Bahamas only, by construction |
| Panama Papers | 8 | 3 | 12 | Multi-jurisdiction |
| Paradise Papers - Aruba corporate registry | 5 | 2 | 2 | Aruba only, by construction |
| Offshore Leaks | 3 | 3 | 3 | Multi-jurisdiction |
| Paradise Papers - Malta corporate registry | 1 | 2 | 4 | Malta only, by construction |
| Paradise Papers - Bahamas corporate registry | 1 | 0 | 0 | Bahamas only, by construction |
| Paradise Papers - Nevis corporate registry | 0 | 1 | 3 | St Kitts only, by construction |
Three observations, each fatal to the naive reading of the jurisdictional shift.
First, the pre-conduct Big Four dominance is arithmetically forced by leak composition. Bahamas Leaks contributes 12 pre-conduct alignments, all Bahamas by construction (that leak is a scrape of the Bahamas corporate registry). Paradise Papers Barbados registry contributes 18 pre-conduct alignments, all Barbados. Paradise Papers Appleby contributes 19 pre-conduct alignments concentrated in Bermuda. Together these three sources supply 49 of the 67 pre-conduct alignments (73%) and cover exactly the three “mature Big Four” jurisdictions the shift narrative rests on. If those leaks had not been included in the ICIJ corpus, the pre-conduct Big Four share would be much smaller.
Second, the post-conduct privacy-jurisdiction concentration is similarly leak-forced. All four post-conduct Malta observations come from the Paradise Papers Malta corporate registry subset (Malta only by construction). All three post-conduct St Kitts observations come from the Paradise Papers Nevis corporate registry subset (St Kitts only by construction). These are not defendants choosing Malta or St Kitts; these are leaks that happen to cover Malta and St Kitts and happen to contain post-conduct-dated entities linked to these defendants.
Third, the two multi-jurisdiction leaks that could in principle reveal a jurisdictional shift not driven by coverage (Panama Papers and Offshore Leaks) do not show one. Panama Papers has 8 pre-conduct and 12 post-conduct alignments; Offshore Leaks has 3 of each. In neither of these leaks is there a within-leak temporal-jurisdictional pattern that could support a defendant-behavior interpretation. Whatever the multi-jurisdiction leaks show is not what the naive block-level shift describes.
Sixteen nodes service more than one defendant.
Around the 107 seed offshore entities, ICIJ’s relationships file records 480 direct service-provider connections: 373 unique officers, 40 intermediaries, 39 addresses. Sixteen of these nodes are shared: they connect to entities belonging to two or more different FCPA defendants. The list is entirely legitimate professional infrastructure. Big Four accounting firms, Bermuda law firm addresses, established Bahamas and BVI corporate-services intermediaries. Two entries in an earlier working note on this section were interpretively singled out (one intermediary, two individual officers). Neither interpretation survives closer testing. Both are documented below with the reasons they do not carry forward.
| Shared node | Type | Defs | Entities |
|---|---|---|---|
| Canon’s Court, 22 Victoria Street, Hamilton, Bermuda (Appleby Bermuda office) | address | 4 | 16 |
| Argyle House, 41a Cedar Avenue, Hamilton, Bermuda | address | 3 | 5 |
| Amissah, M Tonesan (individual) | officer | 3 | 4 |
| P.O. Box 261, Bridgetown, Barbados | address | 3 | 3 |
| Jones, Michael (name ambiguous) | officer | 2 | 5 |
| Appleby Services (Bermuda) Ltd. | intermediary | 2 | 3 |
| Chancery House, High Street, Bridgetown, Barbados | address | 2 | 3 |
| Orion House Services (HK) Limited | intermediary | 2 | 2 |
| Christodoulos G. Vassiliades & Co. LLC (does not survive, see below) | intermediary | 2 | 2 |
| Portcullis TrustNet (BVI) Limited (leaked entity, 2013) | officer | 2 | 2 |
| PricewaterhouseCoopers, Bermuda | officer | 2 | 2 |
| Deloitte Audit Ltd | officer | 2 | 2 |
| Ernst & Young Building, Bridgetown, Barbados | address | 2 | 2 |
| Mossack Fonseca & Co. (Bahamas) Limited | intermediary | 2 | 2 |
The one flag worth naming, and why it does not survive closer testing
An earlier draft of this section reported that this Cyprus law firm appeared as intermediary for offshore entities linked to Amersham and Lucent Technologies, framing the observation as evidence that a Cyprus provider later sanctioned in 2023 had been servicing FCPA-liable US corporations more than a decade earlier. On corporate-identity verification of the two ICIJ entities that produced that finding, the affiliation claim does not hold.
The ICIJ archive documents Vassiliades & Co. LLC (ICIJ node 298340) as intermediary for two entities: Amersham Consulting, Inc. (ICIJ node 202069, incorporated 21 July 2005, jurisdiction undetermined) and Lucent Investment Group Ltd. (ICIJ node 189489, incorporated 22 October 1997, jurisdiction undetermined). Both entities are registered at Ledra House, the Vassiliades firm’s Nicosia address. Neither entity is verifiable as an affiliate of the FCPA-defendant corporation whose name it echoes. Amersham Consulting Inc. has a single listed officer (Matthew Charles Stokes, UAE-based) who appears as officer of 236 other ICIJ entities. This is the standard signature of a nominee director serving a corporate-services provider’s general client base, not the officer profile of an Amersham plc or GE Healthcare operating subsidiary. Lucent Investment Group Ltd. has no officer data in the ICIJ record, precluding verification either way. Neither entity connects, in ICIJ’s own relationship graph, to any recognizable Amersham plc, GE Healthcare, Lucent Technologies, or Alcatel-Lucent executive or affiliate.
The FCPA-defendant Amersham (Amersham plc, acquired by GE in April 2004, now GE Healthcare Ltd.) settled with the SEC on 27 July 2010 over Iraq oil-for-food kickback violations. The FCPA-defendant Lucent Technologies (later Alcatel-Lucent, now Nokia) settled with the SEC and DOJ in December 2007 over China bribery violations. There is no evidence in the ICIJ archive that Amersham Consulting Inc. or Lucent Investment Group Ltd. was affiliated with either FCPA defendant. The two ICIJ entities appear to be independent structures whose corporate names coincide with those of the FCPA defendants. This is the same class of false positive as the “Labb Holdings” substring hit for “ABB Holdings” and the “Turnstone Equityco” substring hit for “Tyco International” documented in Section 10 of this report.
The Vassiliades-as-FCPA-adjacent-service-provider observation does not survive corporate-identity testing and is not carried forward. What remains factually accurate: Vassiliades & Co. LLC was designated by US OFAC on 13 April 2023 and by UK FCDO on 12 April 2023 in enforcement actions targeting enablers of sanctioned Russian nationals. The UK amended its designation on 14 July 2026, removing Alisher Usmanov references and restating the basis as Vassiliades’s role as director of a Sberbank Cyprus subsidiary. The US designation stands. This report does not adjudicate the underlying sanctions matter, which is subject to ongoing legal proceedings.
Two individual-officer observations, unverified
Two entries in the shared-infrastructure table are individual named persons: “Amissah, M Tonesan” (3 defendants: Baker Hughes, Ingersoll-Rand, Schering-Plough) and “Jones, Michael” (2 defendants: Schering-Plough, Tyco International). Both are surfaced without independent verification. The most likely explanation for a single individual appearing on the boards of subsidiaries of multiple unrelated multinationals is that the person is a corporate secretary at one of the shared Bermuda law firms and is named on client subsidiaries as part of routine corporate-services practice. This explanation is a hypothesis. Neither individual has been verified against Bermuda corporate-services personnel records. Given the Vassiliades corporate-identity failure above, absent verification, no interpretive weight should be placed on these two entries either. They are surfaced for follow-up, not as findings.
The remaining shared nodes are what they look like: Appleby’s Bermuda office as the registered address of subsidiaries of four FCPA defendants; PwC and Deloitte listed as officers of subsidiaries of two defendants each; Chancery House in Bridgetown (a major Barbadian law firm) shared across two. These are professional services with wide market share serving multinational clients. Their appearance across FCPA defendants proves market presence, not coordination.
No specialized post-conduct service network.
Louvain community detection on the seed-entity projection produces 14 communities of size 2 or more. Six of those span multiple defendants; the other eight are within-defendant clusters (groups of Ingersoll-Rand subsidiaries connected through shared corporate secretaries, groups of Baker Hughes subsidiaries connected through shared intermediaries, and so on). The multi-defendant communities are small and temporally mixed.
The absence of post-conduct-dominant communities is itself informative. If the observed post-conduct temporal elevation had reflected a specific set of service providers who specialize in post-investigation restructuring, we would expect those providers to form dense, post-conduct-heavy communities in the projection. That is not the pattern. Post-conduct entities distribute across the community structure roughly the same way pre-conduct entities do.
This observation is worth keeping distinct from the sensitivity-tested finding. The community structure is descriptive: it says the offshore service-provider ecosystem serving these FCPA-defendant corporations is not visibly organized around post-conduct-specialized clusters. This is true independently of whether the temporal elevation reaches Bonferroni significance and independently of whether the jurisdictional pattern is a coverage artifact. What the ecosystem looks like remains what it looks like.
What the sensitivity tests resolved, and what they did not.
The earlier draft of this report presented four candidate mechanisms for the observed pattern and ranked them by prior plausibility, with leak-source coverage timing at the top as the strongest confounder to rule out. The confounder tests have now been run. Mechanism 01 was confirmed as the primary driver of the jurisdictional finding. The other three mechanisms remain untested and cannot be evaluated on the current data.
The distinction between mechanisms matters because a naive reading of this report might infer a defendant-behavior story. The data do not support that inference. What the data support is a much narrower claim: within the ICIJ Offshore Leaks corpus, alignments to FCPA-defendant corporations show a directional post-conduct elevation of about 3 to 5 percentage points and a jurisdictional footprint that mostly mirrors which leaks contribute which alignments. Both facts are true. Neither warrants the causal story that the initial pattern seemed to suggest.
What was used, and how the noise was filtered out.
relationships.csv: 647 officer edges, 83 registered address edges, 58 intermediary edges, plus 21 other relationship types. Louvain community detection on the seed-entity projection (two entities connected if they share at least one officer or intermediary, edge weighted by shared count). Graph exported as GEXF for interactive Gephi exploration.
What was tested and what could still change the reading.
The two most damaging confounders have been tested. Both hit. Remaining limits either reflect study scope (what could be added in future work) or reflect items still on the pre-publication list.
Where this leaves things.
The three headline sanity checks are done. The temporal finding does not survive Bonferroni under either correction. The jurisdictional finding is largely a leak-source-coverage artifact. The corpus-extension check (Section 10) confirms the leak-coverage confound externally at 200x scale for Barbados and identifies about 20 ICIJ-listed offshore entities as documentably real corporate structures with UK reach. None of this invalidates the underlying question. All of it invalidates the current ICIJ data as a way to answer it in the general-across-defendants form initially attempted.
A few smaller items remain worth doing as pre-publication cleanup:
- Per-defendant 78dd charge verification (1 hour). Confirm all 26 RELIABLE defendants pled under 15 U.S.C. §§ 78dd-1/-2/-3. Remove any 13(b)(2)-only cases.
- Remove the two El Paso geographic false positives from the audit trail (15 minutes).
- Manual verification of Amissah and Jones against Bermuda corporate-services personnel records (2 hours each). Given the Vassiliades corporate-identity failure documented in Section 04, these are lower priority and should stay so absent verification.
- Tighten Section 10 Q3 pattern matches (10 minutes of code, 90 minutes to rerun the UK PSC stream). Current patterns produce name-collision false positives (“Labb Holdings” matched to ABB, “Turnstone Equityco” matched to Tyco). Tightening to full defendant names and full offshore addresses would reduce Q3 from ~3,252 matches to a defensible subset.
- Fix Section 10 Q2 hub-adjacency counter to join UK PSC records by company_number instead of within-record substring match. Current implementation returned an empty ICIJ-adjacent counter (documented in Section 10 Method Disclosures) and the matched-baseline claim requires this fix before it can be defended.
The entities exist. UK Companies House externally confirms the leak distortion.
Given the negative statistical result on the ICIJ corpus alone, one obvious question is whether the ICIJ seed entities are themselves real corporate structures or artifacts of leak-selection. The UK Companies House Persons with Significant Control snapshot answers this. It is a comprehensive registry of the beneficial ownership of every UK-registered company, updated monthly, containing roughly 15.6 million records as of May 2026. Its coverage is complete (every UK company must file) rather than incidental (a leak of a specific provider or jurisdiction). If the ICIJ seed entities reach into any real UK corporate ownership structures, they should appear in UK PSC.
Testing this required a streaming filter over 12.65 GB of decompressed JSON Lines directly from S3, without ever materializing the uncompressed data on local disk. The filter scanned each PSC record for substring matches against three sets of patterns: 104 unique ICIJ seed entity names derived from the RELIABLE-tier alignments, name patterns for each of the 26 RELIABLE FCPA defendants, and address patterns for the 16 ICIJ shared-infrastructure addresses. The full scan completed in 88 minutes on 15,582,261 records and produced three types of findings.
Finding A. Twenty ICIJ seed entities appear as PSCs of UK companies
Sixty-six UK companies list one of the 107 ICIJ seed offshore entities as their Person with Significant Control. Deduplicating by underlying PSC entity, this resolves to approximately 20 unique ICIJ seeds, each of which controls between 1 and 7 UK subsidiaries. The seven largest are these:
| Underlying PSC entity | Registration | UK subsidiaries | ICIJ seed matched |
|---|---|---|---|
| Weatherford International Public Limited Company | Ireland, reg 540406 | 7+ | Weatherford International Ltd. |
| Tyco Holdings (U.K.) Limited | UK, reg 02504868 | 5+ | Tyco Holdings Limited |
| Zimmer Biomet Holdings Inc. | Delaware, reg 3343799 | 3+ | Biomet Holdings Ltd. |
| ABB Holdings Limited | UK, reg 02923872 | 1 | ABB Holdings Limited |
| Ingersoll Rand Inc. | Delaware, reg 5295941 | 1 | Ingersoll Rand Inc. |
| Diebold Incorporated | Ohio, reg 1276 | 1 | Diebold Incorporated |
| New Amersham Holdings Ltd | UK, reg 13009980 | 1 | Amersham Holdings S.A. |
Weatherford. Weatherford International Ltd. (Bermuda) is one of the ICIJ-listed offshore entities linked to the Weatherford FCPA settlement of November 2013 ($152.6 million for oil-for-food violations in Iraq and other misconduct). UK Companies House lists Weatherford International Public Limited Company (Ireland, registration 540406, address Sir John Rogerson’s Quay, Dublin) as PSC of at least 7 UK companies. Two facts complicate the temptation to read this as a straightforward post-settlement offshore restructuring case. First, the 2014 Ireland reincorporation was not a move from Bermuda. Weatherford had left Bermuda for Switzerland in 2009, four years before the FCPA settlement, and the 2014 move was Switzerland-to-Ireland. Second, the 2014 move was characterized at the time as a tax-driven corporate inversion (Ireland’s effective corporate rate was substantially lower than Switzerland’s for Weatherford’s structure), and several oilfield-services peers completed comparable Switzerland-to-Ireland or US-to-Ireland moves in the same period. The 2014 move followed the November 2013 FCPA settlement by roughly one year, which is temporally suggestive but not exclusive of the tax-inversion account. What UK Companies House does show is that the post-settlement Weatherford corporate identity remains active, has an Ireland domicile, and reaches into UK ownership at scale. What it does not show, and what this analysis cannot determine, is whether the 2014 Ireland move was influenced by the FCPA settlement, would have happened anyway on tax grounds, or reflected both. The one case that looked cleanest at the outset does not survive close inspection as a clean case of settlement-driven offshore restructuring.
Zimmer Biomet. Biomet’s FCPA settlement was March 2012 ($22.8 million for bribery in Argentina, Brazil, and China) and included a deferred prosecution agreement. Biomet subsequently continued FCPA violations during the DPA period. Zimmer acquired Biomet in a $14 billion transaction that closed in June 2015, during the ongoing conduct. In January 2017, Zimmer Biomet paid an additional $30 million and Biomet’s DPA was extended after the continued violations were disclosed. UK Companies House lists Zimmer Biomet Holdings Inc. (Delaware, registration 3343799) as PSC of at least 3 UK companies as of May 2026. Biomet Holdings Ltd. appears as one of the ICIJ-listed offshore entities. What UK Companies House shows in this case is not post-settlement offshore restructuring. It is corporate continuity through merger, during which further FCPA enforcement occurred against the successor entity. This case is included for completeness rather than as evidence of the phenomenon the ICIJ analysis attempted to detect.
Tyco. Tyco International settled its FCPA case in September 2006. Twenty years later, Tyco Holdings (U.K.) Limited (UK registration 02504868, address Sunbury-on-Thames) remains an active PSC of at least 5 UK subsidiaries. Neither restructuring nor dissolution; simple structural persistence. This case is included for completeness, not because it demonstrates anything about the post-settlement behavioral hypothesis.
Finding B. The real offshore market is Jersey, not Barbados
The UK PSC snapshot documents the offshore jurisdictional distribution of Persons with Significant Control across the entire population of UK-connected companies. This is the empirical answer to the question of which offshore jurisdictions actually service UK-connected corporate structures. Comparison to the ICIJ pre-conduct alignment jurisdiction shares reveals the magnitude of the leak-source-artifact confound identified in section 03.
| Jurisdiction | UK PSC count | Real market share | ICIJ pre-conduct share | Ratio |
|---|---|---|---|---|
| Jersey | 4,701 | 24.0% | ~0% | absent |
| Guernsey | 2,336 | 11.9% | ~0% | absent |
| Isle of Man | 2,216 | 11.3% | ~0% | absent |
| British Virgin Islands | 1,978 | 10.1% | 1.5% | -7x |
| Luxembourg | 1,816 | 9.3% | ~0% | absent |
| Cyprus | 1,067 | 5.4% | ~0% | absent |
| Cayman Islands | 985 | 5.0% | 9.0% | +2x |
| Gibraltar | 862 | 4.4% | ~0% | absent |
| Bermuda | 791 | 4.0% | 19.4% | +5x |
| Bahamas | 193 | 1.0% | 22.4% | +22x |
| Barbados | 25 | 0.13% | 26.9% | +207x |
UK PSC counts are of corporate-entity PSCs registered in each jurisdiction, from the offshore-registered subset used as the ICIJ analysis’s comparable baseline. Real market share is that count as a fraction of the ~19,600 offshore-registered corporate PSCs. ICIJ pre-conduct share is from the RELIABLE-tier alignment analysis (section 03).
The three jurisdictions the ICIJ analysis foregrounded as pre-conduct dominant (Barbados, Bahamas, Bermuda) are collectively 5% of the real offshore market that services UK-connected companies. The five jurisdictions the ICIJ analysis found effectively absent (Jersey, Guernsey, Isle of Man, Luxembourg, Cyprus) are collectively 62% of it. This is not a subtle bias. The ICIJ data and the actual offshore market for UK-connected companies are covering substantially different jurisdictions. The ICIJ leaks over-represent the specific offshore jurisdictions covered by their constituent components (Bahamas Leaks, Paradise Papers Barbados registry, Paradise Papers Appleby) and under-represent the Crown Dependency jurisdictions (Jersey, Guernsey, Isle of Man) that dominate real offshore activity in this domain.
Section 03 argued the same point from within-corpus evidence (leak-source cross-tabulation showing 73% of pre-conduct alignments from three jurisdiction-specific leaks). UK PSC provides independent external corroboration at 200x scale for Barbados specifically. No behavioral hypothesis about defendant conduct can generate a 200x deviation from real-market share. This is a corpus-composition fact, not a behavioral fact.
Finding C. Hub market share descriptive baseline
Four ICIJ shared-infrastructure hubs appear as PSCs of offshore-registered UK companies at the following rates (numerator: appearances as PSC of an offshore-registered UK company; denominator: 19,613 offshore-registered corporate PSCs in the UK PSC snapshot):
| Hub | Offshore-registered UK PSC hits | Share |
|---|---|---|
| Appleby Services (Bermuda) Ltd. | 47 | 0.24% |
| Portcullis TrustNet (BVI) Limited | 9 | 0.05% |
| Mossack Fonseca & Co. (Bahamas) Limited | 4 | 0.02% |
| Christodoulos G. Vassiliades & Co. LLC | 1 | 0.005% |
These are descriptive market-share numbers for the offshore-in-general UK PSC population. They do not answer the matched-baseline question the ICIJ analysis could not answer (whether these hubs appear at higher rates in the FCPA-defendant-adjacent subset than in the offshore-general baseline), because the ICIJ-adjacent counter in this analysis was ill-formed and returned zero (see Method Disclosures below). The descriptive numbers are still informative in one direction: Appleby appears as PSC for approximately 1 in 400 offshore-registered UK companies, which is consistent with its known market position as a major Bermuda corporate-services firm. The Vassiliades row is included for completeness. Because the FCPA-adjacency observation does not survive corporate-identity testing (see Section 04), no interpretive weight should be placed on this row beyond its descriptive fact: the firm appears once out of 1,067 Cyprus-registered corporate PSCs in the UK PSC snapshot.
What this changes about the overall report. Two things. First, the negative statistical result of the ICIJ analysis is now externally corroborated at scale by an entirely different corpus with different coverage properties. The 200x Barbados over-representation is not an artifact of one analyst’s null-model choice. It is a structural feature of the ICIJ corpus visible from outside it. Second, the entities the ICIJ analysis was working with are documented as real corporate structures with active UK reach. Weatherford’s Ireland successor is one such structure, though the connection between that reorganization and the FCPA settlement is genuinely ambiguous once the 2009 Switzerland detour is accounted for. Zimmer Biomet’s presence in UK Companies House reflects the fact that Biomet’s FCPA-liable corporate identity persisted through the 2015 Zimmer acquisition and continued to attract FCPA enforcement (the 2017 DPA extension and additional $30 million penalty). Neither case transforms the report’s negative statistical claim into a positive one. Both provide documentary substance the ICIJ-only analysis could not offer. The report’s honest scope moves from “here is why the ICIJ corpus cannot answer this question” to “here is why the ICIJ corpus cannot answer this question, and here is what a comprehensive registry does show about the underlying entities the leak flagged.”
Once the control pool is scrubbed of other FCPA defendants, the matched comparison does not distinguish FCPA defendants from non-FCPA industry peers in their ICIJ-leak footprint.
Sections 02 and 06 established that FCPA-defendant offshore incorporation shows a directional post-conduct elevation that fails Bonferroni correction, and that the direction is substantially explained by leak-coverage confounding. That still leaves an obvious peer-review question: how do we know FCPA defendants are unusual at all? Comparable multinationals might show the same ICIJ footprint. This section runs the direct test and reports a negative result.
Method
Control-pool construction and the exclusion list. For each of the 54 FCPA defendants, three non-FCPA-defendant industry peers were selected of comparable size and era. For 37 defendants, peers were manually curated to ensure industry comparability where the 2-digit SIC code was too heterogeneous (pharma versus specialty chemicals in SIC 28, ATMs versus heavy machinery in SIC 35, enterprise software versus payroll services in SIC 73, communications equipment versus semiconductors in SIC 36, medical devices versus analytical instruments in SIC 38). For 17 defendants, peers were sampled from a curated pool of large-cap US-listed non-FCPA multinationals. Peer candidates were filtered at selection time against a 197-name KNOWN_FCPA_DEFENDANTS exclusion list covering corporate FCPA defendants from both DOJ criminal and SEC civil actions across the full enforcement history, equivalent to what the Stanford Law School FCPA Clearinghouse publishes. The exclusion list was built to catch post-2013 FCPA defendants (Halliburton, Pfizer, Eli Lilly, 3M, Honeywell, United Technologies, Emerson, Cisco, Microsoft, SAP, HP, Hewlett-Packard, Alcoa, Bio-Rad, Novartis, among others) that would otherwise pass a check against only the local 54-defendant list for this analysis. 84 unique control companies result. All deterministic and reproducible.
Matcher construction. The original Fellegi-Sunter matcher that produced the alignments used elsewhere in this report was not recoverable from the project archive at the time this section was built. A word-boundary substring matcher was written from scratch to produce the same output schema for both defendants and controls. When validated against the original defendant alignments, this matcher achieves 64.5% ICIJ-node recovery and produces higher total counts (3,650 defendant alignments vs 811 originally). What matters for this section is that the new matcher is applied uniformly to both defendants and controls: relative comparisons between groups are valid, absolute alignment counts do not correspond to figures elsewhere in this report and should not be compared to them.
Findings
Baseline hit rate: no significant difference. 44 of 54 FCPA defendants (81.5%) have at least one ICIJ alignment. 61 of 84 clean control companies (72.6%) have at least one. Fisher’s exact test: odds ratio 1.66, p=0.3072. The 8.9-percentage-point gap between defendants and clean controls is not statistically significant at any conventional threshold. This test depends only on presence-or-absence of ICIJ matches and is robust to the matcher caveat above.
| Group | n | Any ICIJ alignment | Hit rate |
|---|---|---|---|
| FCPA defendants | 54 | 44 | 81.5% |
| Clean controls (unique companies) | 84 | 61 | 72.6% |
| Fisher’s exact test: OR = 1.66, p = 0.3072 (not significant) | |||
For transparency, the before-and-after on the same test with the contaminated pool: OR = 7.68, p < 0.0001 (contaminated); OR = 1.66, p = 0.3072 (clean). The 17.4-point gap in the contaminated analysis collapsed to 8.9 points once FCPA defendants were removed from the control pool. The clean-control hit rate rose from 64.1% to 72.6%, and the defendant hit rate was unchanged. The direction of the original finding reflected which companies had been counted as controls, not an underlying difference in offshore behavior.
Source-leak distribution: still highly significant, but the interpretation shifts. The distribution of alignments across ICIJ source leaks differs between defendants and clean controls at chi-square = 409.86 (df=14), p < 10-78. But in the clean comparison the pattern reads less like defendant behavior and more like archive-coverage artifact. Defendants are over-represented in the 2013 Offshore Leaks (39.0% vs 7.3% for clean controls). Defendants are under-represented in Barbados corporate registry (3.5% vs 12.4%), Malta corporate registry (4.6% vs 11.1%), and Bahamas Leaks (15.1% vs 22.1%). The direction and magnitude are consistent with the Section 06 interpretation: different ICIJ sources cover different jurisdictions across different date ranges, and the conduct periods of the pre-2013 FCPA defendants happen to align with what the 2013 Offshore Leaks surfaced. This test confirms the source-leak coverage pattern. It is not evidence of distinctive defendant behavior.
| Source leak category | Def % | Ctrl % | Direction |
|---|---|---|---|
| Offshore Leaks (2013) | 39.0% | 7.3% | Def > Ctrl |
| Panama Papers (Mossack Fonseca, 2016) | 18.2% | 19.5% | similar |
| Bahamas Leaks (2016) | 15.1% | 22.1% | Def < Ctrl |
| Paradise Papers · Appleby (2017) | 4.4% | 10.1% | Def < Ctrl |
| Paradise Papers · Barbados registry | 3.5% | 12.4% | Def < Ctrl |
| Paradise Papers · Malta registry | 4.6% | 11.1% | Def < Ctrl |
| Paradise Papers · Nevis registry | 8.2% | 9.2% | similar |
| Other Paradise + Pandora subdivisions | 7.0% | 8.3% | similar |
| Chi-square = 409.86, dof = 14, p < 10-78 | |||
Temporal distribution: collapses without Universal, same as before. On raw counts the temporal distribution differs significantly (chi-square = 41.91, df=2, p < 0.0001), with defendants showing fewer post-conduct alignments as a proportion (24.6%) than clean controls (35.7%), not more. But Universal Corporation alone contributes 2,374 of the 3,650 defendant alignments. When Universal is excluded as an outlier, the temporal distribution becomes essentially identical to clean controls (chi-square = 0.02, p = 0.99). This mirrors what Section 02 found via a different test: without the Universal name-broadness artifact, there is no temporal shift between defendants and matched peers.
| Group | Pre-conduct | During conduct | Post-conduct |
|---|---|---|---|
| Defendants (all) | 47.6% | 27.8% | 24.6% |
| Defendants (excluding Universal) | 42.8% | 21.2% | 36.0% |
| Clean controls | 42.8% | 21.5% | 35.7% |
|
With Universal: chi-square = 41.91, dof = 2, p < 0.0001 (defendants have FEWER post-conduct, opposite direction) Without Universal: chi-square = 0.02, dof = 2, p = 0.9904 | |||
What this section adds to the report
The matched-control comparison does not find a distinguishing signal. On baseline ICIJ presence, FCPA defendants (81.5%) and clean industry peers (72.6%) are statistically indistinguishable (Fisher’s p=0.31). On source-leak distribution, the two populations differ sharply, but the direction and shape of the difference match what Sections 02 and 06 established about ICIJ archive coverage rather than defendant behavior: defendants cluster in the 2013 Offshore Leaks (which covers pre-2013 BVI/Singapore intermediaries matching their conduct period) and are under-represented in post-2017 archive subdivisions (Barbados, Malta, Appleby, Bahamas Leaks). On temporal distribution, the signal collapses to indistinguishable from clean controls once the Universal name-broadness outlier is set aside, mirroring what Section 02 found in the primary analysis.
Taken together: the ICIJ corpus does not distinguish FCPA defendants from non-FCPA matched peers on any of the three dimensions tested, once the control pool is properly constructed. This is a cleaner version of the report’s central methodological finding. The archive is not up to the task of supporting the kind of comparative corporate-behavior claim the initial analysis asked of it. That negative result holds for defendants vs non-FCPA peers as directly as it held for defendants vs their own permutation null.
Not addressed in this section: the UK PSC penetration comparison (whether controls’ ICIJ-linked offshore entities appear in UK Companies House at similar rates to defendants’). Running that analysis would require a second 90-minute UK PSC stream against the clean control alignments. Left as follow-up.
overrides.json. Every methodological choice is exposed in a single configuration file.This working paper is circulating to specialist reviewers for methodological critique. Nothing herein should be quoted or cited without confirming a public version exists. Contact: ebrattin@traceoriginresearch.com.
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