I interpret the question as counting every willful citation record that is present in the federal enforcement database snapshot, including state-plan records if they are actually published there, because the resolution text excludes only state-plan systems that are not published in that database.

The official DOL/OSHA sources matter here because this database is not real-time. The DOL enforcement site says the OSHA dashboard is updated weekly, and the DOL FAQ says citation information in the data catalog will not appear until 30 days after the employer receives the citation. OSHA’s inspection help page also defines close case as the date on which all activity associated with the inspection ceased. That combination suggests some timing noise near the resolution date, but not an unlimited lag once a case is actually closed. (enforcedata.dol.gov)

For recent base rates, the same public enforcement ecosystem shows 544 federal and 289 state-plan willful violations in FY2023, 490 federal and 321 state-plan willful violations in FY2024, and 284 federal and 319 state-plan willful violations in FY2025. That is 833, 811, and 603 combined, respectively. So the recent trend is clearly downward, but the state-plan side has been much steadier than the federal side. (aflcio.org)

Current capacity points to another soft year on the federal side. Federal OSHA conducted 34,625 inspections in FY2024 and 30,273 in FY2025, while the FY2026 budget justification says OSHA intends 24,929 inspections in FY2026. Separately, the DOL OIG reported that federal inspectors fell from 846 in February 2024 to 736 in June 2025. Those numbers make it hard to justify a rebound all the way back to FY2023-FY2024 federal willful levels. (osha.prod.pace.dol.gov)

My baseline arithmetic is straightforward. Using the FY2025 federal willful-per-inspection rate, 284/30,273 = 0.009381296865193407, and applying that rate to the FY2026 intended federal inspection count of 24,929 gives about 233.87 federal willful citations. Holding state-plan willfuls near their recent three-year average of 309.67 gives a combined FY2026 annual baseline of about 543.53 willful citations in the database.

A completely uniform year would put a June-July close-date window at about one-sixth of that annual baseline, i.e. roughly 91. I center the forecast only a bit above that, in the low 90s, rather than applying a large extra lag discount, because the question keys on inspection close date, close case is defined as the point when all inspection activity ceased, and the database is updated weekly. So my central view is that the count should land near 92, with meaningful spread for publication timing, case-mix, and the possibility that FY2026 federal willful rates weaken further than the simple FY2025-rate extrapolation implies. (osha.gov)

To reflect that uncertainty, I use a two-scenario mixture in the code: a main scenario centered in the mid-90s and a downside scenario centered in the low-80s. That keeps the mean just above 92, leaves most probability mass in a broad middle band, and still allows a non-trivial right tail if summer closures or state-plan publication run hotter than my baseline.

I treated this as a forecasting problem about a moving administrative database, not just about workplace hazard prevalence. Two data-mechanics facts matter a lot. First, OSHA says the enforcement data files are generally updated daily, and the OSHA data catalog includes both Federal OSHA and State Plan activity. Second, the violation file reflects the current status of each violation item, while close_case_date on the inspection file is the date the inspection was administratively closed. That means the question is really about how many willful citation records will be attached, by the August 11, 2026 snapshot, to inspections whose administrative close dates fall in June 1 through July 31, 2026. (enforcedata.dol.gov)

A direct historical count from the official federal-only database would be ideal, but the public mirrors that are easiest to inspect at scale are mixed-jurisdiction, so I used them only as a sanity check rather than as the main estimator. OSHA’s FAQ says the catalog includes both Federal OSHA and State Plans, and OSHA separately notes that 23 states and jurisdictions operate OSHA-approved state plans. A processed mirror of the same upstream catalog shows 53,367 willful violation rows in the all-jurisdiction historical data, confirming that willful citations are rare relative to the millions of inspections in the full database, but that mirror overstates the federal-only universe relevant for resolution. (enforcedata.dol.gov)

The current enforcement environment is clearly weaker than a year ago. OSHA’s current enforcement summary says FY 2025 had 30,273 inspections, down from 34,625 in FY 2024. The FY 2027 Congressional Budget Justification says the FY 2026 enacted federal-enforcement plan is 20,855 inspections with 1,176 FTE, versus 30,283 actual inspections and 1,271 FTE in FY 2025. That is a large drop in planned throughput, so the base rate for newly closed willful cases should be lower than in stronger recent years unless backlog-clearing offsets it. (osha.gov)

If inspections were spread evenly through the year, the FY 2026 enacted plan implies about 3,485 inspections in a 61-day June-July window, versus about 5,059 at the FY 2025 pace. That ratio is about 0.689. I do not apply that ratio mechanically, because close_date counts are not the same thing as opening-date or issuance-date counts: willful matters are administratively heavier, often contested, and a single inspection can generate multiple willful citation rows. So I use the staffing/inspection decline as a directional drag on the mean, but I keep a fairly wide distribution because administrative closures can bunch. (labordata.bunkum.us)

My final model is a three-scenario mixture: (1) a low-throughput scenario where staffing cuts and slower case processing dominate, (2) a middle scenario where recent practice partly persists, and (3) a higher scenario where a few multi-item willful cases and backlog closures inflate the June-July close-date window. I centered those scenarios at means of roughly 41, 55, and 72 citations, with weights 30%, 45%, and 25%, and used negative-binomial components rather than a simple Poisson to reflect overdispersion from clustered willful items within inspections. That gives a forecast centered in the mid-50s, with most mass roughly from the 30s into the 70s, a meaningful but not large tail into the 80s and 90s, and only a tiny probability above 150. My best point estimate is 55.5, and the mode of my subjective judgment is in the mid-50s.

My forecast is centered at about 29 visible federal OSHA ‘Willful’ citation records, with most of the probability mass in the rough 10-50 range by the August 11, 2026 snapshot. The key distinction is that this question is not asking for the eventual number of willful citations tied to inspections that closed from June 1 through July 31, 2026; it is asking how many of those records will already appear in the federal enforcement database by August 11, 2026. That timing filter materially lowers the count. (enforcedata.dol.gov)

The biggest single driver is publication lag. OSHA’s FAQ says violation information typically does not appear in the dataset until 30 days after OSHA indicates the employer has received the citation. Individual inspection-detail pages repeat that citation items are posted 30 days after the employer receives the citations, except in cases of significant public interest. So even after an inspection is closed, many records will still miss the August 11 snapshot simply because the citation has not yet been issued and/or has not yet cleared the normal posting lag. (enforcedata.dol.gov)

For the base rate, I started with federal OSHA inspection volume and historical willful-citation intensity. OSHA’s current enforcement summary says federal OSHA conducted 30,273 inspections in FY 2025, down from 34,625 in FY 2024. OSHA also describes itself as a small agency, with about 1,850 inspectors responsible for 130 million workers across more than 8 million worksites. In the most useful pre-pandemic annual summaries that still report willful counts directly, total federal willful violations were 439 in FY 2014, 527 in FY 2015, and 524 in FY 2016; FY 2010’s 1,519 was explicitly flagged by OSHA as an outlier driven by major refinery cases including BP. (osha.gov)

At the FY 2025 pace, two months of inspections is about 5,045 inspections (30,273/12*2). Applying the FY 2014-FY 2016 willful-citation-per-inspection rates of roughly 1.2% to 1.6% implies something like 61 to 81 eventual willful citations for a two-month close-date window if every case were fully matured and visible. I then haircut that a bit toward the upper 60s as the eventual total, because recent inspection volume is lower than FY 2024 and the 2026 enforcement environment includes a stronger compliance-assistance tone: OSHA launched OSHA CARES on March 18, 2026, and in July 2025 it updated penalty reductions to support small businesses. Offsetting that somewhat, OSHA also renewed or updated emphasis programs in amputations and heat that should continue generating serious enforcement in high-risk sectors. (osha.gov)

The next step is the August 11 visibility haircut. An inspection closed on June 1, 2026 has 71 days to make it into the database by August 11; an inspection closed on July 31, 2026 has only 11 days. Because willful cases often involve extra review and the normal posting rule already consumes 30 of those days, late-July closes are unlikely to be visible unless they are expedited as significant-public-interest matters. I therefore assumed only a minority of the eventual June-July cohort will be visible by the snapshot, with a midpoint a bit below one-half. Recent 2026 OSHA releases confirm that willful cases are still being issued in meaningful numbers, including an April 1, 2026 case with 7 willful and 33 repeat violations, an April 24, 2026 willful roofing case, a June 1, 2026 willful Piggly Wiggly case, and a February 10, 2026 willful case against Horizon Biofuels. That kept me from pushing the estimate too low. (dol.gov)

Putting that together, my mental scenario tree is: low case around 14 visible records if maturation is slow and OSHA’s cooperative posture suppresses willful use; base case around 28 if eventual June-July willful volume lands in the high 60s and roughly 40% are visible by August 11; high case around 44 if a larger share of June closings and public-interest cases are already posted. The probability code implements exactly that as a 25%/50%/25% three-scenario Poisson mixture with means 14, 28, and 44, which yields an overall mean of 28.5 and a deliberately wide spread. (osha.gov)

This resolves to the count of distinct OSHA citation records in the federal enforcement database that are classified as “Willful” and whose associated inspection has a close date from June 1, 2026 through July 31, 2026, using the database state on August 11, 2026. Two mechanics matter a lot here. First, OSHA says the public data are updated daily but citation information does not appear until 30 days after OSHA indicates the employer received the citation. Second, the OSHA data catalog mixes Federal OSHA and State Plan activity, and federal inspections are identified by Reporting IDs whose third digit is 1, 2, or 3 rather than 5. (enforcedata.dol.gov)

For a historical federal baseline, OSHA enforcement summaries show total willful violations of 423 in FY 2012, 319 in FY 2013, 439 in FY 2014, 527 in FY 2015, and 524 in FY 2016. Those same summaries show annual inspection totals of 40,961 in FY 2012, 39,228 in FY 2013, 36,174 in FY 2014, 35,820 in FY 2015, and 31,948 in FY 2016. That implies a rough historical range of about 0.8% to 1.6% willful citation records per inspection, with most years clustering around 1.0% to 1.6%. (osha.gov)

The current enforcement environment points to lower inspection volume than the FY 2024-FY 2025 period. OSHA’s FY 2027 budget justification says OSHA conducted 30,283 inspections in FY 2025, but plans 20,855 inspections in FY 2026. The FY 2026 budget justification also shows federal-enforcement FTE falling from 1,403 actual in FY 2024 to 1,292 in FY 2025 enacted. That is a meaningful capacity drop, so I do not expect June-July 2026 willful counts to resemble a high-volume year unless targeting becomes much harsher. (dol.gov)

At the same time, I do not scale willful counts down one-for-one with total inspections, because the mix is getting more concentrated. The FY 2027 budget justification says OSHA expects about 70-80% of FY 2026 inspections to be unprogrammed, and it plans 10,636 construction inspections out of 20,855 total inspections in FY 2026. That kind of mix should keep the willful rate per inspection above the weakest historical years, even if total inspections are down. (dol.gov)

The August 11, 2026 snapshot date does create an undercount risk for late-July closures, but probably not an enormous one. OSHA’s FAQ says citations are withheld from the public data for 30 days after employer receipt. However, inspection-detail pages show that issuance often precedes case closing by weeks: one example shows issuance on January 7, 2026 and case closing on February 5, 2026; another shows issuance on April 10, 2026 and case closing on May 18, 2026; another shows issuance on May 5, 2026 and case closing on June 1, 2026. So a substantial share of inspections closed in July 2026 should already have citation records old enough to be visible by August 11, 2026, even though the very latest July closures will still be somewhat underrepresented. (enforcedata.dol.gov)

My quantitative inference is: start from OSHA’s FY 2026 plan of 20,855 inspections; one simple time-slice for a 61-day window is about 20,855 × 61 / 365 ≈ 3,485 inspections in scope if close dates are roughly steady through the year. Applying an effective willful intensity modestly above the long-run historical average, around the upper part of the old range because of more concentrated hazardous/unprogrammed work, gives a pre-lag figure in the mid-50s. I then apply only a modest visibility discount for the August 11 snapshot because case closing often trails citation issuance. That leaves me centered around 55 willful citation records. This is an inference from the cited historical ratios, FY 2026 inspection plan, staffing trajectory, and publication-lag mechanics rather than a directly observed count from the database. (osha.gov)

I represent uncertainty with a three-scenario mixture: low 35, base 55, high 76, weighted 25% / 50% / 25%. That yields a mean forecast of 55.25. The biggest uncertainties are the true FY 2026 willful-rate per inspection under the newer enforcement mix, and how many late-July closures have citations that have already aged past the 30-day public-posting lag by August 11, 2026. OSHA’s own FAQ notes that the full data are primarily available through downloadable CSVs or the API, while the web search tools are more limited, so I am deliberately keeping a fairly wide distribution around the mid-50s center. (enforcedata.dol.gov)

OSHA’s public inspection search, as viewed on June 22, 2026, said it reflected inspection data through June 18, 2026, and warned that citations can be modified during the process. OSHA’s inspection help page defines Close Conference as the ending date of the onsite portion of the inspection. That matters because this question keys off inspections with close dates in June 1-July 31, 2026, but asks what citation records will already be visible by August 11, 2026. (osha.gov)

On enforcement volume, OSHA reported 34,625 inspections in FY2024 and 30,273 in FY2025. The Department’s FY2026 performance plan targets 19,943 safety inspections and 4,986 health inspections, or 24,929 total, which is about 82.35% of FY2025 actual. The DOL OIG also reported that federal inspectors fell from 846 in February 2024 to 736 in June 2025, while OSHA anticipated about 1,720 inspectors in 2026 including state partners. This all points to a lower-inspection environment than 2024-2025. (osha.gov)

Older official federal summaries give a useful base rate for how often willful citations appear relative to inspections. OSHA reported 594 willful violations in FY2011, 423 in FY2012, 319 in FY2013, and 524 in FY2016. Using the inspection totals in those same summaries, the implied rate spans roughly 0.8% to 1.6% willful citations per inspection in low-to-higher years. I use that as the historical anchor, then shade it downward for the softer 2026 enforcement environment. (osha.gov)

The biggest issue is publication lag, not just underlying enforcement. OSHA’s inspection-search help says federal citation information for open cases may not be available until 5 days after employer receipt, but the enforcement-data FAQ snippet says the violation dataset may not show a violation record until 30 days after OSHA indicates the employer received the citation. OSHA also says inspections and citations may take up to six months from the incident date in fatality cases. Because the resolution is framed around the federal enforcement database, I put meaningful weight on the longer dataset lag. That sharply discounts late-July 2026 closes, many of which may still be too fresh to appear by August 11. (osha.gov)

Anecdotally, recent willful cases often surface months after the inspection activity. One July 15, 2024 OSHA release described a January 2024 inspection that led to one willful and 15 serious citations. Another June 5, 2024 release described eight inspections from November 2023 through March 2024 that produced willful citations. These are not a clean statistical sample, but they are directionally consistent with willful cases being slower and more legally intensive than routine serious cases. (osha.gov)

My model is: (1) start from an eventual FY2026 federal willful total in the low-300s, based on the FY2026 inspection target and a willful-citation-per-inspection rate a bit below the stronger 2015-2016 years but above the 2013 trough; (2) take roughly one-sixth of that for a two-month close-date window, giving an eventual June-July window count around 50; and then (3) haircut that by about half because August 11 is very early for database appearance, especially if the resolver uses the slower enforcement-data snapshot rather than the faster inspection-search pages. That produces a center in the low-20s. I set the mean forecast at 24.3 and keep a fairly wide right tail into the 40s because I am uncertain about exact posting lag, case complexity, and whether a few significant-public-interest willful cases are posted unusually quickly. This paragraph is an inference from the cited source material, not a directly reported OSHA statistic. (dol.gov)

I could not directly query the modern DOL citation-level database from this interface because the current portal requires JavaScript, and the FAQ snippet says direct API querying goes through the DOL Open Data Portal and requires registration. So I was not able to pull an exact historical analog for prior June-July close-date windows. What I did find, and what drives the forecast, was enough to bound the problem: official annual inspection totals, the FY2026 target, OIG staffing pressure, official publication-lag rules, and examples showing that willful cases often appear only after substantial delay. (enforcedata.dol.gov)

How many OSHA formal citations classified as “Willful” will appear in the federal enforcement database with an inspection close date between June 1 and July 31, 2026, as of August 11, 2026?

• My most likely prediction for OSHA Willful citations is 50.50, with a 50% chance of falling between 36.50 and 62.50.
• Federal enforcement capacity has significantly decreased, with the FY 2026 budget requesting 168 fewer enforcement positions and a reduction in planned inspections to 24,929.
• The August 11 snapshot date creates a ‘data truncation’ effect, as the standard 30-day reporting lag means most inspections closed in July will not yet be visible in the public database.
• Broader federal workforce reductions (9-12% under DOGE) and leadership shifts toward ‘compliance assistance’ are likely to result in a lower frequency of high-severity ‘Willful’ classifications.
• While the 2026 Heat National Emphasis Program remains active, its impact is mitigated by a narrower list of targeted industries and the removal of strict inspection quotas.

Key figures

Historical context

Historically, ‘Willful’ citations are the rarest and most severe civil citations issued by OSHA, requiring proof of ‘plain indifference’ or ‘intentional disregard.’ In FY 2023, federal OSHA cited 544 such violations. Historically, these counts are volatile; the agency has seen annual totals exceed 600 in peak years, only to drop by more than 40% in subsequent periods depending on administrative priorities and staffing. The current 2026 period is defined by a shift toward ‘compliance assistance’ and deregulation under new leadership (Assistant Secretary David Keeling, appointed November 2025) and the influence of the Department of Government Efficiency (DOGE), which has overseen a 9-12% reduction in the broader federal civilian workforce. Historically, such staffing contractions lead to fewer inspections and longer processing times for complex ‘Willful’ cases.

Tailwinds

• The 2026 Heat National Emphasis Program (NEP) prioritizes inspections on ‘heat priority days’ (80°F+), which covers the entire June-July window.
• A rising trend in ‘serious chemical accidents’ (up 20% in 2025) may trigger high-intensity fatality/catastrophe inspections that are more likely to result in Willful citations.
• Clustered citations: A single major inspection (e.g., following a mass-casualty event like the June 2026 tank collapse in Washington) can generate dozens of individual citation records.

Headwinds

• A 13% reduction in federal enforcement FTEs requested for FY 2026 compared to FY 2025 levels.
• A 30-day typical reporting lag between citation issuance and public database appearance, which will likely hide most late-July activity from the August 11 snapshot.
• A 28% reduction in total planned federal inspections for FY 2026 compared to FY 2024 actuals (24,929 vs 34,625).
• Potential disruptions in database maintenance and federal website availability reported in early 2026.

Detailed reasoning

My prediction is based on a synthesis of historical enforcement baselines, current agency capacity, and the technical mechanics of the OSHA enforcement database. In Fiscal Year 2023, federal OSHA recorded 544 Willful citations, which averages to approximately 45 per month or 91 for a two-month period. However, several critical factors suggest the recorded count for June-July 2026 will be substantially lower.

First, the enforcement environment in 2026 is characterized by significant contraction. The FY 2026 Congressional Budget Justification requested a decrease in federal enforcement positions from 1,292 to 1,124 Full-Time Equivalents (FTEs). Correspondingly, the agency’s planned inspections for FY 2026 were reduced to 24,929, an 18% drop from FY 2025 and a 28% drop from FY 2024. Pro-rating the FY 2023 willful citation baseline by these capacity reductions suggests an adjusted expectation of approximately 65 to 72 citations for a two-month window.

Second, the administrative ‘lag’ of the federal enforcement database is a primary driver for a lower forecast. The resolution criteria require a snapshot of the database on August 11, 2026. This date is only 11 days after the end of the July target window. Evidence from OSHA documentation and historical data patterns indicates that violation information typically does not appear in the public database until at least 30 days after the employer receives the citation. Furthermore, an inspection is only counted if it has a ‘close_case_date,’ a field that is often not populated until all administrative and legal processing is complete. While June 2026 inspections may be largely processed by August 11, a significant portion of July 2026 inspections—particularly those resulting in complex ‘Willful’ citations—will likely still be ‘open’ or in the 30-day publication lag window at the time of the snapshot.

Third, I considered the 2026 Heat National Emphasis Program (NEP). While summer months often see a spike in inspections due to heat hazards, the 2026 NEP revision actually narrowed the list of targeted industries and removed the 100% inspection increase quota present in the 2022 version. This suggests that while heat-related enforcement remains a priority, it is unlikely to offset the broader systemic reductions in agency staffing.

Combining these factors, I expect the ‘visible’ count on August 11 to reflect roughly 50-60% of a standard two-month enforcement cycle. I have modeled this with a primary expectation centered in the low 50s, with a distribution that accounts for the possibility of clustered citations (where one inspection yields multiple Willful records) or more severe administrative delays.

Key uncertainties

• The speed of ‘case closing’ in the database: If OSHA administrative staff accelerate the closing of files before the end of the fiscal year, the August 11 snapshot could see a sudden influx of records.
• Multi-citation inspections: Because each citation record counts as one unit, a very small number of major enforcement actions could cause the total to spike unpredictably.
• Technical Database Stability: Recent disruptions in federal data portals could lead to erratic updates, either undercounting or ‘batch uploading’ several weeks of data at once.

Conclusion

• The most likely outcome is a significant reduction in recorded Willful citations compared to historical averages, primarily due to the combined effects of reduced federal enforcement staffing and the administrative lag in database updates.
• Decision-makers should treat the August 11 database snapshot as a ‘preliminary’ view of June-July activity, as the true number of citations issued for that period will likely continue to climb in subsequent database updates throughout the fall.

Question: how many Willful citation rows (citation-level, not inspection-level) will have inspection close dates in June–July 2026 and be visible in the federal OSHA/DOL public enforcement database snapshot on 2026-08-11? Key resolution mechanics: the count is row-level (one inspection can produce many Willful rows), the resolver must join violations to inspection close-date fields (there is ambiguity over which close-date field to use), and the public database snapshot can lag—especially for late-July closes. Historical anchors: third-party summaries imply ~630 Willful rows/year (~105 for two months), but official federal inspection activity and FY2026 budget/planned inspections are lower, and recent OSHA policy signals emphasize compliance assistance, so teams expect a downward adjustment. All forecasters agree the main uncertainties are (a) whether the resolver uses the central public database vs. a Federal-OSHA-office subset, (b) publication lag by Aug 11, and (c) clustering from multi-Willful inspections; they therefore model a mixture rather than a single point. Most teams center the visible count in the ~80–95 range for a central-database interpretation, while placing substantial downside mass around ~35–45 if a stricter federal-only interpretation or lag applies, and a small upper tail for clustered multi-citation cases. Recommended practical checks before resolution: query violation rows joined to the inspection close-date field used by the resolver, track OSHA press releases for multi-Willful cases, and record the database “data through” date to monitor late-July additions.

Forecast and Reasoning

Forecast: Probability distribution:

• 1.00% chance of value below 7.0
• 5.00% chance of value below 14.0
• 10.00% chance of value below 20.0
• 20.00% chance of value below 30.0
• 30.00% chance of value below 40.0
• 40.00% chance of value below 48.0
• 50.00% chance of value below 55.0
• 60.00% chance of value below 63.0
• 70.00% chance of value below 72.0
• 80.00% chance of value below 85.0
• 90.00% chance of value below 105.0
• 95.00% chance of value below 128.0
• 99.00% chance of value below 170.0

Forecast Reasoning

We need the number of distinct OSHA citation records classified as “Willful” whose linked inspection has a close date between 2026-06-01 and 2026-07-31 (inclusive), as they appear in the federal enforcement database snapshot on 2026-08-11. Key uncertainties are (1) the underlying enforcement tempo in summer 2026 (inspection/staffing levels and any enforcement emphasis), (2) how “close date” behaves in the OSHA federal dataset in practice (it is typically the inspection/case close date in the enforcement system, not the final litigation/abatement completion date), and (3) publication latency from internal issuance/closing to appearing in the public enforcedata snapshot—especially for inspections closing late in July.

I discount Forecaster 4’s very-low distribution because it appears to treat the close date as meaning something like final case resolution and/or assumes most June–July closes cannot appear by Aug 11; that would be inconsistent with how enforcement close dates are generally used in the public enforcement dataset and with the fact that contested citations still appear. I also discount Forecaster 3’s higher center (median ~88) as likely underweighting the current lower enforcement environment and the (real) risk of short-horizon publication lag for late-window closes. Forecasters 1 and 2 both anchor to recent-year totals and staffing/inspection declines and land in the ~50–60 median range, with Forecaster 2 more explicitly modeling undercount due to lag; my synthesis keeps a similar center but retains a meaningful upper tail for “lumpy” multi-item willful cases and/or a higher-than-expected willful rate in this specific two-month window.

Net: I center the snapshot count around the mid-50s, with a wide interval to reflect both administrative lag (pushing down) and rare multi-citation willful inspections (pushing up), and I keep a small (~1–5%) chance of exceeding the 150.5 open upper bound.

An amateur forecast would often (a) simply pro-rate a headline annual willful total to two months and (b) ignore the database-snapshot/latency mechanics, or else (c) overcorrect and assume near-zero because “willful cases take months/years.” This forecast improves by explicitly separating (i) underlying two-month incidence from (ii) what is visible by the Aug 11 snapshot, while also correcting the common misread that the inspection close date implies final contested-case closure. I’m moderately confident this reduces both anchoring error (to annual totals) and category/field misinterpretation error (close date meaning).

Forecast rationale (numeric):

— Iteration 1 — Overall summary of the forecasting logic

The forecasts converge on the idea that the count of OSHA “Willful” federal citations visible in the database by Aug. 11, 2026 for inspections closing between June 1 and July 31, 2026 will be relatively low, mainly because Willful citations are slow to materialize and publish.

Key reasoning patterns

1. Citation issuance lag is the dominant factor

   • Willful citations usually require extra legal/administrative review, so they often appear 2–4 months after an inspection closes.
   • Since the snapshot date is only 11 days after the end of the window and at most 71 days after the start, many June–July cases would still be pending.
   • This pushes the expected visible count well below the eventual total for that two-month period.

2. Annual Willful volume implies only a modest eventual total

   • Federal OSHA’s annual Willful citation volume is generally thought to be in the few-hundred range.
   • Spread across a two-month window, that implies an eventual tally on the order of tens of citations, not hundreds.
   • Some forecasts further adjust downward for reduced staffing or a slower enforcement environment.

3. Only a fraction of eventual cases are likely visible by the cutoff date

   • The central assumption is that by Aug. 11, only a small share of the citations associated with June–July close dates would have been published.
   • Estimated visibility fractions vary, but the shared logic is that most are still too recent to show up.

Areas of consensus

• Low-to-moderate final count is the most likely outcome, not a large surge.
• Lag matters more than raw enforcement volume for this question.
• Tails should be wide, because the database timing is uncertain and Willful cases can be clustered.

Main disagreements / uncertainty drivers

• How many Willful citations OSHA is generating right now: some forecasts assume a lower current pace, others a somewhat higher annualized baseline.
• How quickly records become visible: estimates differ on whether the snapshot captures a meaningful fraction or only a small sliver of the eventual total.
• What “inspection close date” effectively represents: if it aligns closely with final case closure rather than just inspection end, the lag penalty may be smaller.
• Case clustering and multiplicity: a single complex incident can produce multiple Willful citations, creating occasional spikes.

Bottom line

The shared view is that the result should be well below the eventual two-month citation total, with the estimate centered in the low double digits and a wide uncertainty band to allow for delayed publication, clustered cases, and ambiguity in database timing.

— Iteration 2 — Across the forecasts, the main conclusion is that the number of OSHA formal “Willful” citation records with inspection close dates between June 1 and July 31, 2026 is likely to be moderate, in the low dozens rather than very high, with a central expectation roughly around 50–65 and a broader plausible range of about 50–100.

Key reasoning patterns

• Historical scaling from annual totals:
  Each estimate starts by looking at recent annual federal Willful citation volumes, generally described as several hundred per year. The two-month window is then treated as roughly one-sixth of a year, producing a rough baseline in the 50–100 range.

• Adjustment for publication lag:
  A major common adjustment is that the database snapshot is taken August 11, 2026, so late-July close dates may not yet be fully visible. That pushes the estimate downward somewhat, especially for records finalized near the end of the window.

• Potential enforcement slowdown:
  One rationale also factors in OSHA staffing/capacity reductions in 2026, which could depress the number of citations relative to historical norms.

• Tail risk from large inspections:
  All the rationales allow for the possibility that a single egregious inspection could generate multiple Willful citation records, or that instance-by-instance citation practices could create a spike. This is why the upper tail stays fairly wide even though the center is modest.

Areas of consensus

• The forecasts broadly agree the outcome is well below extreme levels and likely not near the upper bound.
• They also agree that data lag is important, and that the count visible by August 11 may understate the eventual total for the June–July close-date window.
• There is shared recognition that a small number of major cases can materially move the count.

Main differences

• The forecasts vary mainly in:
  • the annual baseline they use for Willful citations,
  • how strongly they discount for lag and publication delays,
  • and how much weight they give to 2026 enforcement/staffing softness.

Bottom line

The collective reasoning points to a middle-of-the-road count in the low dozens, with the most defensible central estimate around 50–65 records, while leaving room for a broader range if publication lag is heavier than expected or if a few large enforcement actions cluster in the period.

— Iteration 3 — The forecasts share a common approach: they start by estimating a typical annual volume of federal OSHA “Willful” citations, prorate that to the June 1–July 31 window, then adjust downward for reporting lag and current enforcement constraints before the August 11 snapshot.

Main reasoning patterns

• Baseline-to-window conversion: All estimates begin with an annual citation rate and scale it to roughly two months of inspections.
• Posting delay matters: A major adjustment is that citations from late June and July may not yet have appeared in the database by August 11, especially if close-out and review take time.
• Current enforcement conditions: Reduced staffing or slower processing is treated as a downward pressure on the count.
• Right-skewed distribution: The forecasts emphasize that Willful citations are rare but can cluster in a single serious inspection, so the distribution has a long upper tail.
• Definition uncertainty: There is acknowledged ambiguity around how the “inspection close date” field maps to final database records, which adds uncertainty to the count.

Areas of consensus

• The final number is likely well below a simple unadjusted prorated annual count because of publication lag.
• The outcome is highly uncertain and right-skewed, with a possibility of a few inspections generating many citations.
• A broad mid-range outcome in the tens is more plausible than either a very low single-digit result or an extremely large total.

Main differences in emphasis

• One view is more optimistic about timely posting, yielding a higher central estimate.
• Another is more conservative about database lag, implying only a minority of eligible citations will be visible by August 11.
• A third sits between those extremes, with a moderate downward adjustment from the prorated baseline.

Overall, the shared logic points to a modest-to-moderate total, tempered by processing delays, but with a substantial possibility of a larger count if one or more major inspections generate multiple Willful citations quickly enough to appear in the database.

Summary of Rationales

Definition of “Close Date” and Administrative Lag A central theme across the rationales involves the interpretation of “inspection close date.” Most forecasters assume this refers to the administrative case closure, meaning the citations resolving in the June–July 2026 window were likely issued months or years prior and are just now concluding litigation or settlement. A minority suggest it could refer to the physical inspection’s closing conference, which would result in almost no citations appearing due to the lengthy statutory timeline required to draft and issue Willful citations. Regardless of the exact definition, forecasters broadly agree that the short turnaround between the July 31 window closure and the August 11 database snapshot introduces an administrative reporting lag. Cases resolved in late July may not be processed and published in the public database in time to be counted.

Enforcement Trends and Settlement Downgrades Forecasters highlight a tension between historical enforcement peaks and more recent regulatory slowdowns. While earlier years saw robust issuance of Willful citations, recent inspector attrition and a policy pivot toward deregulatory “cooperative compliance” have substantially depressed new enforcement volumes. Additionally, because Willful citations carry severe financial and legal liabilities, employers heavily contest them. Rationales strongly emphasize that during the settlement process, a significant proportion of Willful citations are downgraded to “Serious” or “Unclassified” to secure rapid hazard abatement and clear administrative backlogs. Citations downgraded prior to case closure will not count toward the final total, placing significant downward pressure on the forecast.

The “Instance-by-Instance” (IBI) Multiplier Risk Despite the overarching downward pressures of publication lags and settlement downgrades, the rationales uniformly highlight a significant right-tail risk stemming from OSHA’s Instance-by-Instance (IBI) enforcement policy. Under this framework, inspectors can issue separate Willful citations for every individual instance of a hazard or every worker exposed, rather than grouping them into a single violation. Forecasters agree that if even one massive corporate settlement or “mega-case” officially closes within the target two-month window, it could introduce a cluster of distinct Willful records into the database all at once, driving the final count significantly higher.

SUMMARY

Question: How many OSHA formal citations classified as “Willful” will appear in the federal enforcement database with an inspection close date between June 1 and July 31, 2026, as of August 11, 2026? Final Prediction: Probability distribution:

• 10.00% chance of value below 14.2
• 20.00% chance of value below 22.85
• 40.00% chance of value below 37.1
• 60.00% chance of value below 50.65
• 80.00% chance of value below 73.05
• 90.00% chance of value below 94.8

Total Cost: extra_metadata_in_explanation is disabled Time Spent: extra_metadata_in_explanation is disabled LLMs: extra_metadata_in_explanation is disabled Bot Name: extra_metadata_in_explanation is disabled

Report 1 Summary

Forecasts

Forecaster 1: Probability distribution:

• 10.00% chance of value below 19.1
• 20.00% chance of value below 31.1
• 40.00% chance of value below 50.1
• 60.00% chance of value below 67.1
• 80.00% chance of value below 92.1
• 90.00% chance of value below 116.1

Forecaster 2: Probability distribution:

• 10.00% chance of value below 9.3
• 20.00% chance of value below 14.6
• 40.00% chance of value below 24.1
• 60.00% chance of value below 34.2
• 80.00% chance of value below 54.0
• 90.00% chance of value below 73.5

Research Summary

The research summarizes historical and recent trends to estimate how many OSHA “Willful” citations will have inspection close dates between June 1 and July 31, 2026 (measured on August 11, 2026). Historically, annual willful citation totals have ranged roughly from about 360 to over 600 per year, implying about 30–50 willful citations per month and roughly 60–100 over a two-month period. However, internal OSHA data cited in a February 2026 Senate letter reported a 42% decline in willful citations in April–September 2025 versus 2024, and federal OSHA inspections fell about 20% in 2025; applying a 42% reduction to a 600/year baseline yields ~348/year (≈29/month) or about 58 for the two-month window. Additional contextual factors noted include a 13% decline in federal OSHA inspectors from February 2024 to January 2026, leadership and policy changes under the October 2025 OSHA Administrator (emphasis on a more data-driven/deregulatory approach), the lack of seasonal breakdowns for willful citations, and limited state- and monthly-level data; these uncertainties could shift two-month estimates into roughly the 40–70 range depending on continuation or moderation of observed declines.

Sources used (as noted in the research):

• Federal OSHA enforcement database: https://enforcedata.dol.gov/views/data_summary.php
• February 2026 Senate letter citing OSHA internal data (reported 42% decline April–Sept 2025 vs 2024) [research reference]
• Federal OSHA staffing and inspection statistics (mentioned in research) [research reference]
• Labor Department Inspector General staffing report (FY2024 inspector counts) [research reference]
• OSHA leadership/policy announcements and industry reporting about enforcement approach under the October 2025 Administrator [research reference]
• Penalty/penalty-change information cited in the research [research reference]
• North Carolina State OSHA FY2024 willful-violation data point (6 willful violations) [research reference]

(No relevant prediction markets were identified in the research.)

RESEARCH

Report 1 Research

Research Summary for OSHA Willful Citations Forecast (June 1 - July 31, 2026)

Question Overview

You’re forecasting the count of OSHA citations classified as “Willful” with inspection close dates between June 1 and July 31, 2026 (a 2-month window), as measured on August 11, 2026.

Key Historical Base Rates and Reference Classes

Annual Historical Totals:

• The background information states that in “some recent fiscal years, the annual total has exceeded 600” willful citations [Background]
• Other comparable periods “have seen counts fall by more than 40 percent from those peaks” (suggesting lows around 360 annually) [Background]
• This provides a historical annual range of approximately 360-600+ willful citations

Monthly Conversion:

• At historical peak (600/year): ~50 willful citations per month
• At reduced levels (360/year): ~30 willful citations per month
• For a 2-month period: 60-100 willful citations under historical patterns

Current Enforcement Environment (Critical Context)

Significant Decline in Willful Citations (2025-2026):

• A February 2026 Senate letter cited internal OSHA data showing a 42% decrease in citations for willful violations from April-September 2025 compared to 2024 [1]
• Federal OSHA inspections dropped 20% in 2025 compared to the previous year [1][6]
• Applying the 42% reduction to a 600-citation baseline: 348 annually = ~29 per month, or ~58 for two months

Staffing Reductions:

• Federal OSHA inspectors declined from 846 in February 2024 to 736 in January 2026 (13% reduction) [1]
• The Labor Department Inspector General reported only 768 federal inspectors in FY 2024 to cover 11.8 million workplaces [16]

Leadership and Policy Changes:

• David Keeling became OSHA Administrator in October 2025, introducing a “modernized, data-driven enforcement strategy” with emphasis on deregulation [4]
• Industry observers predict “fewer citations and press releases” under Keeling’s leadership [8]
• The Trump administration’s deregulatory agenda continues through 2026 [4][6][8]

Penalty Structure (for context, not count):

• Willful violation penalties in 2026: $11,823 minimum to $165,514 maximum per violation [11][20]
• These increased 2.6% from 2024 to 2025 [13]

Seasonal and Timing Considerations

Inspection Close Date vs. Citation Issue Date:

• The question counts citations by inspection close date, not when the citation was issued
• There’s typically a lag between inspection start and close, which may affect the distribution

Summer Period (June-July):

• No specific data found on seasonal patterns for willful citations
• Construction activity typically increases in summer, which could affect inspection volumes
• However, the 20% reduction in overall inspections suggests lower activity regardless of season

State-Level Data Point

North Carolina State OSHA identified 6 willful violations in all of FY 2024 [19]. This is just one state’s plan and not directly comparable to federal OSHA data, but provides a sense of how rare willful citations are even at the state level.

Prediction Markets

No prediction markets found specifically for this OSHA question. I searched for:

• Metaculus markets on OSHA citations
• Polymarket, Manifold, or other prediction platforms
• No relevant markets were identified

Quantitative Estimates for Your Consideration

Historical Baseline (Pre-2025):

• 2-month estimate: 60-100 willful citations

Adjusted for 2025-2026 Decline:

• Applying 42% reduction: ~58 willful citations for two months
• If decline continues or accelerates through mid-2026: potentially 40-50 citations
• If decline moderates: 50-70 citations

Key Uncertainty Factors:

1. Whether the 42% decline measured in April-Sept 2025 continues, stabilizes, or worsens by June-July 2026
2. Seasonal inspection patterns (not enough data to quantify)
3. Impact of continued staffing reductions (13% fewer inspectors)
4. Policy changes under Keeling administration (in office since Oct 2025, ~8 months before forecast period)

Information Gaps

• No monthly or quarterly breakdowns of willful citation counts were found in publicly available sources
• No specific historical data for June-July periods to establish seasonal patterns
• Limited granular data on the exact trajectory of willful citations through 2024-2025
• No comparable Metaculus questions or prediction markets to reference for wisdom-of-crowds estimates

Recommendations for Further Research

If you have access to the federal OSHA enforcement database directly (https://enforcedata.dol.gov/views/data_summary.php), you could:

1. Pull historical monthly counts of willful citations for June-July in prior years
2. Examine the exact trajectory from 2024 through early 2026
3. Analyze inspection close date distributions to understand timing patterns

The 42% decline figure [1] is your strongest quantitative anchor, but it’s from an earlier period (April-Sept 2025) than your forecast window (June-July 2026).

FORECASTS

R1: Forecaster 1 Reasoning

I agree with the critic’s directional point: my prior median around 55 still underweighted the old-pipeline/state-plan possibility. This is a close-case-date question, and OSHA defines “Close Case” as when all activity associated with the inspection ceased; violation classifications/penalties can reflect settlement or judicial actions. So June–July 2026 closures can be fed by 2025 or older Willful citations, not just 2026 issuance. (osha.gov)

I also agree the scope issue pushes upward. The DOL/IMIS-derived source is described as covering federal OSHA offices and 28 state-plan OSHA programs, and the question wording seems to count records published in the federal/DOL enforcement database, not separate state-plan-only systems. That makes a pure “Federal OSHA staffing collapse” forecast too bearish. (labordata.bunkum.us)

But I do not fully move to the critic’s 60+ center. The 2026 Willful signal remains very hard to ignore: SafetyRecord’s DOL-API mirror shows 34 Willful violations in 2026 YTD versus 630 in 2025, while 2026 inspections/violations are not close to zero. Its methodology says annual violation counts use issuance_date, not close_case_date, so this is mismatched, but it is still strong evidence that the new Willful pipeline has sharply weakened. (safetyrecord.org)

My key new synthesis: this is best treated as a lagged mixture. If 2025 Willful cases have long close lags and remain Willful through settlement, the count can land around 65–90. If 2026’s Willful classification collapse is already dominating closures, or if older Willfuls are settled down before closure, the count can land around 20–45. Federal OSHA’s FY 2025 inspection drop from 34,625 to 30,273 is downward evidence, but fatality/catastrophe inspections were not down, so I avoid a central forecast in the teens/20s. (osha.gov)

Net: I raise the center modestly from 55 to 58, with a still-fat right tail for state-plan inclusion, backlog batching, and multi-citation inspections, but also meaningful lower-tail mass for downclassification/current-flow collapse. Conditioning on the question not resolving N/A.

Updated prediction:
Percentile 0.1: 1.1
Percentile 1: 4.6
Percentile 5: 12.1
Percentile 10: 19.1
Percentile 20: 31.1
Percentile 30: 41.1
Percentile 40: 50.1
Percentile 50: 58.1
Percentile 60: 67.1
Percentile 70: 78.1
Percentile 80: 92.1
Percentile 90: 116.1
Percentile 95: 140.1
Percentile 99: 178.1
Percentile 99.9: 240.1

R1: Forecaster 2 Reasoning

I agree with the Round 4 critic’s main correction: I had probably let the SafetyRecord “34 willful in 2026” proxy pull the center slightly too low. That figure is real and ugly, but it is likely not the same date basis as the market, and willful cases are especially slow-moving. SafetyRecord itself says its data are daily-synced from DOL’s OSHA enforcement database but unofficial; it shows 34 willful in 2026 versus 630 in 2025, which is a strong warning signal but not a direct close-date query. (safetyrecord.org)

The cleanest central model is still: FY 2025 federal willfuls were much lower than FY 2023–2024, and FY 2026 inspection capacity is lower still. AFL-CIO’s 2026 report gives recent federal OSHA willful counts of 544, 490, and 284 for FY 2023–FY 2025, respectively. (aflcio.org) OSHA’s own current summary reports FY 2025 inspections at 30,273, down from 34,625 in FY 2024, while DOL’s FY 2027 budget justification says OSHA planned only 20,855 inspections in FY 2026. (osha.gov) Scaling 284 by the FY 2026/FY 2025 inspection ratio gives roughly 196 annual willfuls, or about 33 over two months, before further willful-specific suppression.

I still think suppression is real. The Senate-cited OSHA statistics show that April–September 2025 inspections were down 20% year over year, while willful violations were down 42%, implying lower willful intensity per inspection, not just fewer inspections. (warren.senate.gov) OSHA CARES and related policy language also point toward more compliance assistance during enforcement visits, which plausibly reduces marginal willful classifications. (osha.gov)

But the critic is right that close-date mechanics can buffer the decline. OSHA’s public search infrastructure is updated from federal and state offices, open-case information can change, and citation/publication timing is not instantaneous. (osha.gov) The target window may include older cases whose citations were issued before the June–July 2026 close-date window. And official 2026 releases still show willful citations happening, e.g. the June 1, 2026 Piggly Wiggly case. (dol.gov)

Net: I move slightly upward from my prior 25.6 median, but not all the way into a robust low-30s forecast. My center is now about 28–29, with substantial mass below 15 and a fat right tail for multi-citation cases, backlog batches, or federal/state query-definition surprises. Conditioning on normal resolution rather than N/A:

Updated prediction:
Percentile 0.1: 0.6
Percentile 1: 2.0
Percentile 5: 5.6
Percentile 10: 9.3
Percentile 20: 14.6
Percentile 30: 19.5
Percentile 40: 24.1
Percentile 50: 28.6
Percentile 60: 34.2
Percentile 70: 42.0
Percentile 80: 54.0
Percentile 90: 73.5
Percentile 95: 96.0
Percentile 99: 144.0
Percentile 99.9: 198.0

Frontier Forecast — Post 516

Modal: 56-75 (25.0%) • frontier aggregate • 4m19s

Interpret Summary

• Reading: strict
• Type: strict
• Window: Snapshot of the federal OSHA enforcement database on August 11, 2026 (with fallback to Aug 12–13); counts citations classified as Willful with inspection close date between June 1 and July 31, 2026 inclusive.

Edge cases:

• The snapshot date (Aug 11) is after the window closes (Jul 31), so records published with a lag after July 31 but before Aug 11 are included; records entered after Aug 11 are excluded — the lag between inspection close and database…
• State-plan OSHA citations are explicitly excluded; only federal OSHA enforcement database records count, which may undercount total willful citations nationally.
• A citation under appeal or contest is still included if it appears in the database — reclassification via appeal after Aug 11 would not affect resolution.

Frontier Views (4/4)

• frontier_1 - Modal: 75-94 (40.0%)

  • Baseline reasoning: The prompt notes that in recent years federal OSHA willful totals have sometimes exceeded 600 annually, implying a long‑run monthly central tendency near ~50 willful citations; a two‑month window would then center around ~100.

• frontier_2 - Modal: 0-19 (34.0%)

  • The key driver is interpretation ambiguity over what ‘inspection close date’ means in the federal OSHA enforcement database, combined with publication lag relative to the Aug 11, 2026 snapshot (only ~11 days after the July 31 window close).

• frontier_3 - Modal: 56-75 (32.0%)

  • Historically, federal OSHA issues between roughly 360 and 650 ‘Willful’ citations/violations per year. A 2-month window evenly distributed would expect approximately 1/6 of that annual total, falling in the range of 60 to 110 citations.

• frontier_4 - Modal: 56-75 (25.0%)

  • Background indicates annual willful totals typically 500-800 with large YoY swings; a 2-month window is expected to capture roughly 80-140 citations before lags, placing mass primarily in bins 2-5 centered on 56-94. Reduced 2026 enforcement capacity shifts weight slightly lower within that band while retaining modest tails.

Adjudication

• Material notes

  • frontier_2: flag_only/warning - Overconcentrated on the lowest bin (0-19) given background annual counts and the question’s fixed-snapshot rule; strong scenario weighting toward an aggressive lag interpretation is not backed by direct resolver-source checks (the enforcement snapshot mechanics were not verified).

• Guidance

  • frontier_2 places a large (34%) mass on the 0-19 bin driven by an aggressive publication-lag scenario. Given the background annual counts and the lack of direct resolver-database checks, that concentration is the most outlying and potentially overconfident element across lanes.

• Revision

  • Frontier revision skipped: no_selected_adjudicator_reviews.

Final Distribution (discrete bins)

Sources Checked

• frontier_1: Question background/resolution criteria
• frontier_1: OSHA Inspection Detail Definitions (Close Case date) — https://www.osha.gov/data/inspection-detail-definitions
• frontier_1: Enforcement Data — Data Dictionary — https://enforcedata.dol.gov/views/data_dictionary.php
• frontier_1: OSHA Inspection Explorer Data Definitions — https://enforcedata.dol.gov/views/lab/oshaInspection/datadict_text.php
• frontier_1: FastDOL Monthly — Issue 1, May 2026
• frontier_2: osha.gov/ords/imis/establishment.html; apify OSHA inspection search note

wooley_rhino • run 8339bb99 • $2.98 • 4m19s

Extracted Percentile Values: {0.1: 2, 1.0: 8, 5.0: 18, 10.0: 24, 15.0: 29, 20.0: 33, 25.0: 37, 30.0: 40, 35.0: 43, 40.0: 46, 45.0: 49, 46.0: 49.8, 47.0: 50.6, 48.0: 51.4, 49.0: 52.2, 50.0: 53, 51.0: 53.9, 52.0: 54.9, 53.0: 56, 54.0: 57.2, 55.0: 58.5, 60.0: 63, 65.0: 68, 70.0: 73, 75.0: 79, 80.0: 86, 85.0: 96, 90.0: 109, 95.0: 124, 99.0: 146, 99.9: 161}

Model’s Answer: Step one is to anchor on the most decision-relevant base rate: federal OSHA willful citations are not rare nationally, but they are a small, volatile subset of all citations. The background says recent annual federal totals have been above 600 in some years and more than 40 percent lower in other recent years. The most useful current signal in the supplied research is that federal OSHA inspection activity fell materially in 2025, with staffing and budget pressure still present in 2026. That points away from peak-regime counts and toward a lower recent regime.

Step two is translating annual pace into this exact two-month window. If 2026 annual federal willful citations end up roughly in the low- to mid-300s, a neutral two-month share would be about one-sixth of the year. June and July are probably a bit above neutral because construction and outdoor hazards are more active in summer, and willful citations are often concentrated in those sectors. That gives a rough pre-lag center around the high 40s to low 60s.

Step three is the database-snapshot issue. The question resolves on what is visible by August 11, not the ultimate final count. I do not think that should slash the total dramatically, because inspection close date is already fairly near the point at which the case is ready to appear, but it probably does shave some late-July volume and adds uncertainty. So I center somewhat below the raw summer-flow estimate and keep a wide right tail for multi-item willful cases.

The most important sources here are the question background itself, the OSHA/IMIS database being the authoritative mechanism, the report of reduced federal OSHA enforcement capacity in 2025-2026, and the standard-specific willful counts indicating that willful activity still remains meaningfully present. I give little weight to generic penalty blogs and social posts except as weak context.

The main assumptions that could most change this forecast are these. First, I am assuming 2026 federal willful-citation pace is below peak recent years but not collapsing, roughly comparable to a subdued recent-year baseline; I think there is about a 30 percent chance this is materially wrong. If wrong on the high side, the count could move into the 80s or higher; if wrong on the low side, it could fall into the 20s or 30s. Second, I am assuming June-July seasonality is only modestly above average rather than extreme; I put about a 20 percent chance on that being wrong. Third, I am assuming the August 11 snapshot captures most, but not all, eligible June-July willful records; I put about a 25 percent chance on that being wrong enough to matter. A larger-than-expected publication lag is the biggest path to a low surprise.

A low outcome would likely come from a combination of reduced inspection capacity, fewer complex fatality or trenching/fall-protection cases reaching willful classification, and a slower-than-usual posting lag for late-July closes. I think outcomes below 30 are plausible but clearly not the base case. A high outcome would likely come from summer construction emphasis, a few inspections generating many separate willful citation records, and a relatively complete database snapshot by August 11. I think outcomes above 100 are possible but distinctly secondary, and outcomes above 150.5 are very unlikely, though not impossible.

My final distribution is centered in the low 50s, with a fairly broad 90 percent interval because I do not have authoritative historical counts for this exact close-date window and snapshot timing.

Percentile .1: 2 Percentile 1: 8 Percentile 5: 18 Percentile 10: 24 Percentile 15: 29 Percentile 20: 33 Percentile 25: 37 Percentile 30: 40 Percentile 35: 43 Percentile 40: 46 Percentile 45: 49 Percentile 46: 49.8 Percentile 47: 50.6 Percentile 48: 51.4 Percentile 49: 52.2 Percentile 50: 53 Percentile 51: 53.9 Percentile 52: 54.9 Percentile 53: 56 Percentile 54: 57.2 Percentile 55: 58.5 Percentile 60: 63 Percentile 65: 68 Percentile 70: 73 Percentile 75: 79 Percentile 80: 86 Percentile 85: 96 Percentile 90: 109 Percentile 95: 124 Percentile 99: 146 Percentile 99.9: 161

Enforcement capacity and historical volatility set a broad, slow-moving ceiling on Willful citation counts.

Publication cadence and the federal database’s inclusion of state‑plan records fix the observable universe of citations.

The immediate signal is 32 active Willful rows with close dates June 1–18, anchoring upward revision pressure.

A single inspection supplies 14 of those rows, creating clustering that inflates early counts and overstates run‑rate extrapolations.

If early-share ratios from recent years persist, June–July totals scale toward the low hundreds; if clustering and deletions dominate, totals remain lower.

Administrative closures and backlog-driven case movements can add or remove many records before the August 11 snapshot.

Sensitivity to whether deleted or superseded rows are excluded and to a federal‑office-only filter materially shifts the count.

The structural mix of clustering, backlog, and reduced inspection capacity yields a central estimate near the mid‑90s with a wide uncertainty band.

median = 49.0432

• Recent trend points down: There’s evidence of a large (42%) drop in Willful citations during April–September 2025, and nothing in the inputs suggests a sustained rebound going into summer 2026.
• Lower enforcement capacity: Reported inspector/staffing levels in early 2026 are at historic lows, which should reduce the number of complex, high-severity cases that generate Willful citations.
• Summer helps, but not as much as for other citation types: June–July typically see more inspections (construction/heat), yet the inputs suggest heat-related activity is more likely to produce Serious/General Duty than Willful.
• Few cases drive the count: Willful citations are relatively rare and can jump when one or two multi-item inspections result in multiple Willful records—creating a right-skewed (long upper-tail) distribution.
• Database timing is likely mostly covered: The input suggests the public database has only a small lag for inspection close dates, so the August 11 snapshot should capture most of the June 1–July 31 window.