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Examiner Layla D Berry

TECH CENTER 1600 · 4 ART UNITS · 1,722 DECIDED APPLICATIONS · LAST ACTION JUL 2026
ALLOWANCE RATE = SHARE OF DECIDED APPLICATIONS (ALLOWED + ABANDONED); PENDING EXCLUDED
OVERALL ALLOWANCE RATE · POOLED ACROSS 4 ART UNITS
67%vs 59% weighted peer average+8 pts

Examiner Layla D Berry has allowed 1,148 of 1,722 decided applications in Biotechnology and Organic fields.

1,148 allowed
574 abandoned
Plus 64 applications still pending — not yet decided, so excluded from the rate.
The weighted peer average (59%) is each art unit's average below, weighted by this examiner's applications in it (4 art units).
DATA UPDATED AUGUST 27, 2026
AU 1623 · 58%AU 1673 · 71%AU 1693 · 86%AU 1609 · 100%
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Outcomes over timemonths since first office action

grantedpendingabandoned
granted 63%abandoned 29%0%50%100%048mo36momonths since first office action
↳ move your cursor across the chart to read any month

Within 36 months of the first office action, 63.02% of Examiner Layla D Berry's applications had been granted and 28.98% had been abandoned. This counts each application from its own first office action, so it covers a different population than the overall allowance rate above, which is measured across decided applications only.

Office actions per allowanceexaminer ● vs weighted peer average ○

Mailed office actions per allowed application
1.62
1.77

Counts mailed office actions on the merits — non-final and final — over this examiner's 1,148 allowed applications. A first-action allowance counts as zero, and a notice of allowance is not an office action.

The weighted peer average (1.62) blends the per-art-unit averages, weighted by this examiner's allowed applications in each: 1623 (1.35), 1673 (2.01), 1693 (1.70), 1609 (0.83). Each art-unit figure is the unweighted mean of the individual examiner values in that art unit — the peer-typical figure, not the art unit's own ratio.

What the data says.reading this examiner

Layla D Berry maintains a public record across 4 art units within Technology Center 1600 (Biotechnology and Organic fields). Across more than a thousand decided applications pooled from these art units, the overall allowance rate stands at 67%. The allowance rate—the share of decided applications (allowed and abandoned, excluding pending matters) that were allowed—ranges from 58% to 86% across these art units. This spread reflects variation in allowance outcomes among the different art units in which the examiner maintains a record, though the pooled figure represents the aggregate of all decided applications.

Reading a pooled record.

This profile aggregates the examiner's record across multiple art units into a single pooled allowance rate. The 67% figure describes historical outcomes across decided applications and is not a prediction about any specific application's outcome. Pooled data masks variation among individual art units; applicants reviewing detailed records by art unit may observe different rates. These statistics are correlational observations of past dispositions and carry no causal implications.

These are aggregate statistics from this examiner's past public record — not predictions about any specific application. The per-art-unit figures below show how the record varies across art units. Our approach to patent prosecution →

Appeals, stage by stagepre-appeal conference, then the Board

STAGE 1 · CONFERENCE21114REQUESTSn = 14counts only
11 of 14 proceed
+ 84 never asked
STAGE 2 · APPEAL39%25%27%98APPEALSn = 98rates shown
STAGE 1 · CONFERENCE OUTCOME · n = 14
  1. Proceeded to appeal11
  2. Allowed at conference2
  3. Prosecution reopened1
STAGE 2 · APPEAL OUTCOME · n = 98
  1. Allowed3839%
  2. Abandoned2627%
  3. Affirmed2525%
  4. Reversed55%
  5. Affirmed in part33%
  6. Other11%

Appeal outcomes are counted from USPTO transaction records. Where an examiner has few appeals on record, these figures describe what happened in those cases and should not be read as a rate.

Rates are not shown below 20 cases, because a single case would move the figure by more than five percentage points.

Categories report what happened to the appeal, not the application's final fate — most appeals resolve without a Board decision, and an application whose rejection the Board affirmed can still be granted afterward.

HOW TO READ THESE NUMBERS

Past outcomes, not predictions — identity, attribution, and coverage limits on every figure on this page. Expand for the full list.

These figures describe outcomes already on the public record. They do not predict the outcome of any application and are not legal advice.

Reassigned applications. The USPTO publishes only the examiner currently assigned to an application. Where an application has changed examiners, its entire history — including office actions issued by a predecessor — is attributed here to the current examiner.

Examiner identity. The USPTO publishes no stable examiner identifier. Identity on this site is derived from the examiner's published name together with the art unit. An examiner's record is pooled across the art units they worked in within a technology center. An examiner who has worked in more than one technology center appears here more than once, with their record split between those pages. Two examiners who share a name within a single art unit may be combined into one record.

Comparing across technology centers. Rejection-ground rates (§101, §102, §103, §112) track the subject matter a technology center examines, not examiner severity. Technology Center 1600's rates are comparable with other art units inside TC 1600 and are not comparable with rates from a different technology center.

Comparing examiners. An examiner's rates are shown here against the average for their art unit, which is the closest available comparison because art units group related subject matter. Comparisons get less reliable the further you move from that — between art units, and especially between technology centers, differences in subject matter, applicant population, and prior art make raw rate comparisons misleading. Where an examiner has few applications on record, small changes in the underlying data move the percentages a great deal.

Applications not counted. An application whose currently assigned examiner has moved to a USPTO business unit outside the examining technology centers is absent from this record, together with every office action on it — even where those actions issued while the application sat in an art unit shown here.

Coverage is incomplete. This site does not include every patent application. Applications that may not appear here include those examined in technology centers not listed on this site; those that moved elsewhere within the Office, such as to the Patent Trial and Appeal Board on appeal, to central reexamination, to the Office of Petitions, or to design or plant examination; those never published, including applications filed with a nonpublication request and those abandoned before publication; provisional applications, which are not examined on the merits; anything filed or acted on after the refresh date above; and individual applications or office actions that the USPTO's public services did not return when we retrieved them. That list is illustrative, not exhaustive.

Counts may be low. The individual outcomes described here are matters of public record. The counts and rates computed from them are ours, and they are incomplete. Because of those gaps a count here may be lower than the true figure. We cannot state the size of the difference, and it is not uniform — one examiner's page may be close to complete while another's is materially short. Rates are computed from these same counts, so the uncertainty sits in both the numerator and the denominator. Do not treat a figure here as a count of record; verify against Patent Center, PatentsView, or the Patent Examination Data System before relying on it.

An absent figure. Where a figure is absent, we did not retrieve the underlying records. It does not mean the value is zero, and it does not mean the USPTO holds no such records.

Rejection-ground retrieval. Office-action rejection records are retrieved from the USPTO's office-action dataset in date-bounded batches sized so that each is returned whole in a single response. Retrieved this way, repeated pulls return the same set of records — the retrieval is reproducible. That is a property of our retrieval, not a guarantee that the USPTO dataset itself is complete; the coverage caveats above apply to these figures as to every other.

Compiled from USPTO records as published on August 27, 2026. Prosecution continues after that date and is not reflected here.

The record, art unit by art unit.4 art units

Each section benchmarks this examiner against that art unit's average. Figures are this examiner's own public record within the art unit; the overall rate above pools them.

◈ PRIMARY · ART UNIT 1623
926 APPS · 58% ALLOWANCE

Allowance ratewhere this examiner sits among peers

58%
higher than about 44% of the 61 examiners with published rates in art unit 1623
AU avg 58%
0%
100%
Each short mark is one of the 61 examiners with published rates in art unit 1623; the dot is this examiner. The tick is the art-unit average, computed across all 64 examiners in the unit — a broader group than the 61 published marks, so it can sit apart from them.

Disposition926 decided applications

534 allowed
392 abandoned
No applications pending.

Pendencymonths from filing

filed
first action 18.1mo
disposed 33.1mo
0
36mo
Art-unit average: first action 18.2 mo, disposed 31 mo.

Rejection groundsexaminer ● vs art-unit average ○

REJECTION RATE = SHARE OF THIS EXAMINER'S APPLICATIONS THAT DREW ≥1 OFFICE-ACTION REJECTION IN WHICH THE GROUND APPEARS

Grounds can co-occur, so the four don't sum to 100%. The art-unit figure is the unweighted mean across examiners in the art unit; where an art unit has no computed average for a ground, that row says so rather than showing a comparison.

§101 — Subject-matter eligibility
15%
15%
§102 — Anticipation (novelty)
73%
74%
§103 — Obviousness
77%
69%
§112 — Written description & definiteness
69%
66%

Interview benefit

Allowance rate for applications with an examiner interview versus without one.

without
57%
+3 pts
with
60%

A correlation, not proof that interviews cause allowances. Based on 279 decided applications with an interview and 647 without.

ART UNIT 1673
469 APPS · 71% ALLOWANCE

Allowance ratewhere this examiner sits among peers

71%
higher than 11 of the 17 examiners with published rates in art unit 1673
AU avg 57%
0%
100%
Each short mark is one of the 17 examiners with published rates in art unit 1673; the dot is this examiner. The tick is the art-unit average.

Disposition469 decided applications

332 allowed
137 abandoned
No applications pending.

Pendencymonths from filing

filed
first action 16.8mo
disposed 33.4mo
0
36mo
Art-unit average: first action 17.8 mo, disposed 36.3 mo.

Rejection groundsexaminer ● vs art-unit average ○

REJECTION RATE = SHARE OF THIS EXAMINER'S APPLICATIONS THAT DREW ≥1 OFFICE-ACTION REJECTION IN WHICH THE GROUND APPEARS

Grounds can co-occur, so the four don't sum to 100%. The art-unit figure is the unweighted mean across examiners in the art unit; where an art unit has no computed average for a ground, that row says so rather than showing a comparison.

§101 — Subject-matter eligibility
19%
17%
§102 — Anticipation (novelty)
65%
66%
§103 — Obviousness
81%
73%
§112 — Written description & definiteness
76%
75%

Interview benefit

Allowance rate for applications with an examiner interview versus without one.

without
68%
+16 pts
with
84%

A correlation, not proof that interviews cause allowances. Based on 76 decided applications with an interview and 393 without.

ART UNIT 1693
388 APPS · 86% ALLOWANCE

Allowance ratewhere this examiner sits among peers

86%
higher than 15 of the 18 examiners with published rates in art unit 1693
AU avg 63%
0%
100%
Each short mark is one of the 18 examiners with published rates in art unit 1693; the dot is this examiner. The tick is the art-unit average, computed across all 19 examiners in the unit — a broader group than the 18 published marks, so it can sit apart from them.

Disposition324 decided applications

279 allowed
Plus 64 applications still pending — not yet decided, so excluded from the rate.

Pendencymonths from filing

filed
first action 23.5mo
disposed 38.2mo
0
48mo
Art-unit average: first action 25.5 mo, disposed 38.5 mo.

Rejection groundsexaminer ● vs art-unit average ○

REJECTION RATE = SHARE OF THIS EXAMINER'S APPLICATIONS THAT DREW ≥1 OFFICE-ACTION REJECTION IN WHICH THE GROUND APPEARS

Grounds can co-occur, so the four don't sum to 100%. The art-unit figure is the unweighted mean across examiners in the art unit; where an art unit has no computed average for a ground, that row says so rather than showing a comparison.

§101 — Subject-matter eligibility
15%
16%
§102 — Anticipation (novelty)
83%
78%
§103 — Obviousness
79%
73%
§112 — Written description & definiteness
71%
75%

Interview benefit

Allowance rate for applications with an examiner interview versus without one.

without
81%
+15 pts
with
96%

A correlation, not proof that interviews cause allowances. Based on 118 decided applications with an interview and 206 without.

ART UNIT 1609
3 APPS · 100% ALLOWANCE · LIMITED DATA

Allowance ratewhere this examiner sits among peers

100%
higher than about 68% of the 31 examiners with published rates in art unit 1609
AU avg 37%
0%
100%
Each short mark is one of the 31 examiners with published rates in art unit 1609; the dot is this examiner. The tick is the art-unit average.

Disposition3 decided applications

3 allowed
No applications pending.

Pendencymonths from filing

filed
first action 19mo
disposed 27.3mo
0
36mo
Art-unit average: first action 21.1 mo, disposed 35.9 mo.

Rejection grounds

No rejection records for this examiner were retrieved from the USPTO office-action dataset. This is an absence of retrieved data, not a rate of zero.

// FAQ

Questions about Examiner Layla D Berry

  • What is Layla D Berry's overall allowance rate?
    The pooled allowance rate is 67% across more than a thousand decided applications in TC 1600.
  • How many art units does this examiner work in?
    The examiner maintains a record across 4 art units: 1609, 1623, 1673, and 1693.
  • Does the allowance rate vary by art unit?
    Yes. The allowance rate ranges from 58% to 86% across these art units, reflecting variation in outcomes among the different art units.
  • What does this pooled allowance rate mean for my application?
    The pooled rate describes past outcomes in decided applications and is not a prediction of any specific application's outcome. Actual results depend on the application's specific merits, claims, and the art unit in which it is examined.
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METHODOLOGY & DISCLOSURES

Methodology. This page pools every art unit in which Examiner Layla D Berry has a public record within Technology Center 1600. Statistics are computed from publicly available USPTO records, refreshed on a recurring schedule. This page's data was last updated August 27, 2026. The overall allowance rate is total allowed divided by total decided applications (allowed plus abandoned) across all art units — not an average of the per-art-unit rates; pending applications are excluded. Figures are rounded for display. Pooled sample: 1,786 applications.

Rejection rates. Each §-rate is the share of this examiner's applications that drew at least one office-action rejection in which that statutory ground appears; applications with no rejection on record are excluded, and because grounds can co-occur the four do not sum to 100%. The art-unit figure beside each is the unweighted mean of the per-examiner rates across the art unit, published for §101 and §103 only. Beside the overall allowance rate we show a benchmark: for a single-art-unit examiner it is exactly that art unit's average, labeled “art-unit average”; for an examiner spanning several art units it is the “weighted peer average” — the per-art-unit averages, weighted by this examiner's application count in each — labeled distinctly because it is a blended figure, not any single art unit's average. Both are built from the same per-art-unit averages the panels show.

Office actions per allowance. Mailed office actions on the merits — non-final and final — averaged over this examiner's allowed applications. A first-action allowance counts as zero and is included; a notice of allowance is not an office action. The comparison figure is built the same way as the allowance-rate benchmark — from each art unit's own average for this measure — weighted here by this examiner's allowed applications in each art unit, since that is this measure's own denominator. Each art unit's figure is the unweighted mean of its examiners' individual values, so it is the peer-typical figure rather than the art unit's own ratio.

Lynch LLP is not affiliated with, endorsed by, or sponsored by the United States Patent and Trademark Office. Examiner statistics are derived from publicly available USPTO data.

These statistics describe past examiner behavior and do not predict the outcome of any particular application. Past results do not guarantee future outcomes. Where this page compares an examiner's allowance rate to an art-unit average, that comparison is a factual description of the public record, not a characterization of any individual examiner's conduct or competence.

This page is for general informational purposes and is not legal advice. No attorney-client relationship is formed by viewing it. Consult a registered patent practitioner about your own matter. These figures are reproduced and recombined by Lynch LLP from the USPTO's Patent File Wrapper bulk archive and Open Data Portal APIs; they are not an official USPTO publication, and the USPTO has not reviewed, endorsed, or verified them. If a page here is wrong, tell us at lynchllp.com/contact and we will correct or remove it. Full disclaimers →

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