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Examiner Daniel E Miller

TECH CENTER 2100 · 5 ART UNITS · 57 DECIDED APPLICATIONS · LAST ACTION JUN 2026
ALLOWANCE RATE = SHARE OF DECIDED APPLICATIONS (ALLOWED + ABANDONED); PENDING EXCLUDED
OVERALL ALLOWANCE RATE · POOLED ACROSS 5 ART UNITS
42%vs 64% weighted peer average22 pts

Examiner Daniel E Miller has allowed 24 of 57 decided applications in Computer Architecture, Software, and Information Security.

allowed24abandoned33pending5· pending excluded from the rate
The weighted peer average (64%) is each art unit's average below, weighted by this examiner's applications in it (5 art units).
DATA UPDATED JULY 14, 2026
AU 2148 · 47%AU 2146 · 22%AU 2187 · 44%AU 2194AU 2129 · 33%
// READING THIS EXAMINER

What the data says.

Daniel E Miller maintains a public record across dozens of decided applications in Technology Center 2100 (Computer Architecture, Software, and Information Security). His pooled allowance rate stands at 42%, meaning that of his decided applications—those allowed or abandoned—42% resulted in allowance. This record spans five art units within TC 2100: 2129, 2146, 2148, 2187, and 2194. The figures presented reflect the examiner's aggregate history and serve as a factual reference point for his examination record in this technology center.

// HOW TO READ THESE NUMBERS

How to read these numbers.

A pooled record aggregates data across multiple art units into a single allowance-rate figure. This aggregate describes past dispositions only and is not a prediction of any specific application's outcome. Allowance rates vary by art unit, examiner, and application-specific facts. The pooled percentage illustrates the examiner's overall profile but does not determine how any individual case will be examined or decided.

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 →

// BY ART UNIT

The record, art unit by art unit.

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 2148
36 APPS · 47% ALLOWANCE · LIMITED DATA

Primarily examines neural-network / biological-model computing, and machine learning.

47% allowance (of decided)▏ art-unit average 65%
DISPOSITION17 / 19 / 0allowed / abandoned / pending
FIRST ACTION25 moart unit avg 29.6 mo
TOTAL PENDENCY38.8 moart unit avg 42.4 mo
// REJECTION PROFILE
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; §102 and §112 carry no art-unit benchmark.

§101 — Subject-matter eligibility80%art unit 70%+10 pts
§102 — Anticipation (novelty)100%no art-unit benchmark
§103 — Obviousness91%art unit 89%+2 pts
§112 — Written description & definiteness86%no art-unit benchmark

Based on 36 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

ART UNIT 2146
9 APPS · 22% ALLOWANCE · LIMITED DATA

Primarily examines artificial-intelligence and machine-learning methods.

22% allowance (of decided)▏ art-unit average 50%
DISPOSITION2 / 7 / 0allowed / abandoned / pending
FIRST ACTION30.2 moart unit avg 32 mo
TOTAL PENDENCY52.4 moart unit avg 45 mo
// REJECTION PROFILE
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; §102 and §112 carry no art-unit benchmark.

§101 — Subject-matter eligibility89%art unit 71%+18 pts
§102 — Anticipation (novelty)100%no art-unit benchmark
§103 — Obviousness89%art unit 91%2 pts
§112 — Written description & definiteness89%no art-unit benchmark

Based on 9 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

ART UNIT 2187
9 APPS · 44% ALLOWANCE · LIMITED DATA

Primarily examines computer-aided design (CAD).

44% allowance (of decided)▏ art-unit average 72%
DISPOSITION4 / 5 / 0allowed / abandoned / pending
FIRST ACTION27.9 moart unit avg 23.3 mo
TOTAL PENDENCY50.5 moart unit avg 36.4 mo
// REJECTION PROFILE
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; §102 and §112 carry no art-unit benchmark.

§101 — Subject-matter eligibility75%art unit 40%+35 pts
§102 — Anticipation (novelty)100%no art-unit benchmark
§103 — Obviousness100%art unit 77%+23 pts
§112 — Written description & definiteness88%no art-unit benchmark

Based on 9 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

ART UNIT 2194
5 APPS · LIMITED DATA

Primarily examines program control and execution.

allowance (of decided)▏ art-unit average 69%
DISPOSITION0 / 0 / 5allowed / abandoned / pending
FIRST ACTION32.5 moart unit avg 28 mo
TOTAL PENDENCYart unit avg 43.9 mo
// REJECTION PROFILE
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; §102 and §112 carry no art-unit benchmark.

§101 — Subject-matter eligibility33%art unit 49%16 pts
§102 — Anticipation (novelty)100%no art-unit benchmark
§103 — Obviousness100%art unit 79%+21 pts
§112 — Written description & definiteness33%no art-unit benchmark

Based on 5 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

ART UNIT 2129
3 APPS · 33% ALLOWANCE · LIMITED DATA

Primarily examines neural-network / biological-model computing, and machine learning.

33% allowance (of decided)▏ art-unit average 65%
DISPOSITION1 / 2 / 0allowed / abandoned / pending
FIRST ACTION30.1 moart unit avg 28.5 mo
TOTAL PENDENCY36.7 moart unit avg 42.3 mo
// REJECTION PROFILE
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; §102 and §112 carry no art-unit benchmark.

§101 — Subject-matter eligibility100%art unit 62%+38 pts
§102 — Anticipation (novelty)100%no art-unit benchmark
§103 — Obviousness100%art unit 76%+24 pts
§112 — Written description & definiteness100%no art-unit benchmark

Based on 3 applications — too small a sample to characterize the rejection mix reliably; shown for completeness.

// FAQ

Questions about Examiner Daniel E Miller

  • What is Daniel E Miller's overall allowance rate?
    Across dozens of decided applications, his pooled allowance rate is 42%.
  • How many art units does this examiner cover?
    The record spans 5 art units in TC 2100: 2129, 2146, 2148, 2187, and 2194.
  • Does this pooled rate apply to my application?
    No. The pooled rate is a historical aggregate and is not a prediction of any specific application. Outcomes depend on the claims, prior art, applicant arguments, and other case-specific factors.
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METHODOLOGY & DISCLOSURES

Methodology. This page pools every art unit in which Examiner Daniel E Miller has a public record within Technology Center 2100. Statistics are computed from publicly available USPTO records, refreshed on a recurring schedule. This page's data was last updated July 14, 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: 62 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.

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. Full disclaimers →

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