Examiner Daniel Miller

Grant ratio: 22.2% (22nd percentile in Art Unit 3786 among examiners with at least 20 applications). Average office actions per grant: 2.18. Most common rejection type: §103.

Recently active Last office action in data: August 2026
Grant ratio 22.2%
Average office actions / grant 2.18
Compared with Art unit About average
Compared with Work group Very hard
Compared with Technology center Very hard
Compared with USPTO Very hard

Examiner record

Examiner ID
95043
Primary art unit
3786
Work group
3780
Technology center
3700
Applications
279
Granted applications
62
Examiner phone
(571) 270-5445
Supervisor
Alireza Nia
Supervisor phone
(571) 270-3076

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 23 28.2% 2.33
Group 297 41.7% 1.90
Tech Center 2,671 48.4% 2.01
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 2.09 583 office actions across 279 applications
Applications with office actions 98.6% 275 applications
Office actionsApplicationsShare of applications
No OA observed 4 1.4%
1 OA 121 43.4%
2 OAs 77 27.6%
3 OAs 41 14.7%
4 OAs 15 5.4%
5+ OAs 21 7.5%

Each application is counted once. “5+” includes all higher counts.

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2019: 0.0% 2019 2020: 21.1% 2020 2021: 42.9% 2021 2022: 35.5% 2022 2023: 11.1% 2023 2024: 39.6% 2024 2025: 20.0% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
2019100.0%
202019421.1%
2021351542.9%
2022311135.5%
202327311.1%
2024481939.6%
2025501020.0%
20266800.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 275 0.4% 4.7% 89.1% 5.8%
Action 2 154 0.0% 3.9% 91.6% 3.2%
Action 3 77 0.0% 3.9% 94.8% 1.3%
Action 4 36 0.0% 0.0% 97.2% 2.8%
Action 5 21 0.0% 0.0% 95.2% 4.8%
Action 6 14 0.0% 0.0% 92.9% 7.1%
Action 7 4 0.0% 0.0% 100.0% 0.0%
Action 8 2 0.0% 0.0% 0.0% 100.0%

Section 101 rejections

Last 3 years 0.0% 0 of 329 office actions
All years 0.2% 1 of 583 office actions
Change -0.2 pts Percentage points

Last 3 years: 2023-08-28–2026-08-28. All years includes every dated office action in the data.

By year

2019: PEG
0.0%
0.0%
1.3%
0.0%
0.0%
2024: AI examples
0.0%
2025: August memo
0.0%
0.0%

Each bar is the percentage of office actions with a §101 rejection.

PTAB appeals

Matched decisions: 4. Merits outcomes: 2 affirmed, 0 affirmed in part, and 2 reversed.

Full reversal rate
50.0% 2/4 decisions
Full or partial reversal rate
50.0% 2/4 decisions
Median appeal duration
9.4 months
New grounds of rejection
0
Recent decisions
DecisionApplicationOutcomeIssues
Jul. 31, 2026 17/950,259 Reversed §103
Jul. 18, 2025 17/441,396 Affirmed §120
Jan. 30, 2025 16/753,281 Affirmed §102 · §103 · §112
Jul. 28, 2023 16/103,461 Reversed N/A

The examiner match uses the last recorded office action before the decision. Reversal rates exclude rehearings, remands, dismissals, and other decisions that did not reach the merits. Data through Aug. 27, 2026.

Job History

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