AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Daniel Miller

Examiner Daniel Miller appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 23.0%, they average 2.18 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU About Average
Difficulty vs Group Very Hard
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 2.18
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Examiner Details

Observed Examiner Years
8 years (2019-2026)
Phone
(571) 270-5445
Predicted Supervisor
Alireza Nia
Supervisor Phone
(571) 270-3076
Tech Center
3700 - Mechanical Engineering, Manufacturing and Products
Group
3780 - Body Treatment, Kinesitherapy, and Exercising

Metrics

Applications Evaluated
269
Granted Applications
62
Non-Granted Applications
207
Avg OA / Grant
2.18
Last OA Observed
June 2026 (1 months ago)
Art Units Seen
3786
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 23.0% 2.18
Art Unit 23 28.6% 2.33
Group 295 42.1% 1.90
Tech Center 2,662 48.9% 2.01
USPTO 16,347 53.5% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 2019 2020 2021 2022 2023 2024 2025 2026
Shaded region marks the last two observed years, where grant outcomes may lag due to recency.
Year Applications Granted Grant Rate
No observed data before 2019; examiner may not yet have been active in the available dataset.
2019 1 0 0.0%
2020 19 4 21.1%
2021 35 15 42.9%
2022 31 11 35.5%
2023 27 3 11.1%
2024 48 19 39.6%
2025 53 10 18.9%
2026 55 0 0.0%

62 family-cache-validated grants; 0 OA-only grant signals.

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 265 0.4% 4.2% 89.1% 5.3%
2 149 0.0% 3.4% 91.9% 3.4%
3 73 0.0% 2.7% 95.9% 1.4%
4 36 0.0% 0.0% 97.2% 2.8%
5 21 0.0% 0.0% 95.2% 4.8%
6 14 0.0% 0.0% 92.9% 7.1%
7 4 0.0% 0.0% 100.0% 0.0%
8 2 0.0% 0.0% 0.0% 100.0%

§ 101 Yearly Trend

2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2019
0.0%
2020
1.3%
2021
0.0%
2022
0.0%
2023
0.0%
2024
0.0%
2025
0.0%
2026

Each bar shows the share of this examiner's observed office actions in that year that included a § 101 rejection.