AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Crystal J Miller

Examiner Crystal J Miller appears to be very easy relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 77.3%, they average 1.94 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Easy
Difficulty vs Group About Average
Difficulty vs TC Very Easy
Difficulty vs USPTO Very Easy
Average OA / Grant 1.94
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Examiner Details

Observed Examiner Years
12 years (2015-2026)
Phone
(571) 272-6242
Predicted Supervisor
Doug Hutton
Supervisor Phone
(571) 272-4137
Tech Center
3600 - Transportation, Electronic Commerce, Construction, Agriculture, Licensing and Review
Group
3670 - Wells, Earth Boring/Moving, Mining, Harvesters, Bridges, Roads, Petroleum

Metrics

Applications Evaluated
528
Granted Applications
408
Non-Granted Applications
120
Avg OA / Grant
1.94
Last OA Observed
March 2026 (2 months ago)
Art Units Seen
3674
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 77.3% 1.94
Art Unit 17 65.0% 2.05
Group 235 60.7% 1.84
Tech Center 2,337 48.0% 2.11
USPTO 16,116 54.8% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 2015 2016 2017 2018 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 2015; examiner may not yet have been active in the available dataset.
2015 12 11 91.7%
2016 51 37 72.5%
2017 49 38 77.6%
2018 58 47 81.0%
2019 55 41 74.5%
2020 55 46 83.6%
2021 53 43 81.1%
2022 43 41 95.3%
2023 44 39 88.6%
2024 46 42 91.3%
2025 49 23 46.9%
2026 13 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 528 0.0% 1.5% 73.9% 14.8%
2 267 0.0% 1.5% 80.5% 10.9%
3 125 2.4% 1.6% 80.0% 11.2%
4 66 1.5% 1.5% 87.9% 7.6%
5 31 0.0% 3.2% 80.6% 16.1%
6 16 0.0% 0.0% 93.8% 6.3%
7 6 0.0% 0.0% 66.7% 33.3%
8 4 0.0% 0.0% 100.0% 0.0%
9 1 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2014
0.0%
2015
3.4%
2016
0.0%
2017
0.0%
2018
0.0%
2019
0.0%
2020
0.0%
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.