AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Laura E Linhardt

Examiner Laura E Linhardt appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 52.6%, they average 2.42 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Hard
Difficulty vs Group Very Hard
Difficulty vs TC About Average
Difficulty vs USPTO Very Hard
Average OA / Grant 2.42
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Examiner Details

Observed Examiner Years
9 years (2018-2026)
Phone
(571) 272-8325
Predicted Supervisor
N/A
Supervisor Phone
N/A
Tech Center
3600 - Transportation, Electronic Commerce, Construction, Agriculture, Licensing and Review
Group
3660 - VCaR - Robot Control, Vehicle Navigation and Data Processing: Vehicles and Relative Location

Metrics

Applications Evaluated
274
Granted Applications
144
Non-Granted Applications
130
Avg OA / Grant
2.42
Last OA Observed
July 2026 (1 months ago)
Art Units Seen
3663
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 52.6% 2.42
Art Unit 51 57.7% 1.91
Group 455 54.8% 1.86
Tech Center 2,366 46.9% 2.11
USPTO 16,347 53.5% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 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 2018; examiner may not yet have been active in the available dataset.
2018 1 0 0.0%
2019 16 7 43.8%
2020 40 24 60.0%
2021 27 20 74.1%
2022 40 30 75.0%
2023 44 36 81.8%
2024 31 23 74.2%
2025 29 4 13.8%
2026 46 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 264 0.0% 0.8% 98.9% 0.4%
2 191 0.0% 1.0% 95.8% 1.0%
3 108 0.9% 1.9% 96.3% 0.9%
4 55 1.8% 1.8% 96.4% 0.0%
5 21 4.8% 0.0% 95.2% 0.0%
6 7 14.3% 0.0% 85.7% 0.0%
7 2 0.0% 0.0% 50.0% 0.0%

§ 101 Yearly Trend

2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2018
0.0%
2019
0.0%
2020
0.0%
2021
2.4%
2022
0.0%
2023
1.3%
2024
1.2%
2025
0.0%
2026

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