AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Lisa Ma

Examiner Lisa Ma appears to be about average relative to their peer examiners. Their lifetime grant ratio is 40.5%, they average 2.84 office actions per granted patent, and their rejection profile is dominated by §103 and meaningful §101 activity.

Difficulty vs AU About Average
Difficulty vs Group Very Easy
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 2.84
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Examiner Details

Observed Examiner Years
9 years (2018-2026)
Phone
(571) 272-2495
Predicted Supervisor
Shannon Campbell
Supervisor Phone
(571) 272-5587
Tech Center
3600 - Transportation, Electronic Commerce, Construction, Agriculture, Licensing and Review
Group
3620 - Business Methods: Incentive Programs, POS, Inventory, Accounting, Shipping

Metrics

Applications Evaluated
190
Granted Applications
77
Non-Granted Applications
113
Avg OA / Grant
2.84
Last OA Observed
July 2026 (1 months ago)
Art Units Seen
3628
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 40.5% 2.84
Art Unit 66 30.6% 2.32
Group 363 26.8% 2.85
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 5 0 0.0%
2019 26 9 34.6%
2020 32 15 46.9%
2021 16 11 68.8%
2022 28 18 64.3%
2023 17 10 58.8%
2024 27 11 40.7%
2025 21 3 14.3%
2026 18 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 186 8.1% 2.7% 85.5% 0.0%
2 123 17.9% 0.0% 77.2% 4.1%
3 78 33.3% 0.0% 65.4% 1.3%
4 53 41.5% 0.0% 58.5% 0.0%
5 18 44.4% 0.0% 38.9% 16.7%
6 13 53.8% 0.0% 23.1% 23.1%
7 3 66.7% 0.0% 33.3% 0.0%
8 2 50.0% 0.0% 50.0% 0.0%

§ 101 Yearly Trend

2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2018
3.8%
2019
10.1%
2020
27.3%
2021
14.3%
2022
27.7%
2023
39.3%
2024
40.4%
2025
43.5%
2026

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