AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Deanna K. Hall

Examiner Deanna K. Hall appears to be very easy relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 71.2%, they average 1.92 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Easy
Difficulty vs Group Very Easy
Difficulty vs TC Very Easy
Difficulty vs USPTO Very Easy
Average OA / Grant 1.92
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Examiner Details

Observed Examiner Years
19 years (2008-2026)
Phone
(571) 272-2819
Predicted Supervisor
Kevin Sirmons
Supervisor Phone
(571) 272-4965
Tech Center
3700 - Mechanical Engineering, Manufacturing and Products
Group
3760 - Refrigeration, Vaporization, Ventilation, and Combustion

Metrics

Applications Evaluated
1,178
Granted Applications
839
Non-Granted Applications
339
Avg OA / Grant
1.92
Last OA Observed
March 2026 (2 months ago)
Art Units Seen
3763 , 3767 , 3783
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 71.2% 1.92
Art Unit 78 47.5% 1.98
Group 377 50.6% 2.11
Tech Center 2,632 49.9% 2.01
USPTO 16,116 54.8% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 2008 2009 2010 2011 2012 2013 2014 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 2008; examiner may not yet have been active in the available dataset.
2008 38 14 36.8%
2009 66 34 51.5%
2010 74 49 66.2%
2011 52 37 71.2%
2012 63 38 60.3%
2013 84 66 78.6%
2014 60 55 91.7%
2015 59 52 88.1%
2016 80 63 78.8%
2017 43 35 81.4%
2018 66 54 81.8%
2019 36 28 77.8%
2020 86 73 84.9%
2021 82 68 82.9%
2022 62 51 82.3%
2023 60 47 78.3%
2024 49 38 77.6%
2025 91 37 40.7%
2026 27 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 1,167 1.2% 25.9% 63.5% 1.3%
2 571 0.4% 18.9% 74.4% 0.9%
3 244 0.0% 9.8% 84.4% 0.4%
4 113 0.0% 8.0% 89.4% 0.0%
5 47 0.0% 2.1% 93.6% 2.1%
6 21 0.0% 4.8% 90.5% 0.0%
7 13 0.0% 0.0% 92.3% 0.0%
8 5 0.0% 20.0% 80.0% 0.0%
9 4 0.0% 25.0% 75.0% 0.0%
10 2 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2008
0.9%
2009
0.0%
2010
0.0%
2011
0.0%
2012
0.7%
2013
0.0%
2014
0.9%
2015
2.0%
2016
1.6%
2017
0.0%
2018
3.1%
2019
0.0%
2020
0.9%
2021
1.1%
2022
1.1%
2023
1.3%
2024
0.9%
2025
0.0%
2026

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