AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Kristie D Shingles

Examiner Kristie D Shingles appears to be very easy relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 78.3%, they average 1.95 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 1.95
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Examiner Details

Observed Examiner Years
19 years (2008-2026)
Phone
(571) 272-3888
Predicted Supervisor
N/A
Supervisor Phone
N/A
Tech Center
2400 - Computer Networks, Multiplex, Cable and Cryptography/Security
Group
2440 - Computer Networks

Metrics

Applications Evaluated
819
Granted Applications
641
Non-Granted Applications
178
Avg OA / Grant
1.95
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2141 , 2441 , 2444 , 2448 , 2453
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 78.3% 1.95
Art Unit 20 60.6% 2.79
Group 207 56.7% 2.42
Tech Center 1,727 60.4% 2.14
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 21 15 71.4%
2009 21 13 61.9%
2010 71 53 74.6%
2011 47 39 83.0%
2012 48 41 85.4%
2013 37 33 89.2%
2014 42 36 85.7%
2015 43 33 76.7%
2016 44 32 72.7%
2017 49 37 75.5%
2018 49 45 91.8%
2019 47 40 85.1%
2020 51 44 86.3%
2021 39 33 84.6%
2022 43 40 93.0%
2023 49 43 87.8%
2024 45 40 88.9%
2025 50 24 48.0%
2026 23 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 818 2.2% 54.9% 36.1% 0.4%
2 398 1.0% 38.2% 56.8% 0.3%
3 187 0.0% 22.5% 75.4% 0.0%
4 94 1.1% 23.4% 73.4% 0.0%
5 50 0.0% 20.0% 78.0% 0.0%
6 26 0.0% 19.2% 76.9% 0.0%
7 9 0.0% 22.2% 77.8% 0.0%
8 5 0.0% 20.0% 60.0% 0.0%
9 3 0.0% 0.0% 100.0% 0.0%
10 1 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
1.3%
2008
0.0%
2009
1.6%
2010
2.5%
2011
3.4%
2012
3.9%
2013
1.3%
2014
4.5%
2015
1.2%
2016
1.0%
2017
1.1%
2018
0.0%
2019
2.0%
2020
0.0%
2021
1.4%
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.