Examiner Paul Kim

Grant ratio: 59.1% (50th percentile in Art Unit 2169 among examiners with at least 20 applications). Average office actions per grant: 3.35. Most common rejection type: §103.

Recently active Last office action in data: August 2026
Grant ratio 59.1%
Average office actions / grant 3.35
Compared with Art unit About average
Compared with Work group Very hard
Compared with Technology center About average
Compared with USPTO About average

Examiner record

Examiner ID
81719
Primary art unit
2169
Work group
2160
Technology center
2100
Applications
601
Granted applications
355
Examiner phone
(571) 272-2737
Supervisor
Sanjiv Shah
Supervisor phone
(571) 272-4098

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 22 55.6% 2.66
Group 196 60.2% 2.52
Tech Center 1,781 52.8% 2.19
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 3.47 2,084 office actions across 601 applications
Applications with office actions 99.3% 597 applications
Office actionsApplicationsShare of applications
No OA observed 4 0.7%
1 OA 123 20.5%
2 OAs 124 20.6%
3 OAs 103 17.1%
4 OAs 96 16.0%
5+ OAs 151 25.1%

Each application is counted once. “5+” includes all higher counts.

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2008: 64.3% 2008 2009: 50.0% 2009 2010: 60.6% 2010 2011: 50.0% 2011 2012: 61.9% 2012 2013: 66.7% 2013 2014: 48.1% 2014 2015: 56.7% 2015 2016: 50.0% 2016 2017: 27.0% 2017 2018: 80.0% 2018 2019: 78.6% 2019 2020: 62.8% 2020 2021: 46.2% 2021 2022: 85.7% 2022 2023: 75.6% 2023 2024: 76.2% 2024 2025: 50.0% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
200814964.3%
2009361850.0%
2010332060.6%
2011281450.0%
2012211361.9%
2013422866.7%
2014271348.1%
2015301756.7%
2016241250.0%
2017371027.0%
2018504080.0%
2019141178.6%
2020432762.8%
2021261246.2%
2022353085.7%
2023453475.6%
2024423276.2%
2025301550.0%
20262400.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 597 5.9% 22.4% 69.2% 1.0%
Action 2 474 8.0% 33.8% 55.7% 1.9%
Action 3 350 10.3% 26.3% 60.9% 2.3%
Action 4 247 8.9% 14.6% 74.5% 2.0%
Action 5 151 11.3% 9.3% 76.2% 3.3%
Action 6 99 11.1% 5.1% 76.8% 6.1%
Action 7 65 12.3% 4.6% 76.9% 4.6%
Action 8 38 10.5% 2.6% 84.2% 2.6%
Action 9 26 11.5% 0.0% 88.5% 0.0%
Action 10 15 13.3% 0.0% 80.0% 6.7%

Section 101 rejections

Last 3 years 11.1% 24 of 217 office actions
All years 8.5% 178 of 2,084 office actions
Change +2.5 pts Percentage points

Last 3 years: 2023-08-28–2026-08-28. All years includes every dated office action in the data.

By year

1.8%
4.0%
4.2%
1.4%
0.6%
2.1%
2014: Alice
2.2%
2.5%
3.0%
17.3%
24.5%
2019: PEG
11.9%
12.8%
27.3%
18.5%
10.4%
2024: AI examples
6.1%
2025: August memo
23.2%
16.1%

Each bar is the percentage of office actions with a §101 rejection.

PTAB appeals

Matched decisions: 47. Merits outcomes: 23 affirmed, 6 affirmed in part, and 18 reversed.

Full reversal rate
38.3% 18/47 decisions
Full or partial reversal rate
51.1% 24/47 decisions
Median appeal duration
27.5 months
New grounds of rejection
4
Recent decisions
DecisionApplicationOutcomeIssues
Jul. 21, 2026 17/476,903 Affirmed §101 · §103
Feb. 4, 2025 16/284,325 Reversed §102 · §103
May. 30, 2024 16/832,146 Affirmed §101 · §102 · §103
Sep. 25, 2023 15/994,530 Reversed N/A
Dec. 12, 2022 15/386,969 Affirmed §101 · §102
Sep. 15, 2022 15/847,546 Affirmed §103
Sep. 15, 2022 15/296,249 Affirmed §101
Jul. 27, 2022 13/230,831 Reversed §101 · §102
Mar. 2, 2021 10/619,101 Affirmed §103 · §112
Mar. 2, 2021 15/204,943 Affirmed §101 · §103
Jul. 24, 2020 13/827,129 Affirmed §101 · §102 · §103
Jan. 31, 2020 15/333,383 Affirmed §101 · §102 · §103

The examiner match uses the last recorded office action before the decision. Reversal rates exclude rehearings, remands, dismissals, and other decisions that did not reach the merits. Data through Aug. 27, 2026.

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