Examiner Kristie D Shingles

Grant ratio: 77.1% (72nd percentile in Art Unit 2448 among examiners with at least 20 applications). Average office actions per grant: 1.95. Most common rejection type: §103.

Recently active Last office action in data: August 2026
Grant ratio 77.1%
Average office actions / grant 1.95
Compared with Art unit Very easy
Compared with Work group Very easy
Compared with Technology center Very easy
Compared with USPTO Very easy

Examiner record

Examiner ID
80305
Primary art unit
2448
Work group
2440
Technology center
2400
Applications
831
Granted applications
641
Examiner phone
(571) 272-3888

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 20 60.1% 2.79
Group 208 56.0% 2.42
Tech Center 1,754 58.4% 2.14
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 1.96 1,626 office actions across 831 applications
Applications with office actions 99.9% 830 applications
Office actionsApplicationsShare of applications
No OA observed 1 0.1%
1 OA 418 50.3%
2 OAs 220 26.5%
3 OAs 97 11.7%
4 OAs 43 5.2%
5+ OAs 52 6.3%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2008: 71.4% 2008 2009: 61.9% 2009 2010: 74.6% 2010 2011: 83.0% 2011 2012: 85.4% 2012 2013: 89.2% 2013 2014: 85.7% 2014 2015: 76.7% 2015 2016: 72.7% 2016 2017: 75.5% 2017 2018: 91.8% 2018 2019: 85.1% 2019 2020: 86.3% 2020 2021: 84.6% 2021 2022: 93.0% 2022 2023: 87.8% 2023 2024: 88.9% 2024 2025: 53.3% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
2008211571.4%
2009211361.9%
2010715374.6%
2011473983.0%
2012484185.4%
2013373389.2%
2014423685.7%
2015433376.7%
2016443272.7%
2017493775.5%
2018494591.8%
2019474085.1%
2020514486.3%
2021393384.6%
2022434093.0%
2023494387.8%
2024454088.9%
2025452453.3%
20264000.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 830 2.2% 54.2% 36.9% 0.4%
Action 2 412 1.0% 37.4% 57.5% 0.2%
Action 3 192 0.0% 22.4% 75.5% 0.0%
Action 4 95 1.1% 23.2% 73.7% 0.0%
Action 5 52 0.0% 19.2% 78.8% 0.0%
Action 6 27 0.0% 18.5% 74.1% 0.0%
Action 7 9 0.0% 22.2% 77.8% 0.0%
Action 8 5 0.0% 20.0% 60.0% 0.0%
Action 9 3 0.0% 0.0% 100.0% 0.0%
Action 10 1 0.0% 0.0% 100.0% 0.0%

Section 101 rejections

Last 3 years 0.0% 0 of 228 office actions
All years 1.4% 23 of 1,626 office actions
Change -1.4 pts Percentage points

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

By year

1.3%
0.0%
1.6%
2.5%
3.4%
3.9%
2014: Alice
1.3%
4.5%
1.2%
1.0%
1.1%
2019: PEG
0.0%
2.0%
0.0%
1.4%
0.0%
2024: AI examples
0.0%
2025: August memo
0.0%
0.0%

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

PTAB appeals

Matched decisions: 17. Merits outcomes: 8 affirmed, 1 affirmed in part, and 8 reversed.

Full reversal rate
47.1% 8/17 decisions
Full or partial reversal rate
52.9% 9/17 decisions
Median appeal duration
26.2 months
New grounds of rejection
1
Recent decisions
DecisionApplicationOutcomeIssues
Sep. 15, 2025 15/345,817 Reversed §102 · §103
Oct. 3, 2023 16/511,883 Affirmed §103
Mar. 28, 2023 17/214,349 Reversed New ground of rejection §102 · §103
Feb. 27, 2017 13/329,744 Affirmed §103
Dec. 23, 2016 12/559,011 Affirmed §103
Feb. 5, 2015 12/030,057 Affirmed §103
May. 30, 2014 12/060,299 Reversed N/A
Mar. 21, 2014 11/855,119 Reversed N/A
Nov. 27, 2013 11/855,184 Reversed §102
Sep. 5, 2012 09/874,104 Reversed §103
Aug. 21, 2012 09/872,920 Affirmed §102 · §103
May. 30, 2012 10/649,303 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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