Examiner Lauren Kmet

Grant ratio: 39.3% (25th percentile in Art Unit 3735 among examiners with at least 20 applications). Average office actions per grant: 2.06. Most common rejection type: §103.

Recently active Last office action in data: August 2026
Grant ratio 39.3%
Average office actions / grant 2.06
Compared with Art unit About average
Compared with Work group About average
Compared with Technology center Very hard
Compared with USPTO Very hard

Examiner record

Examiner ID
94157
Primary art unit
3735
Work group
3730
Technology center
3700
Applications
270
Granted applications
106
Examiner phone
(313) 446-4834
Supervisor
Anthony Stashick
Supervisor phone
(571) 272-4561

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 43 44.1% 2.08
Group 289 50.3% 2.22
Tech Center 2,671 48.4% 2.01
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 2.10 567 office actions across 270 applications
Applications with office actions 97.8% 264 applications
Office actionsApplicationsShare of applications
No OA observed 6 2.2%
1 OA 115 42.6%
2 OAs 77 28.5%
3 OAs 29 10.7%
4 OAs 27 10.0%
5+ OAs 16 5.9%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2018: 30.0% 2018 2019: 54.1% 2019 2020: 50.0% 2020 2021: 58.6% 2021 2022: 39.4% 2022 2023: 42.4% 2023 2024: 52.6% 2024 2025: 14.3% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
201810330.0%
2019372054.1%
2020321650.0%
2021291758.6%
2022331339.4%
2023331442.4%
2024382052.6%
202521314.3%
20263700.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 264 0.4% 23.5% 56.1% 14.4%
Action 2 149 0.0% 15.4% 69.1% 14.1%
Action 3 72 0.0% 12.5% 69.4% 15.3%
Action 4 43 0.0% 16.3% 74.4% 9.3%
Action 5 16 0.0% 12.5% 56.3% 25.0%
Action 6 12 0.0% 8.3% 50.0% 41.7%
Action 7 5 0.0% 20.0% 40.0% 40.0%
Action 8 4 0.0% 25.0% 50.0% 25.0%
Action 9 2 0.0% 0.0% 0.0% 100.0%

Section 101 rejections

Last 3 years 0.0% 0 of 200 office actions
All years 0.2% 1 of 567 office actions
Change -0.2 pts Percentage points

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

By year

0.0%
2019: PEG
1.2%
0.0%
0.0%
0.0%
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: 2. Merits outcomes: 0 affirmed, 1 affirmed in part, and 1 reversed.

Full reversal rate
50.0% 1/2 decisions
Full or partial reversal rate
100.0% 2/2 decisions
Median appeal duration
7.8 months
New grounds of rejection
0
Recent decisions
DecisionApplicationOutcomeIssues
Mar. 4, 2026 17/413,238 Reversed §102 · §103
Mar. 22, 2022 15/934,030 Affirmed in part §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.

Job History

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