Examiner Rebecca Lynee Zimmerman

Grant ratio: 69.0% (73rd percentile in Art Unit 3774 among examiners with at least 20 applications). Average office actions per grant: 2.03. Most common rejection type: §103.

Appears inactive Last office action in data: February 2026
Grant ratio 69.0%
Average office actions / grant 2.03
Compared with Art unit About average
Compared with Work group Very easy
Compared with Technology center About average
Compared with USPTO About average

Examiner record

Examiner ID
94162
Primary art unit
3774
Work group
3770
Technology center
3700
Applications
300
Granted applications
207

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 58 43.9% 1.95
Group 269 49.0% 2.08
Tech Center 2,671 48.4% 2.01
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 1.94 582 office actions across 300 applications
Applications with office actions 95.3% 286 applications
Office actionsApplicationsShare of applications
No OA observed 14 4.7%
1 OA 127 42.3%
2 OAs 87 29.0%
3 OAs 35 11.7%
4 OAs 18 6.0%
5+ OAs 19 6.3%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2018: 87.5% 2018 2019: 75.0% 2019 2020: 75.0% 2020 2021: 76.9% 2021 2022: 78.6% 2022 2023: 90.6% 2023 2024: 77.3% 2024 2025: 10.3% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
20188787.5%
2019403075.0%
2020362775.0%
2021393076.9%
2022564478.6%
2023534890.6%
2024221777.3%
202539410.3%
2026700.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 286 1.4% 11.5% 72.4% 10.8%
Action 2 159 0.0% 9.4% 83.6% 6.3%
Action 3 72 1.4% 6.9% 80.6% 11.1%
Action 4 37 0.0% 5.4% 89.2% 2.7%
Action 5 19 0.0% 0.0% 89.5% 0.0%
Action 6 7 0.0% 14.3% 85.7% 0.0%
Action 7 2 0.0% 50.0% 50.0% 0.0%

Section 101 rejections

Last 3 years 1.4% 2 of 148 office actions
All years 0.9% 5 of 582 office actions
Change +0.5 pts Percentage points

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

By year

0.0%
2019: PEG
0.0%
1.2%
1.0%
1.2%
1.1%
2024: AI examples
0.0%
2025: August memo
1.6%
0.0%

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

PTAB appeals

Matched decisions: 2. Merits outcomes: 0 affirmed, 0 affirmed in part, and 2 reversed.

Full reversal rate
100.0% 2/2 decisions
Full or partial reversal rate
100.0% 2/2 decisions
Median appeal duration
5.0 months
New grounds of rejection
0
Recent decisions
DecisionApplicationOutcomeIssues
Jul. 17, 2026 17/365,000 Reversed §103
May. 17, 2022 15/886,757 Reversed §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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