Examiner Lynsey Crandall

Grant ratio: 41.9% (50th percentile in Art Unit 3769 among examiners with at least 20 applications). Average office actions per grant: 2.45. Most common rejection type: §103.

Recently active Last office action in data: September 2026
Grant ratio 41.9%
Average office actions / grant 2.45
Compared with Art unit About average
Compared with Work group Very hard
Compared with Technology center Very hard
Compared with USPTO Very hard

Examiner record

Examiner ID
85479
Primary art unit
3769
Work group
3760
Technology center
3700
Applications
712
Granted applications
298
Examiner phone
(571) 270-7035
Supervisor
David Hamaoui
Supervisor phone
(571) 270-5625

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 31 32.6% 2.25
Group 387 48.1% 2.11
Tech Center 2,679 48.0% 2.01
USPTO 16,572 52.1% 1.98

Office actions per application

Average office actions per application 2.46 1,749 office actions across 712 applications
Applications with office actions 98.3% 700 applications
Office actionsApplicationsShare of applications
No OA observed 12 1.7%
1 OA 256 36.0%
2 OAs 187 26.3%
3 OAs 104 14.6%
4 OAs 75 10.5%
5+ OAs 78 11.0%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2008: 4.2% 2008 2009: 34.0% 2009 2010: 56.9% 2010 2011: 50.9% 2011 2012: 43.9% 2012 2013: 43.1% 2013 2014: 36.7% 2014 2015: 55.9% 2015 2016: 50.0% 2016 2017: 34.5% 2017 2018: 56.3% 2018 2019: 66.7% 2019 2020: 71.1% 2020 2021: 48.4% 2021 2022: 44.8% 2022 2023: 46.9% 2023 2024: 55.6% 2024 2025: 19.5% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
20082414.2%
2009531834.0%
2010512956.9%
2011552850.9%
2012411843.9%
2013512243.1%
2014491836.7%
2015341955.9%
201616850.0%
2017291034.5%
2018321856.3%
2019241666.7%
2020382771.1%
2021311548.4%
2022291344.8%
2023321546.9%
2024271555.6%
202541819.5%
20265500.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 700 1.6% 8.4% 82.9% 2.1%
Action 2 444 1.1% 4.1% 90.8% 2.5%
Action 3 257 0.0% 3.5% 91.1% 2.7%
Action 4 153 0.0% 5.2% 89.5% 2.6%
Action 5 78 0.0% 3.8% 94.9% 0.0%
Action 6 54 0.0% 0.0% 98.1% 0.0%
Action 7 24 0.0% 0.0% 95.8% 4.2%
Action 8 10 0.0% 10.0% 90.0% 0.0%
Action 9 7 0.0% 0.0% 100.0% 0.0%
Action 10 6 0.0% 0.0% 100.0% 0.0%

Section 101 rejections

Last 3 years 1.3% 3 of 224 office actions
All years 0.9% 16 of 1,749 office actions
Change +0.4 pts Percentage points

Last 3 years: 2023-10-02–2026-10-02. All years includes every dated office action in the data.

By year

5.3%
1.0%
0.0%
0.7%
0.0%
0.0%
2014: Alice
1.0%
1.5%
1.7%
0.0%
1.7%
2019: PEG
0.0%
0.0%
0.0%
1.4%
1.5%
2024: AI examples
0.0%
2025: August memo
3.4%
0.0%

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

PTAB appeals

Matched decisions: 30. Merits outcomes: 13 affirmed, 3 affirmed in part, and 14 reversed.

Full reversal rate
46.7% 14/30 decisions
Full or partial reversal rate
56.7% 17/30 decisions
Median appeal duration
23.7 months
New grounds of rejection
2
Recent decisions
DecisionApplicationOutcomeIssues
Nov. 24, 2025 17/172,980 Reversed §112
Jul. 29, 2025 16/914,984 Reversed §103 · §112
Sep. 29, 2023 16/312,373 Reversed §112
Dec. 7, 2022 15/383,897 Affirmed §103
Jul. 5, 2022 16/262,645 Affirmed §101 · §102 · §103 · §112
Apr. 27, 2022 16/163,175 Affirmed §102 · §103 · §112
Mar. 17, 2022 15/558,572 Reversed §103
Mar. 19, 2021 15/058,870 Affirmed §103 · §112
Dec. 31, 2019 11/397,123 Affirmed §102 · §103
Apr. 8, 2019 12/165,461 Affirmed §112
Oct. 31, 2018 11/595,423 Affirmed §103 · §112
Jul. 31, 2017 12/056,697 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 Oct. 9, 2026.

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