Examiner Fariborz Khoshnoodi

Grant ratio: 81.2% (91st percentile in Art Unit 2157 among examiners with at least 20 applications). Average office actions per grant: 2.47. Most common rejection type: §103.

Appears inactive Last office action in data: April 2023
Grant ratio 81.2%
Average office actions / grant 2.47
Compared with Art unit Very easy
Compared with Work group Very easy
Compared with Technology center About average
Compared with USPTO About average

Examiner record

Examiner ID
82145
Primary art unit
2157
Work group
2160
Technology center
2100
Applications
409
Granted applications
332

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 17 63.5% 2.71
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 2.54 1,049 office actions across 413 applications
Applications with office actions 100.0% 413 applications
Office actionsApplicationsShare of applications
No OA observed 0 0.0%
1 OA 165 40.0%
2 OAs 92 22.3%
3 OAs 50 12.1%
4 OAs 57 13.8%
5+ OAs 49 11.9%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2008: 67.7% 2008 2009: 64.5% 2009 2010: 82.4% 2010 2011: 70.4% 2011 2012: 80.0% 2012 2013: 77.4% 2013 2014: 71.4% 2014 2015: 73.9% 2015 2016: 87.5% 2016 2017: 75.0% 2017 2018: 90.0% 2018 2019: 91.7% 2019 2020: 84.6% 2020 2021: 96.3% 2021 2022: 100.0% 2022 2023: 100.0% 2023

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
2008312167.7%
2009312064.5%
2010171482.4%
2011271970.4%
2012151280.0%
2013312477.4%
2014282071.4%
2015231773.9%
2016161487.5%
2017241875.0%
2018302790.0%
2019363391.7%
2020393384.6%
2021272696.3%
20222929100.0%
202355100.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 413 1.9% 4.6% 85.0% 0.0%
Action 2 248 2.8% 1.2% 91.5% 1.2%
Action 3 156 5.1% 0.6% 92.3% 1.3%
Action 4 106 5.7% 0.0% 91.5% 1.9%
Action 5 49 2.0% 0.0% 95.9% 2.0%
Action 6 32 3.1% 0.0% 93.8% 3.1%
Action 7 19 5.3% 0.0% 89.5% 5.3%
Action 8 10 0.0% 0.0% 90.0% 10.0%
Action 9 5 0.0% 0.0% 100.0% 0.0%
Action 10 3 0.0% 0.0% 100.0% 0.0%

Section 101 rejections

Last 3 years N/A 0 of 0 office actions
All years 3.1% 32 of 1,049 office actions
Change N/A Percentage points

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

By year

2.5%
10.5%
3.4%
3.4%
3.0%
0.0%
2014: Alice
3.2%
1.2%
1.3%
2.8%
5.1%
2019: PEG
3.1%
0.0%
0.0%
7.5%
0.0%

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

PTAB appeals

Matched decisions: 25. Merits outcomes: 6 affirmed, 5 affirmed in part, and 14 reversed.

Full reversal rate
56.0% 14/25 decisions
Full or partial reversal rate
76.0% 19/25 decisions
Median appeal duration
21.3 months
New grounds of rejection
0
Recent decisions
DecisionApplicationOutcomeIssues
Feb. 27, 2023 15/842,887 Reversed §103
Dec. 10, 2021 14/872,019 Affirmed in part §103 · §112
Oct. 28, 2021 14/872,004 Reversed §103
Jan. 27, 2021 14/660,162 Reversed §103
Dec. 1, 2020 14/660,113 Affirmed in part §103
Jun. 16, 2020 12/610,038 Reversed §103
Jun. 2, 2020 13/801,598 Reversed §103
Dec. 26, 2019 15/172,755 Affirmed §103
Oct. 24, 2019 15/081,458 Affirmed §103
Oct. 23, 2019 15/081,438 Affirmed §103
Jun. 4, 2019 13/495,840 Affirmed in part §103
Nov. 26, 2018 13/801,721 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.

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