Examiner Randeep Singh

Grant ratio: 58.6% (85th percentile in Art Unit 1615 among examiners with at least 20 applications). Average office actions per grant: 2.49. Most common rejection type: §103.

Appears inactive Last office action in data: December 2022
Grant ratio 58.6%
Average office actions / grant 2.49
Compared with Art unit About average
Compared with Work group About average
Compared with Technology center About average
Compared with USPTO About average

Examiner record

Examiner ID
88188
Primary art unit
1615
Work group
1610
Technology center
1600
Applications
452
Granted applications
265

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 27 37.9% 2.33
Group 217 31.1% 2.42
Tech Center 1,373 38.0% 2.02
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 2.62 1,216 office actions across 465 applications
Applications with office actions 100.0% 465 applications
Office actionsApplicationsShare of applications
No OA observed 0 0.0%
1 OA 159 34.2%
2 OAs 122 26.2%
3 OAs 69 14.8%
4 OAs 50 10.8%
5+ OAs 65 14.0%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2010: 100.0% 2010 2011: 25.0% 2011 2012: 46.2% 2012 2013: 50.0% 2013 2014: 50.0% 2014 2015: 51.2% 2015 2016: 70.6% 2016 2017: 74.4% 2017 2018: 48.5% 2018 2019: 55.3% 2019 2020: 76.8% 2020 2021: 63.6% 2021 2022: 58.3% 2022

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
201011100.0%
201112325.0%
2012391846.2%
2013542750.0%
2014321650.0%
2015432251.2%
2016513670.6%
2017392974.4%
2018331648.5%
2019472655.3%
2020564376.8%
2021332163.6%
202212758.3%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 465 1.3% 1.5% 67.7% 1.9%
Action 2 306 0.0% 2.9% 87.3% 2.0%
Action 3 184 0.0% 1.1% 82.1% 5.4%
Action 4 115 0.0% 0.0% 86.1% 7.0%
Action 5 65 0.0% 1.5% 84.6% 9.2%
Action 6 40 0.0% 2.5% 92.5% 2.5%
Action 7 25 0.0% 0.0% 84.0% 8.0%
Action 8 10 0.0% 0.0% 80.0% 20.0%
Action 9 5 0.0% 0.0% 80.0% 20.0%
Action 10 1 0.0% 0.0% 100.0% 0.0%

Section 101 rejections

Last 3 years N/A 0 of 0 office actions
All years 0.5% 6 of 1,216 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

0.0%
0.0%
0.0%
0.0%
0.0%
0.0%
2014: Alice
0.0%
0.0%
0.7%
0.0%
1.0%
2019: PEG
2.1%
0.0%
2.0%
0.0%
0.0%

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

PTAB appeals

Matched decisions: 11. Merits outcomes: 4 affirmed, 1 affirmed in part, and 6 reversed.

Full reversal rate
54.5% 6/11 decisions
Full or partial reversal rate
63.6% 7/11 decisions
Median appeal duration
15.4 months
New grounds of rejection
0
Recent decisions
DecisionApplicationOutcomeIssues
Dec. 23, 2024 15/628,215 Reversed §103
May. 5, 2022 14/240,617 Reversed §103
May. 20, 2020 14/523,242 Affirmed §103 · §120
Oct. 23, 2019 15/091,812 Reversed §103
May. 10, 2018 12/681,225 Reversed N/A
Apr. 28, 2017 13/630,895 Reversed §103
Dec. 21, 2016 13/143,703 Affirmed §103
Nov. 14, 2016 12/233,336 Affirmed §103
Aug. 26, 2016 13/606,536 Reversed §103
Jul. 27, 2016 13/668,560 Affirmed in part §103
Mar. 30, 2016 12/744,495 Affirmed §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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