Prosecution Insights
Last updated: August 18, 2026

Nielsen Consumer LLC

8 pending office actions • 5 art units • 8 examiners • 0 of 8 (0%) have an AI response strategy ready • 10 patents granted in the last 365 days

Portfolio Summary

8
Total Pending OAs
4
Non-Final OAs
4
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 1 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

1
Overdue
0
Due this week
0
Due this month
0
Due in next 60 days
0
Due later

Case Difficulty Mix

Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.

5
Hard (62%)
2
Medium (25%)
1
Easy (12%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only1 (12%)
§101 + other3 (38%)
§103 only2 (25%)
Double-patenting only1 (12%)
Multi-statute (no §101)1 (12%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

0
Life Sciences
0% of docket
1
Information Tech
12% of docket
2
Communications
25% of docket
0
Semiconductors
0% of docket
2
Mechanical / Eng
25% of docket
3
Business / Other
38% of docket

Time-on-OA Estimate

Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.

80 h
Manual time on pending OAs
16 h
Time saved (low, 20%)
28 h
Time saved (mid, 35%)
0.7 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
GAVIN, KRISTIN ELIZABETH 1 14.5% +16.9%
DUNPHY, DAVID F 1 85.3% +10.1%
KASHYAPA, ANUSHA 1
SITTNER, MICHAEL J 1 11.1% +14.7%
SMITH, BRIAN M 1 52.1% +37.5%
MAUNI, HUMAIRA ZAHIN 1 45.8% +51.0%
HO, THOMAS Y 1 16.4% +31.1%
ROBERTS, RACHEL L 1 75.8% +32.3%

Quick Wins (1)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
18967907 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO DECODE RECEIPTS BASED ON NEURAL GRAPH ARCHITECTURE DUNPHY, DAVID F

Hard Cases (6)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 6 ordered by deadline are shown.

App #TitleExaminerDue in
17977967 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO PROVIDE VISUALIZATIONS OF VOLUME SHIFT ANALYSIS HO, THOMAS Y 9d overdue
19219759 METHODS AND APPARATUS TO REDUCE SIGNAL-TO-NOISE RATIO (SNR) OF MONADIC SCORES GAVIN, KRISTIN ELIZABETH
18932169 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO LABEL DATA KASHYAPA, ANUSHA
18585883 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO ADJUST MARKET STRATEGIES SITTNER, MICHAEL J
18399044 METHODS AND APPARATUS TO PROFILE GEOGRAPHIC AREAS OF INTEREST SMITH, BRIAN M
18162370 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO BUILD BLOCKING-BASED BATCHES FOR TRAINING MACHINE LEARNING MODELS MAUNI, HUMAIRA ZAHIN

Interview Candidates (7)

Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 7 ordered by deadline are shown.

App #TitleExaminerDue in
17977967 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO PROVIDE VISUALIZATIONS OF VOLUME SHIFT ANALYSIS HO, THOMAS Y 9d overdue
19219759 METHODS AND APPARATUS TO REDUCE SIGNAL-TO-NOISE RATIO (SNR) OF MONADIC SCORES GAVIN, KRISTIN ELIZABETH
18967907 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO DECODE RECEIPTS BASED ON NEURAL GRAPH ARCHITECTURE DUNPHY, DAVID F
18585883 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO ADJUST MARKET STRATEGIES SITTNER, MICHAEL J
18399044 METHODS AND APPARATUS TO PROFILE GEOGRAPHIC AREAS OF INTEREST SMITH, BRIAN M
18162370 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO BUILD BLOCKING-BASED BATCHES FOR TRAINING MACHINE LEARNING MODELS MAUNI, HUMAIRA ZAHIN
17976528 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS FOR PROVIDING RESPONSES TO QUERIES REGARDING STORE OBSERVATION IMAGES ROBERTS, RACHEL L

Top Art Units

Art UnitApps
2669 1
3621 1
2141 1
3624 1
2674 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19219759 METHODS AND APPARATUS TO REDUCE SIGNAL-TO-NOISE RATIO (SNR) OF MONADIC SCORES GAVIN, KRISTIN ELIZABETH §103 Non-Final OA Pending May 27, 2025
18967907 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO DECODE RECEIPTS BASED ON NEURAL GRAPH ARCHITECTURE DUNPHY, DAVID F DP Non-Final OA Pending Dec 04, 2024
18932169 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO LABEL DATA KASHYAPA, ANUSHA 2669 §103§112 Non-Final OA Pending Oct 30, 2024
18585883 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO ADJUST MARKET STRATEGIES SITTNER, MICHAEL J 3621 §101 Final Rejection Pending Feb 23, 2024
18399044 METHODS AND APPARATUS TO PROFILE GEOGRAPHIC AREAS OF INTEREST SMITH, BRIAN M §101§103DP Non-Final OA Pending Dec 28, 2023
18162370 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO BUILD BLOCKING-BASED BATCHES FOR TRAINING MACHINE LEARNING MODELS MAUNI, HUMAIRA ZAHIN 2141 §101§103 Final Rejection Pending Jan 31, 2023
17977967 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO PROVIDE VISUALIZATIONS OF VOLUME SHIFT ANALYSIS HO, THOMAS Y 3624 §101§103 Final Rejection 9d overdue Pending Oct 31, 2022
17976528 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS FOR PROVIDING RESPONSES TO QUERIES REGARDING STORE OBSERVATION IMAGES ROBERTS, RACHEL L 2674 §103 Final Rejection Pending Oct 28, 2022

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