Last updated: July 05, 2026

Application No. 18/470,594

SYSTEMS AND METHODS FOR CLUSTERING TIME SERIES DATA BASED ON PATTERN-FOCUSED DISTANCE METRICS AND DYNAMIC WEIGHT SELECTION

Non-Final OA

Filed

Sep 20, 2023

Examiner

HWA, SHYUE JIUNN

Art Unit

2156

Tech Center

2100 — Computer Architecture & Software

Assignee

Verizon Communications Inc.

OA Round

1 (Non-Final)

Interview Optional

— +38.2% interview lift. Examiner has a relatively high allowance rate (83%); +38.2% interview lift. A written response may suffice.

Based on 863 resolved cases, 2023–2026

Examiner Intelligence

HWA, SHYUE JIUNN View full profile →

Grants 83% — above average

Career Allowance Rate

714 granted / 863 resolved

+27.7% vs TC avg

Strong +38% interview lift

Without

With

+38.2%

Interview Lift

resolved cases with interview

Typical timeline

3y 0m

Avg Prosecution

11 currently pending

Career history

883

Total Applications

across all art units

Statute-Specific Performance

§101

0.7%

-39.3% vs TC avg

§103

81.1%

+41.1% vs TC avg

§102

15.8%

-24.2% vs TC avg

§112

0.7%

-39.3% vs TC avg

Black line = Tech Center average estimate • Based on career data from 863 resolved cases

Prosecution Timeline

Sep 20, 2023

Application Filed

Apr 08, 2026

Non-Final Rejection mailed

Jun 07, 2026

Interview Requested

Precedent Cases

Applications granted by this same examiner with similar technology

18/960,741

Patent 12664145

SYSTEMS AND METHODS FOR MANAGING DATA

1y 6m to grant Granted Jun 23, 2026

18/778,054

Patent 12657213

APPARATUS AND METHOD FOR DETERMINING CLUSTER PAIRS

1y 11m to grant Granted Jun 16, 2026

18/827,186

Patent 12657636

SYSTEMS AND METHODS FOR ELECTRONICALLY MATCHING ONLINE USER PROFILES

1y 9m to grant Granted Jun 16, 2026

19/000,321

Patent 12645878

UTILIZING LANGUAGE MACHINE LEARNING MODELS FOR AUTONOMOUS EXECUTIONS OF COMPUTERIZED TECH-BIO EXPLORATION TOOLS

1y 5m to grant Granted Jun 02, 2026

18/924,937

Patent 12639342

SYSTEMS AND METHODS FOR DETERMINING DATA-ORIGIN LINKS BETWEEN NAMED ENTITIES

1y 7m to grant Granted May 26, 2026

Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.

Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2

Expected OA Rounds

83%

Grant Probability

99%

With Interview (+38.2%)

3y 0m (~2m remaining)

Median Time to Grant

Low

PTA Risk

Based on 863 resolved cases by this examiner. Grant probability derived from career allowance rate.