USPTO Examiner CHOI YUK TING - Art Unit 2164

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18977755MODEL GENERATION BASED ON MODULAR STORAGE OF TRAINING DATADecember 2024February 2026Allow1410NoNo
18970934SYSTEM AND METHOD FOR MULTI-TYPE DATA COMPRESSION OR DECOMPRESSION WITH A VIRTUAL MANAGEMENT LAYERDecember 2024October 2025Allow1020NoNo
18884320COMPUTING PAGE RELEVANCE FOR TABULAR CONTENTS FROM A DOCUMENTSeptember 2024January 2026Allow1610YesNo
18817986Generative Language Model Dynamic Input Disambiguation In A Database SystemAugust 2024March 2026Allow1810YesNo
18740895MATERIALIZED COLUMN CREATION METHOD AND DATA QUERY METHOD BASED ON DATA LAKEJune 2024February 2025Allow820NoNo
18739419DATA COMPRESSION, STORE, AND SEARCH SYSTEMJune 2024July 2025Allow1310NoNo
18732417RULES DRIVEN APPLICATION SYNCHRONIZATION BY AUTOMATICALLY DETECTING DIFFERENT TEMPLATE NODES FOR DIFFERENT SYNCHRONIZATION TARGETSJune 2024April 2025Allow1100NoNo
18667680SYSTEMS AND METHODS FOR REMOVING NON-CONFORMING WEB TEXTMay 2024December 2025Allow1920YesNo
18655533SYSTEMS AND METHODS FOR VISUALIZING ONE OR MORE DATASETSMay 2024November 2025Allow1820YesNo
18556618MANAGEMENT METHOD AND DEVICE FOR HAZARDOUS CHEMICALS, AND A CONSTRUCTION METHOD FOR A MANAGEMENT DATABASEApril 2024January 2025Allow1520NoNo
18632129INTERACTIVE DYNAMIC GEO-SPATIAL APPLICATION WITH ENRICHED MAP TILESApril 2024March 2026Allow2340NoNo
18626957MODEL GENERATION BASED ON MODULAR STORAGE OF TRAINING DATAApril 2024October 2024Allow610YesNo
18622880RESEARCH AND INVESTIGATION SYSTEMS INCORPORATING GRAPH DATABASESMarch 2024August 2024Allow510YesNo
18613812ENHANCED AND ADAPTIVE COLLECTIONS ENGINE(S) FOR ELICITING, AGGREGATING, AND COLLATING RESPONSES FROM DISPERSED PARTIESMarch 2024March 2026Allow2320YesNo
18603837METHODS AND APPARATUS FOR DATA AND DATA REQUEST MANAGEMENTMarch 2024September 2025Allow1820YesNo
18599752ENHANCED NO-CODE ETL SYSTEM FOR AUTOMATED BIG DATA TRANSFORMATION AND SHARINGMarch 2024February 2026Allow2320NoNo
18422670HIGH-SPEED ANOMALY DETECTION FOR LARGE DATASETSJanuary 2024November 2025Allow2220YesNo
18412703PRACTICAL SUPERVISED CLASSIFICATION OF DATA SETSJanuary 2024January 2026Allow2420YesNo
18545844PROCESSING INDEX DATA BASED ON GENERATION OF INDEX DATADecember 2023June 2025Allow1820YesNo
18533003DATA REVISION CONTROL IN LARGE-SCALE DATA ANALYTIC SYSTEMSDecember 2023April 2025Allow1720YesNo
18531661VISUALIZING TEMPORAL INFORMATIONDecember 2023August 2025Allow2030YesNo
18529025USER CLICK MODELLING IN SEARCH QUERIESDecember 2023January 2025Allow1310YesNo
18386546DYNAMIC STORAGE OF SEQUENCING DATA FILESNovember 2023September 2025Allow2220YesNo
18382117CUSTOM RESOURCE SCHEMA MODIFICATIONOctober 2023July 2025Abandon2120NoNo
18462642METHODS AND SYSTEMS FOR CLASSIFYING DATABASE RECORDS BY INTRODUCING TIME DEPENDENCY INTO TIME-HOMOGENEOUS PROBABILITY MODELSSeptember 2023August 2024Allow1110NoNo
18456114AUTOMATED ANNOTATION SYSTEM FOR ELECTRONIC LOGGING DEVICESAugust 2023April 2025Allow2030YesNo
18229817METHOD AND SYSTEM FOR QUERYING AND DERIVING INSIGHTS ABOUT NETWORK INFRASTRUCTURE USING NATURAL LANGUAGE QUERIESAugust 2023November 2025Abandon2720NoNo
18363740SYSTEM AND METHOD FOR DATA MANIPULATION AND MANAGEMENTAugust 2023July 2025Allow2420YesNo
18362882Data Quality Check Using a Structured Query Language HintJuly 2023September 2025Allow2621YesNo
18361362MICROSERVICES APPLICATION SERVICE HUBJuly 2023March 2026Allow3120YesYes
18219919INVENTIVE SECURE AND INTERACTIVE PLATFORM FOR REAL-TIME ANALYSIS AND PRESENTATION OF USER OPINIONS AND CHOICESJuly 2023November 2024Allow1750YesNo
18349838NESTED QUERY ANALYSIS TOOLJuly 2023April 2024Allow910NoNo
18326929SCHEMA EVOLUTION FOR KEY COLUMNAR DATA INTO ROW-ORGANIZED SEQUENCESMay 2023August 2024Allow1410NoNo
18039384METHOD FOR MANAGING LANGUAGE DATA AND SERVER USING THE SAMEMay 2023February 2025Allow2110YesNo
18319620DYNAMIC OBJECT MODEL SYSTEMMay 2023October 2025Abandon2940NoNo
18198969DYNAMIC RESPONSE ENGINEMay 2023January 2025Allow2011NoNo
18198804AGENT PRESENCE SERVICE FOR A CLOUD-BASED CONTACT CENTER PLATFORMMay 2023February 2025Allow2110YesNo
18198747PROGRAMMABLE DATA LAYER FOR GRAPHICAL USER INTERFACESMay 2023March 2025Allow2220YesNo
18198144Inline Data Quality Schema Management SystemMay 2023December 2024Allow1920YesNo
18308383FACILITATING WEBSITE NAVIGATION WITH A PERSONALIZED CONTEXTUAL POPUP MENU OF ACTIONSApril 2023December 2025Allow3220NoNo
18295600Pattern Search BoxApril 2023July 2024Allow1520YesNo
18247168Method and Apparatus for Preparing Image on Cloud Platform, and Device and Storage MediumMarch 2023June 2024Allow1510NoNo
18246666METHOD FOR KEEPING DATA CONSISTENT ACROSS DIFFERENT STORAGE SYSTEMS, COMPUTING DEVICE, AND STORAGE MEDIUMMarch 2023February 2025Allow2210NoNo
18181468Nested Query Execution ToolMarch 2023February 2024Allow1110YesNo
18180065Query Prediction Modeling for Distributed DatabasesMarch 2023December 2024Allow2120YesNo
18178451Deep Connectivity Between Disparate Database SystemsMarch 2023February 2025Allow2430YesNo
18114308ELECTRONIC APPARATUS AND CONTROL METHOD THEREFORFebruary 2023August 2025Allow2950YesNo
18165314REDUCING DATABASE SYSTEM QUERY TRANSACTION DELAYFebruary 2023February 2024Abandon1210NoNo
18163234DISPLAYING VISUAL INDICATIONS OF FILES BEING VIEWED VIA AN AUGMENTED REALITY HEADSETFebruary 2023September 2024Allow2010YesNo
18100625DATA COMPRESSION, STORE, AND SEARCH SYSTEMJanuary 2023March 2024Allow1400NoNo
18099642MANAGEMENT AND OPTIMIZATION OF SEARCH TERM CLUSTERING BASED ON PERFORMANCE DATAJanuary 2023November 2023Allow1010YesNo
18150505Sample Data Annotation System and Method, and Related DeviceJanuary 2023January 2025Abandon2420NoNo
18088126CLIENT-SIDE HASHSET CHANGE DETECTIONDecember 2022April 2025Allow2720YesNo
18088030ORCHESTRATION OF STORAGE SYSTEM-BASED SNAPSHOT SHIPPINGDecember 2022January 2025Allow2520YesNo
18087721MULTI-ROOT CONTENT MANAGEMENT SYSTEMDecember 2022February 2025Allow2630YesNo
18087482METHODS AND APPARATUS USING LOCKS TO THROTTLE A DISTRIBUTED CLOUD DATABASE WORKLOADDecember 2022April 2025Allow2730YesNo
18085559OBTAINING FULL SNAPSHOTS FOR SUBSETS OF OBJECTS OVER TIMEDecember 2022March 2025Allow2730YesNo
18085204SYSTEMS AND METHODS FOR VISUALIZING ONE OR MORE DATASETSDecember 2022February 2024Allow1420YesNo
18077772EXPOSING PARAMETERS IN REFERENCING WORKSHEETSDecember 2022May 2025Allow3020YesNo
18071889DOCUMENT TRANSMISSION FOR OFFLINE EDITINGNovember 2022November 2024Allow2330YesNo
18058329Matching Process System and MethodNovember 2022May 2024Allow1830YesNo
17991000METADATA STORAGE FOR PLACEHOLDERS IN A STORAGE VIRTUALIZATION SYSTEMNovember 2022March 2025Abandon2740YesNo
17998810PARAMETER OPTIMIZATION IN UNSUPERVISED TEXT MININGNovember 2022June 2024Abandon1920NoNo
17998874SEARCH TRIGGERING METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUMNovember 2022December 2025Abandon3740NoNo
18053804SYSTEMS AND METHODS FOR ASSET MAP INTERFACE FOR INFORMATION TECHNOLOGY INFRASTRUCTURENovember 2022January 2025Allow2740YesNo
18045042DATA MANAGEMENT SYSTEM AND METHODOctober 2022August 2024Abandon3101NoNo
17944470System, Method, and Computer Program Product for Generating a Data Storage Server Distribution PatternSeptember 2022July 2023Allow1010YesNo
17930848ONTOLOGY-BASED GRAPH QUERY OPTIMIZATIONSeptember 2022March 2024Allow1830YesNo
17819133ENHANCING PERFORMANCE OF MESSAGE SEARCH AND RETRIEVALAugust 2022August 2023Allow1210YesNo
17882993SYSTEM AND METHOD FOR EXPANDING A DATA TRANSFER FRAMEWORKAugust 2022February 2025Allow3140YesNo
17877002UPDATING AND EXECUTING SEARCH QUERIES OF MULTIPLE INDEPENDENT PANELS OF A DASHBOARDJuly 2022December 2023Allow1710YesNo
17816089Distribution Of Workloads Among Online Analytics Processing SystemsJuly 2022April 2024Allow2010NoNo
17815683METHODS AND APPARATUS FOR DATA AND DATA REQUEST MANAGEMENTJuly 2022December 2023Allow1610YesNo
17875609TRANSFORMING DATA VISUALIZATIONS DURING PAGE TRANSITIONSJuly 2022July 2024Abandon2340NoNo
17862629INFORMATION PROCESSING APPARATUS, NON-TRANSITORY COMPUTER READABLE MEDIUM, AND INFORMATION PROCESSING METHODJuly 2022January 2026Abandon4210NoNo
17810728INTERACTIVE DYNAMIC GEO-SPATIAL APPLICATION WITH ENRICHED MAP TILESJuly 2022January 2024Allow1910YesNo
17810013KNOWLEDGE GRAPH QUESTION ANSWERING WITH NEURAL MACHINE TRANSLATIONJune 2022April 2024Allow2210YesNo
17809799SYSTEM AND METHOD SUPPORTING INTELLIGENT GEOSPATIAL ANALYSES AND MACHINE LEARNING PREDICTIONSJune 2022January 2025Allow3130YesNo
17853635MONITORING EXECUTION OF DOCUMENT WORKFLOWS USING CLOUD PLATFORM INDEPENDENT DOCUMENT WORKFLOW ORCHESTRATION RUNTIMEJune 2022March 2024Allow2110YesNo
17846840METHODS AND APPARATUS FOR MACHINE LEARNING BASED MALWARE DETECTION AND VISUALIZATION WITH RAW BYTESJune 2022September 2025Allow3910YesNo
17751202Geographic Filter for DocumentsMay 2022March 2024Allow2230YesNo
17748661AD HOC DATA EXPLORATION TOOLMay 2022May 2024Allow2420YesNo
17663628SELECTIVELY IDENTIFYING AND RECOMMENDING DIGITAL CONTENT ITEMS FOR SYNCHRONIZATIONMay 2022July 2023Allow1420YesNo
17657709AUTOMATED NEWS RANKING AND RECOMMENDATION SYSTEMApril 2022December 2023Allow2121YesNo
17696539SYSTEMS AND METHODS FOR PUSHING CONTENTMarch 2022January 2024Allow2230YesNo
17682368Descriptive Topic Modeling with LDA on Bags of Utterance ClustersFebruary 2022December 2024Allow3420NoNo
17677307COMPUTER METHOD, SYSTEM AND PRODUCT FOR PLAYLIST CONTROL USING MEDIA SPOTS HAVING INTELLIGENT CONTENTFebruary 2022March 2023Allow1210NoNo
17591469METHODS AND SYSTEMS FOR CLASSIFYING DATABASE RECORDS BY INTRODUCING TIME DEPENDENCY INTO TIME-HOMOGENEOUS PROBABILITY MODELSFebruary 2022May 2023Allow1610NoNo
17645027APPARATUSES, COMPUTER-IMPLEMENTED METHODS, AND COMPUTER PROGRAM PRODUCTS FOR ACCURATE DATA CODE PROCESSING UTILIZING AUGMENTED DATA CODESDecember 2021April 2024Allow2800NoNo
17275427METHOD FOR DETERMINING PROCESS SEQUENCESDecember 2021June 2025Abandon5110NoNo
17552220SYSTEMS AND METHODS FOR GENERATION AND DISPLAY OF QUERY VISUALIZATIONSDecember 2021March 2024Allow2710YesNo
17531852COMPUTER-READABLE RECORDING MEDIUM STORING INFORMATION PROCESSING PROGRAM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING DEVICENovember 2021February 2024Abandon2710NoNo
17516541PRE-COMPUTATION AND MEMOIZATION OF SIMULATIONSNovember 2021February 2024Allow2720YesNo
17607861METHOD, APPARATUS, AND COMPUTER PROGRAM FOR PROVIDING CYBER SECURITY BY USING A KNOWLEDGE GRAPHOctober 2021May 2024Allow3120YesNo
17514522USER CLICK MODELLING IN SEARCH QUERIESOctober 2021August 2023Allow2110YesNo
17513127Digital Content Query-Aware Sequential SearchOctober 2021August 2024Allow3341YesNo
17450170FRAMEWORK FOR IMPLEMENTING PROCESS APPS FOR PROCESS MININGOctober 2021January 2024Abandon2820NoNo
17450110Data Visualization MethodOctober 2021August 2023Allow2231YesNo
17449631NESTED QUERY EXECUTION TOOLSeptember 2021December 2022Allow1400NoNo
17449632NESTED QUERY ANALYSIS TOOLSeptember 2021April 2023Allow1810YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner CHOI, YUK TING.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
38
Examiner Affirmed
25
(65.8%)
Examiner Reversed
13
(34.2%)
Reversal Percentile
56.1%
Higher than average

What This Means

With a 34.2% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
75
Allowed After Appeal Filing
17
(22.7%)
Not Allowed After Appeal Filing
58
(77.3%)
Filing Benefit Percentile
30.4%
Lower than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 22.7% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

Strategic Recommendations

Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner CHOI, YUK TING - Prosecution Strategy Guide

Executive Summary

Examiner CHOI, YUK TING works in Art Unit 2164 and has examined 351 patent applications in our dataset. With an allowance rate of 68.9%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 38 months.

Allowance Patterns

Examiner CHOI, YUK TING's allowance rate of 68.9% places them in the 31% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by CHOI, YUK TING receive 2.98 office actions before reaching final disposition. This places the examiner in the 86% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by CHOI, YUK TING is 38 months. This places the examiner in the 29% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +47.0% benefit to allowance rate for applications examined by CHOI, YUK TING. This interview benefit is in the 91% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 23.8% of applications are subsequently allowed. This success rate is in the 34% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 16.9% of cases where such amendments are filed. This entry rate is in the 19% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 73.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 60% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 57.8% of appeals filed. This is in the 31% percentile among all examiners. Of these withdrawals, 38.5% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 40.0% are granted (fully or in part). This grant rate is in the 29% percentile among all examiners. Strategic Note: Petitions show below-average success regarding this examiner's actions. Ensure you have a strong procedural basis before filing.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 6.6% of allowed cases (in the 89% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 13% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • Prioritize examiner interviews: Interviews are highly effective with this examiner. Request an interview after the first office action to clarify issues and potentially expedite allowance.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.
  • Examiner cooperation: This examiner frequently makes examiner's amendments to place applications in condition for allowance. If you are close to allowance, the examiner may help finalize the claims.

Relevant MPEP Sections for Prosecution Strategy

  • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
  • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
  • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
  • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
  • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
  • MPEP § 1214.07: Reopening prosecution after appeal

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.