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
18740895MATERIALIZED COLUMN CREATION METHOD AND DATA QUERY METHOD BASED ON DATA LAKEJune 2024February 2025Allow820NoNo
18556618MANAGEMENT METHOD AND DEVICE FOR HAZARDOUS CHEMICALS, AND A CONSTRUCTION METHOD FOR A MANAGEMENT DATABASEApril 2024January 2025Allow1520NoNo
18626957MODEL GENERATION BASED ON MODULAR STORAGE OF TRAINING DATAApril 2024October 2024Allow610YesNo
18622880RESEARCH AND INVESTIGATION SYSTEMS INCORPORATING GRAPH DATABASESMarch 2024August 2024Allow510YesNo
18533003DATA REVISION CONTROL IN LARGE-SCALE DATA ANALYTIC SYSTEMSDecember 2023April 2025Allow1720YesNo
18529025USER CLICK MODELLING IN SEARCH QUERIESDecember 2023January 2025Allow1310YesNo
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
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
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
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
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
18088030ORCHESTRATION OF STORAGE SYSTEM-BASED SNAPSHOT SHIPPINGDecember 2022January 2025Allow2520YesNo
18088126CLIENT-SIDE HASHSET CHANGE DETECTIONDecember 2022April 2025Allow2720YesNo
18087721MULTI-ROOT CONTENT MANAGEMENT SYSTEMDecember 2022February 2025Allow2630YesNo
18087482METHODS AND APPARATUS USING LOCKS TO THROTTLE A DISTRIBUTED CLOUD DATABASE WORKLOADDecember 2022April 2025Allow2730YesNo
18085204SYSTEMS AND METHODS FOR VISUALIZING ONE OR MORE DATASETSDecember 2022February 2024Allow1420YesNo
18085559OBTAINING FULL SNAPSHOTS FOR SUBSETS OF OBJECTS OVER TIMEDecember 2022March 2025Allow2730YesNo
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
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
17816089Distribution Of Workloads Among Online Analytics Processing SystemsJuly 2022April 2024Allow2010NoNo
17877002UPDATING AND EXECUTING SEARCH QUERIES OF MULTIPLE INDEPENDENT PANELS OF A DASHBOARDJuly 2022December 2023Allow1710YesNo
17815683METHODS AND APPARATUS FOR DATA AND DATA REQUEST MANAGEMENTJuly 2022December 2023Allow1610YesNo
17875609TRANSFORMING DATA VISUALIZATIONS DURING PAGE TRANSITIONSJuly 2022July 2024Abandon2340NoNo
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
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
17514522USER CLICK MODELLING IN SEARCH QUERIESOctober 2021August 2023Allow2110YesNo
17607861METHOD, APPARATUS, AND COMPUTER PROGRAM FOR PROVIDING CYBER SECURITY BY USING A KNOWLEDGE GRAPHOctober 2021May 2024Allow3120YesNo
17513127Digital Content Query-Aware Sequential SearchOctober 2021August 2024Allow3341YesNo
17450170FRAMEWORK FOR IMPLEMENTING PROCESS APPS FOR PROCESS MININGOctober 2021January 2024Abandon2820NoNo
17450110Data Visualization MethodOctober 2021August 2023Allow2231YesNo
17449632NESTED QUERY ANALYSIS TOOLSeptember 2021April 2023Allow1810YesNo
17449631NESTED QUERY EXECUTION TOOLSeptember 2021December 2022Allow1400NoNo
17449099PRIORITIZED REPROCESSING OF CRAWLED FILESSeptember 2021January 2023Allow1610NoNo
17479993SYSTEMS AND METHODS FOR REMOVING NON-CONFORMING WEB TEXTSeptember 2021January 2024Allow2820YesNo
17478772VISUALIZING TEMPORAL INFORMATIONSeptember 2021August 2023Allow2340YesNo
17463345DATA REVISION CONTROL IN LARGE-SCALE DATA ANALYTIC SYSTEMSAugust 2021August 2023Allow2320YesNo
17408344STORING A NON-ORDERED ASSOCIATIVE ARRAY OF PAIRS USING AN APPEND-ONLY STORAGE MEDIUMAugust 2021November 2022Allow1510YesNo
17394994PRACTICAL SUPERVISED CLASSIFICATION OF DATA SETSAugust 2021October 2023Allow2621YesNo
17370277ADAPTIVE STATISTICAL DATA DE-IDENTIFICATION BASED ON EVOLVING DATA STREAMSJuly 2021June 2023Allow2420YesYes
17348591NATURAL LANGUAGE TRIGGERING FOR SEARCH ANSWER EXTENSIBILITYJune 2021October 2024Abandon4040YesYes
17302503TEXT STANDARDIZATION AND REDUNDANCY REMOVALMay 2021October 2023Allow2930YesNo
17219694PROVIDING QUERY RESTATEMENTS FOR EXPLAINING NATURAL LANGUAGE QUERY RESULTSMarch 2021March 2023Allow2330NoNo
17192449DECLARATIVE SPECIFICATION OF VISUALIZATION QUERIESMarch 2021December 2023Allow3330YesNo
17190032IDENTIFICATION OF EMERGING CLUSTERSMarch 2021November 2023Allow3240YesNo
17188405GUIDED EXPLORATION FOR CONVERSATIONAL BUSINESS INTELLIGENCEMarch 2021March 2025Allow4961YesNo
17181434SMART FILTERS AND SEARCHFebruary 2021April 2023Allow2520YesNo
17179265FAST, APPROXIMATE CONDITIONAL DISTRIBUTION SAMPLINGFebruary 2021February 2023Allow2410YesNo
17260654LOG ANALYSIS DEVICE, LOG ANALYSIS METHOD, AND PROGRAMJanuary 2021August 2024Allow4310YesNo
17139363Generating Dynamic Knowledge Graph of Media Contents for Assistant SystemsDecember 2020June 2023Allow3030YesNo
17134607PARALLEL OPERATIONS RELATING TO MICRO-MODELS IN A DATABASE SYSTEMDecember 2020February 2023Allow2511NoNo
17110605METHOD AND MODULE FOR LINKING DATA OF A DATA SOURCE TO A TARGET DATABASEDecember 2020February 2023Allow2630NoNo
17083894MANAGEMENT AND OPTIMIZATION OF SEARCH TERM CLUSTERINGOctober 2020October 2022Allow2420YesNo
17081422BUILDING AND MODIFYING CONVERSATIONAL USER JOURNEYSOctober 2020April 2023Allow3020YesNo
17074206Systems and Methods for Integration of Machine Learning Components within a Pipelined Search Query to Generate a Graphic VisualizationOctober 2020April 2023Allow3020YesNo
17015279INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND COMPUTER PROGRAMSeptember 2020September 2023Allow3620YesNo
17013262LOGICAL DOCUMENT STRUCTURE IDENTIFICATIONSeptember 2020March 2023Abandon3020YesNo
17005420INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING SYSTEM, AND COMPUTER PROGRAM PRODUCT FOR CONVERTING A CAUSAL RELATIONSHIP INTO A GENERALIZED EXPRESSIONAugust 2020December 2022Allow2810YesNo
17004821SERVERAugust 2020February 2023Abandon2920NoNo
17004493SYSTEM AND USER INTERFACES FOR SEARCHING RESOURCES AND RELATED DOCUMENTS USING DATA STRUCTURESAugust 2020January 2023Allow2940YesNo
16988243AD HOC DATA EXPLORATION TOOLAugust 2020January 2023Allow3030YesNo
16904018INFORMATION PROCESSING APPARATUS AND METHOD, AND PROGRAMJune 2020January 2025Abandon5540YesNo

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
26
Examiner Affirmed
17
(65.4%)
Examiner Reversed
9
(34.6%)
Reversal Percentile
55.3%
Higher than average

What This Means

With a 34.6% 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
55
Allowed After Appeal Filing
11
(20.0%)
Not Allowed After Appeal Filing
44
(80.0%)
Filing Benefit Percentile
21.8%
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, 20.0% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the bottom 25% across the USPTO, indicating that filing appeals is less effective here than in most other areas.

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 363 patent applications in our dataset. With an allowance rate of 74.7%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 32 months.

Allowance Patterns

Examiner CHOI, YUK TING's allowance rate of 74.7% places them in the 32% 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 2.70 office actions before reaching final disposition. This places the examiner in the 90% 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 32 months. This places the examiner in the 31% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +43.1% 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, 27.2% of applications are subsequently allowed. This success rate is in the 37% 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 18.6% of cases where such amendments are filed. This entry rate is in the 14% 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, 80.0% 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 60.6% of appeals filed. This is in the 32% percentile among all examiners. Of these withdrawals, 42.5% 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, 40.7% are granted (fully or in part). This grant rate is in the 41% 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 4.4% of allowed cases (in the 88% 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 11% 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.