USPTO Examiner PHAM TUAN A - Art Unit 2163

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19096032SYSTEMS AND METHODS FOR LOW LATENCY WATCHESMarch 2025September 2025Allow610NoNo
19047760GENERATING DATABASE MODIFICATIONS-BASED EVENT PARAMETERSFebruary 2025September 2025Allow720YesNo
18962808DATA MIGRATION METHOD, ELECTRONIC DEVICE, AND STORAGE MEDIUMNovember 2024October 2025Allow1120NoNo
18945343INTEGRATING FILE SYSTEM OPERATIONS WITH NETWORK INFRASTRUCTURENovember 2024October 2025Allow1120NoNo
18888849MUTUAL INFORMATION-DRIVEN ADDRESS VALIDATION SYSTEM LEVERAGING DATASET DISTILLATION AND CONFORMAL PREDICTIONSeptember 2024December 2025Allow1510NoNo
18884628NATIVE TRANSACTION GUARDSeptember 2024March 2026Allow1810NoNo
18828906SYSTEM AND METHOD FOR OPERATIONAL WORKFLOW TRANSPARENCY AND END-TO-END EVENTS TRACKINGSeptember 2024February 2026Allow1810NoNo
18817030Methods for validating transactions in a system that includes indeterministic values and ordering of change log events by using deterministic indicia of the transactionsAugust 2024September 2025Allow1300NoNo
18812698SYSTEM AND METHOD FOR SETTING AND MONITORING CHECKPOINTS IN STRUCTURED DATAAugust 2024December 2025Allow1630YesNo
18799431GLOBAL NAMESPACES FOR DISTRIBUTED FILE SYSTEMSAugust 2024October 2024Allow200NoNo
18796950PLATFORM FOR SEMANTIC SEARCH AND DYNAMIC RECLASSIFICATIONAugust 2024August 2025Allow1200NoNo
18777937System and method for improving data security using dynamic data fragmentation and data generationJuly 2024December 2025Allow1720NoNo
18774206DIFFERENCE-SPECIFIC DATABASE UPDATEJuly 2024January 2026Allow1820YesNo
18769788METHOD AND APPARATUS FOR SYNCHRONOUSLY UPDATING METADATA IN DISTRIBUTED DATABASEJuly 2024September 2025Allow1510YesNo
18768953IoT Enhanced Search ResultsJuly 2024December 2025Allow1710YesNo
18767777TEMPORAL TRANSFORMATION OF LOCATION-BASED QUERIESJuly 2024March 2026Allow2020YesNo
18766873RECOVERY OF A TARGET DATABASE SYSTEMJuly 2024July 2025Allow1210NoNo
18755349EFFICIENT COMPUTATION OVER A WIDE TABLEJune 2024December 2025Allow1820YesNo
18745835Method for Information Processing Based on LLM, Electronic Device, and Storage MediumJune 2024February 2026Allow2020NoNo
18717900SYSTEM AND METHOD FOR HANDLING DATA CONSOLIDATION FROM AN EDGE DEVICE TO A TARGET DATABASEJune 2024November 2025Allow1710NoNo
18736183RESTORING VIRTUAL MACHINE DATA TO CLOUD USING A VIRTUAL SERVER CLOUD FILE SYSTEMJune 2024April 2025Allow1110NoNo
18646043ENHANCED NETWORK ATTACHED STORAGE (NAS) SERVICES INTERFACING TO CLOUD STORAGEApril 2024April 2025Allow1210NoNo
18645173Database Management System for Optimizing Queries via Multiple OptimizersApril 2024February 2026Abandon2220NoNo
18615664MECHANISMS FOR MAINTAINING CHAINS WITHOUT LOCKSMarch 2024August 2025Allow1610YesNo
18613686SYSTEMS AND METHODS FOR HYDRATING AND MAINTAINING DATA INTEGRITY OF A DATA LAKEMarch 2024August 2025Allow1710YesNo
18608597System and Method for Feature Determination and Content SelectionMarch 2024November 2025Allow2020YesNo
18606364Techniques For Concurrent Data Value CommitsMarch 2024July 2025Allow1610YesNo
18692019DATA TYPE CONVERSION METHOD, STORAGE MEDIUM, DEVICE, AND PRINTED CIRCUIT BOARDMarch 2024October 2025Allow1911NoNo
18583746SHARING NAMESPACES ACROSS FILE SYSTEM CLUSTERSFebruary 2024May 2024Allow300NoNo
18429099AUDIT RECORDS MONITORING USING A BLOCKCHAIN STRUCTUREJanuary 2024October 2025Allow2120YesNo
18426175SYSTEM AND METHOD OF AI ASSISTED SEARCHJanuary 2024April 2025Allow1410YesNo
18426114VIRTUAL DATABASE TABLES WITH UPDATABLE LOGICAL TABLE POINTERSJanuary 2024February 2026Allow2420YesYes
18413786System and Method for Online Information, Employment, Social and Other Compatibility Search, Matching and RankingJanuary 2024March 2025Allow1310NoNo
18413183SYNCHRONIZATION OF METADATA IN A DISTRIBUTED STORAGE SYSTEMJanuary 2024March 2025Allow1410NoNo
18410342METHODS AND APPARATUS FOR AUTOMATIC CREATION AND ACCESS TO FAVORITE PERSONAL CLOUD DATAJanuary 2024January 2026Abandon2420YesNo
18520435GRAPH MODELS OF RELATIONSHIPS BETWEEN DATA STORED IN BLOCKS ON DISTRIBUTED LEDGERS THAT ARE LEARNED THROUGH MACHINE LEARNING AND PLATFORMS FOR CREATING, CATALOGING, AND STORING THE SAMENovember 2023March 2026Abandon2821NoNo
18517187DATA REMEDIATION USING AN EVOLVING MODELNovember 2023October 2025Allow2320YesNo
18510556System and Method for Automated Integration of Contextual Information with a Series of Digital Images Displayed in a Display SpaceNovember 2023June 2025Allow1910NoNo
18389331Managed Tables for Data LakesNovember 2023September 2025Allow2230YesNo
18503791SHARING NAMESPACES ACROSS FILE SYSTEM CLUSTERSNovember 2023December 2023Allow200NoNo
18492425PUBLISHING TO A DATA WAREHOUSEOctober 2023December 2024Allow1410NoNo
18474656DATA PROCESSING APPARATUS AND METHODSeptember 2023July 2025Allow2220NoNo
18468749MEMORY CONTROLLER, MEMORY SYSTEM AND OPERATING METHOD OF MEMORY DEVICESeptember 2023February 2025Allow1710YesNo
18465770Method for validating subsets of transactions in a system that includes indeterministic ordering of change log events by using deterministic indicia of the transaction subsetsSeptember 2023July 2024Allow1110NoNo
18465762SYSTEM AND METHOD OF AI ASSISTED SEARCH BASED ON EVENTS AND LOCATIONSeptember 2023October 2025Allow2531YesNo
18548337PROCESSING EXECUTION SYSTEM, PROCESSING EXECUTION METHOD, AND PROGRAMAugust 2023July 2025Allow2220YesNo
18457316DATABASE VERSIONING BASED ON TRANSACTIONSAugust 2023December 2024Allow1610NoNo
18235407SYSTEMS AND METHODS OFFLINE DATA SYNCHRONIZATIONAugust 2023November 2025Allow2721NoNo
18276378CLASSIFICATION SYSTEM, METHOD, AND PROGRAMAugust 2023October 2024Allow1410NoNo
18366276SMART RESOURCE EFFICIENT SNAPSHOT RULE BASED ON UNIQUE DATA TRACKINGAugust 2023December 2024Allow1610YesNo
18361822SEARCHING FOR IMAGES USING GENERATED IMAGESJuly 2023October 2024Allow1520YesNo
18358796OBJECT-BASED TEXT SEARCHING USING GROUP SCORE EXPRESSIONSJuly 2023November 2024Allow1610NoNo
18262808CLUSTER COUNT SETTING APPARATUS, CLUSTER COUNT SETTING METHOD AND PROGRAMJuly 2023August 2025Abandon2520YesNo
18222405ARTIFICIAL INTELLIGENCE-BASED SIMILAR SOUND SOURCE SEARCH SYSTEM AND METHODJuly 2023September 2024Allow1410YesNo
18324685QUERY RESTARTABILITYMay 2023May 2024Allow1210YesNo
18202459DISTRIBUTED MODEL TRAINING WITH COLLABORATION WEIGHTS FOR PRIVATE DATA SETSMay 2023February 2026Allow3200NoNo
18314441METHODS, APPARATUSES AND COMPUTER PROGRAM PRODUCTS FOR INTENT-DRIVEN QUERY PROCESSINGMay 2023December 2024Allow1910YesNo
18314627FEDERATED GRAPH QUERIES ACROSS HETEROGENEOUS DATA STORESMay 2023September 2024Allow1710YesNo
18312701DISSEMINATING CONFIGURATION ACROSS DISTRIBUTED SYSTEMS USING DATABASE NODESMay 2023November 2024Abandon1810NoNo
18312717PROCESS MODELING BASED ON PROCESS INSIGHTSMay 2023October 2024Allow1710YesNo
18307575EXTENDING RETENTION LOCK PROTECTION FROM ON-PREMISES TO THE CLOUDApril 2023September 2024Allow1710NoNo
18306782BUILDING AND DEPLOYING A TAG LIBRARY FOR WEB SITE ANALYTICS AND TESTINGApril 2023March 2025Allow2220YesNo
18296534Method for validating transactions in a system that includes indeterministic ordering of change log events by using deterministic indiciaApril 2023August 2023Allow410NoNo
18130670IMPLEMENTATION OF INSTANT CORRUPTION DETECTION AND RECOVERYApril 2023January 2025Allow2120NoNo
18130899CONTENT RECOMMENDATION SYSTEM AND METHODApril 2023December 2024Allow2020NoNo
18130386Two-Stage Selection of Local Information ItemsApril 2023July 2024Allow1610NoNo
18193433EXTENSIVE-DIMENSIONAL SOLUTIONS FOR DATA LINEAGEMarch 2023March 2025Allow2321YesNo
18128152ACTIVE INVALIDATION OF METADATA CACHE ENTRIESMarch 2023September 2024Allow1810NoNo
18190198Accessing data objects using user defined function (UDF) streamsMarch 2023February 2025Allow2320NoNo
18190265SYSTEMS AND METHODS FOR LOCATING AND RECOVERING KEY POPULATIONS OF DESIRED DATAMarch 2023May 2024Abandon1310NoNo
18189909LIGHTWEIGHT FILESYSTEM FOR REMOTE STORAGE CACHINGMarch 2023March 2024Allow1200NoNo
18122435CUSTOM METADATA TAG INHERITANCE BASED ON A FILESYSTEM DIRECTORY TREE OR OBJECT STORAGE BUCKETMarch 2023November 2024Allow2011YesNo
18181511METHOD AND SYSTEM FOR PREDICTING FUEL CONSUMPTION FOR A FLIGHT OF AN AIRCRAFTMarch 2023January 2026Allow3400NoNo
18117923OPTIMIZING GRADIENT BOOSTING FEATURE SELECTIONMarch 2023March 2024Allow1310YesNo
18115394PROCESSING PIPELINE ARRANGEMENT FOR ENTERPRISE RESOURCE PLANNING SOFTWARE APPLICATIONFebruary 2023August 2024Allow1810NoNo
18170981SYSTEM AND METHOD FOR USING PROBABILISTIC DATA STRUCTURE TO SYNCHRONIZE DATA BETWEEN A PLURALITY OF DATASETSFebruary 2023August 2024Allow1810NoNo
18163191DYNAMIC CONTENT DELIVERY SEARCH SYSTEMFebruary 2023January 2026Abandon3640YesNo
18162342REDO AVOIDANCE DURING DATABASE RECOVERYJanuary 2023November 2024Allow2111YesNo
18162347METADATA-BASED FEATURE EXPANSION FOR AUTOMATED MACHINE LEARNING PROCESSESJanuary 2023May 2024Allow1510NoNo
18157869GENERIC PARITY SOLUTION FOR HIGHLY DYNAMIC SOURCESJanuary 2023November 2023Allow1020YesNo
18099866SYSTEM AND METHOD FOR DISJUNCTIVE JOINS USING A LOOKUP TABLEJanuary 2023May 2024Allow1620YesNo
18157431PLATFORM FOR SEMANTIC SEARCH AND DYNAMIC RECLASSIFICATIONJanuary 2023April 2024Allow1400NoNo
18094959SAVING FILES FROM THIRD-PARTY SYSTEMS DIRECTLY TO A CLOUD STORAGE SYSTEMJanuary 2023July 2024Allow1810NoNo
18090429WRITE PROTECTING TENANT DATA IN A MULTI-TENANT DATABASE SYSTEMDecember 2022August 2024Allow1910YesNo
18146932TEMPORAL TRANSFORMATION OF LOCATION-BASED QUERIESDecember 2022April 2024Allow1510YesNo
18145714MANAGING PRE-CACHING OF RESULTSDecember 2022June 2024Allow1810YesNo
18080484Comparing Ordered Sets Generated by Different Data-Processing EnginesDecember 2022July 2024Allow1911YesNo
18080516CONSISTENCY MANAGEMENT OF COMPUTING OBJECTS OR FILESDecember 2022July 2024Allow1910YesNo
18079238LOG EXECUTION METHOD AND APPARATUS, COMPUTER DEVICE AND STORAGE MEDIUMDecember 2022June 2024Allow1810YesNo
18064696DATABASE SYSTEMS WITH ADAPTIVE AUTOMATED METADATA ASSIGNMENTDecember 2022April 2024Allow1610YesNo
18063929ANNOTATING AND COLLECTING DATA-CENTRIC AI QUALITY METRICS CONSIDERING USER PREFERENCESDecember 2022July 2025Allow3140YesNo
17994550SYSTEMS AND METHODS FOR MAINTAINING AND UPDATING AN EVENT LOGGING DATABASENovember 2022February 2024Allow1510YesNo
17993500FILE JOURNAL INTERFACE FOR SYNCHRONIZING CONTENTNovember 2022August 2024Allow2020YesNo
17992805SYSTEM AND METHOD FOR USE OF A DYNAMIC FLOW IN A MULTIDIMENSIONAL DATABASE ENVIRONMENTNovember 2022September 2024Allow2120NoNo
17924125LEARNING AN OPTIMAL PRECODING POLICY FOR MULTI-ANTENNA COMMUNICATIONSNovember 2022August 2025Allow3300NoNo
17980427SHARED OBJECT DISCOVERY TECHNIQUESNovember 2022June 2023Allow710YesNo
17979313UNIFIED METADATA SEARCHNovember 2022January 2025Allow2720YesNo
17973576System and Method for Feature Determination and Content SelectionOctober 2022October 2023Allow1200NoNo
17966721DISTRIBUTED STORAGE SYSTEM AND METHOD OF STORING LARGE DATA USING BLOCKCHAINOctober 2022July 2025Abandon3320NoNo
17918013CLASSIFICATION METHOD OF DATA PATTERN AND CLASSIFICATION SYSTEM OF DATA PATTERNOctober 2022July 2024Allow2120YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner PHAM, TUAN A.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
22
Examiner Affirmed
10
(45.5%)
Examiner Reversed
12
(54.5%)
Reversal Percentile
80.8%
Higher than average

What This Means

With a 54.5% reversal rate, the PTAB has reversed the examiner's rejections more often than affirming them. This reversal rate is in the top 25% across the USPTO, indicating that appeals are more successful here than in most other areas.

Strategic Value of Filing an Appeal

Total Appeal Filings
42
Allowed After Appeal Filing
18
(42.9%)
Not Allowed After Appeal Filing
24
(57.1%)
Filing Benefit Percentile
70.6%
Higher 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, 42.9% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting 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 is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Examiner PHAM, TUAN A - Prosecution Strategy Guide

Executive Summary

Examiner PHAM, TUAN A works in Art Unit 2163 and has examined 670 patent applications in our dataset. With an allowance rate of 85.1%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 30 months.

Allowance Patterns

Examiner PHAM, TUAN A's allowance rate of 85.1% places them in the 61% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by PHAM, TUAN A receive 1.84 office actions before reaching final disposition. This places the examiner in the 43% percentile for office actions issued. This examiner issues fewer office actions than average, which may indicate efficient prosecution or a more lenient examination style.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by PHAM, TUAN A is 30 months. This places the examiner in the 59% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +32.8% benefit to allowance rate for applications examined by PHAM, TUAN A. This interview benefit is in the 81% 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, 34.9% of applications are subsequently allowed. This success rate is in the 78% percentile among all examiners. Strategic Insight: RCEs are highly effective with this examiner compared to others. If you receive a final rejection, filing an RCE with substantive amendments or arguments has a strong likelihood of success.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 12.3% of cases where such amendments are filed. This entry rate is in the 12% 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, 44.4% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 40% percentile among all examiners. Note: Pre-appeal conferences show below-average success with this examiner. Consider whether your arguments are strong enough to warrant a PAC request.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 56.9% of appeals filed. This is in the 29% percentile among all examiners. Of these withdrawals, 17.2% 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, 47.9% are granted (fully or in part). This grant rate is in the 43% 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 4.0% of allowed cases (in the 83% 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 12% 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:

  • 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.
  • RCEs are effective: This examiner has a high allowance rate after RCE compared to others. If you receive a final rejection and have substantive amendments or arguments, an RCE is likely to be successful.
  • 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.