USPTO Examiner PHAM MICHAEL - Art Unit 2167

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19093177PROCESSING USER INPUT TO A COMPUTING ENVIRONMENT USING ARTIFICIAL INTELLIGENCEMarch 2025June 2025Allow200NoNo
18888582System, Method, and Computer Program Product for Accelerated Database Queries Using Aggregation DefinitionsSeptember 2024August 2025Allow1110NoNo
18781414Information Pushing Method and Server SideJuly 2024August 2025Allow1310NoNo
18775353DATA SCRUBBING FOR VERY LARGE DATABASESJuly 2024August 2025Allow1310NoNo
18745863SYSTEMS AND METHODS FOR ENCODING AND SEARCHING SCENARIO INFORMATIONJune 2024June 2025Allow1210YesNo
18738743METHODS AND SYSTEMS FOR PROVIDING DATABASE DEVELOPMENT RECOMMENDATIONS BASED ON MULTI-MODAL CORRELATIONS DETECTED THROUGH ARTIFICIAL INTELLIGENCEJune 2024June 2025Allow1210NoNo
18651192FACILITATING AUTOMATIC ENABLED REPLICATION FOR DETECTED STORAGE CONTEXT IN ADVANCED COMMUNICATION NETWORKSApril 2024September 2025Allow1710YesNo
18647268INFORMATION PROVISION METHODApril 2024April 2025Allow1110NoNo
18642459RESOLVING CONFLICTS BETWEEN DATA SOURCE UPDATES AND USER EDITS TO ONTOLOGY DATAApril 2024May 2025Allow1300NoNo
18635880NEAR REAL-TIME ANALYTICS USING STRUCTURES REPRESENTING DATA DISTRIBUTIONSApril 2024September 2025Allow1710YesNo
18633209System And Method For Transaction Continuity Across Failures In A Scale-Out DatabaseApril 2024December 2024Allow800NoNo
18621059METHOD AND SYSTEM FOR TASK PLANNING AND EXECUTION BASED ON USER QUERYMarch 2024March 2025Allow1200NoNo
18592986MAINTENANCE EVENTS IN A DATA REPLICATION SYSTEMMarch 2024June 2025Allow1520NoNo
18589078STRUCTURED DATA COLLECTION, PRESENTATION, VALIDATION AND WORKFLOW MANAGEMENTFebruary 2024September 2024Allow700NoNo
18428689METHODS AND SYSTEMS FOR DETERMINING A PRIORITY FOR PROCESSING OF SELECTED DATABASE RECORDSJanuary 2024July 2025Allow1710NoNo
18426490VECTOR DATASET INDEX PARAMETER DETERMINATIONJanuary 2024March 2025Allow1400NoNo
18426509VECTOR DATASET INDEX PARAMETER DETERMINATIONJanuary 2024March 2025Allow1400NoNo
18425312QUERY PROCESSING WITH RESTRICTIONS IN A DATABASE CLEAN ROOMJanuary 2024January 2025Allow1210NoNo
18580666METHOD TO STORE DATA ASSOCIATED TO MEMBERS OF ENTITIES OF A DATABASEJanuary 2024May 2025Allow1610NoNo
18392883Systems and Methods for Increasing Database Access ConcurrencyDecember 2023January 2025Allow1310YesNo
18545290Big Data Based Predictive Graph Generation SystemDecember 2023November 2024Allow1110NoNo
18538912SPECULATIVE DECODING IN AUTOREGRESSIVE GENERATIVE ARTIFICIAL INTELLIGENCE MODELSDecember 2023April 2025Allow1610NoNo
18531166COMPUTER-BASED SYSTEMS CONFIGURED TO PRE-TRAIN LANGUAGE MODELS FOR ENTITY RESOLUTION AND METHODS OF USE THEREOFDecember 2023August 2025Allow2010NoNo
18529965SELECTION OF STORAGE SERVERS BASED ON CLUSTERING BANDSDecember 2023June 2025Allow1930YesNo
18524590DATABASE MANAGEMENT SYSTEMSNovember 2023January 2025Allow1410NoNo
18565548DATA PROCESSING APPARATUS, DATA PROCESSING METHOD, AND DATA PROCESSING PROGRAMNovember 2023January 2025Allow1320NoNo
18521723METHODS, SYSTEMS, ELECTRONIC DEVICES, AND STORAGE MEDIA FOR DATABASE TRANSACTION PROCESSINGNovember 2023January 2025Allow1410YesNo
18561925DATA CONVERSION APPARATUS, DATA CONVERSION METHOD AND PROGRAMNovember 2023January 2025Allow1410NoNo
18505890UTILIZING METADATA-BASED CLASSIFICATIONS FOR DATA DISCOVERY IN DATA SETSNovember 2023July 2025Allow2020YesNo
18504754DATABASE SYNCHRONIZATION USING RESIZABLE INVERTIBLE BLOOM FILTERS WITH DATABASE SNAPSHOTSNovember 2023September 2024Allow1010NoNo
18503197DATA CLASSIFICATION METHOD FOR CLASSIFYING INLIER AND OUTLIER DATANovember 2023March 2025Allow1710NoNo
18501448Method and System for Estimating the Cardinality of InformationNovember 2023August 2024Allow910NoNo
18383534UNSUPERVISED USER SEGMENT DISCOVERY SYSTEMOctober 2023January 2024Allow300NoNo
18487515SYSTEMS AND METHODS FOR BACKING UP DATAOctober 2023January 2025Allow1510NoNo
18480028SYMMETRIC QUERY PROCESSING IN A DATABASE CLEAN ROOMOctober 2023August 2024Allow1110NoNo
18471445OPTIMIZED EMBEDDING SEARCHSeptember 2023April 2025Allow1920NoNo
18368298APPARATUS AND A METHOD FOR THE GENERATION OF ELECTRONIC MEDIASeptember 2023February 2024Allow510YesNo
18455778DEVICE ACCESS CONTROL BASED ON DETECTED USER STATEAugust 2023April 2025Allow2010YesNo
18357066INSTRUCTION EXECUTION THAT BROADCASTS AND MASKS DATA VALUES AT DIFFERENT LEVELS OF GRANULARITYJuly 2023September 2024Allow1410NoNo
18344799GENERATING A PROACTIVE ALERT FOR OUTDATED SCRAPING SCRIPTJune 2023February 2024Allow710YesNo
18344192UNIVERSAL SEARCH INDEXER FOR ENTERPRISE WEBSITES AND CLOUD ACCESSIBLE WEBSITESJune 2023January 2026Abandon3030YesNo
18343089SYSTEMS AND METHODS FOR ENCOURAGING APPLICATION EXPLORATIONJune 2023September 2025Allow2630YesNo
18210206UNSUPERVISED USER SEGMENT DISCOVERY SYSTEMJune 2023December 2023Allow620NoNo
18200442SYSTEMS AND METHODS FOR BLOCKCHAIN-BASED CLOUD STORAGE DOCUMENT INTEGRITYMay 2023February 2025Allow2020NoNo
18318904LLM INTEGRATIONS FOR DATA VISUALIZATION IN SPREADSHEET ENVIRONMENTSMay 2023February 2025Allow2110YesNo
18317008COMPUTER IMPLEMENTED METHOD FOR CREATING DATABASE STRUCTURES WITHOUT KNOWLEDGE ON FUNCTIONING OF RELATIONAL DATABASE SYSTEMMay 2023September 2024Allow1610NoNo
18315939KITCHEN DISPLAY SYSTEMS AND METHODSMay 2023April 2025Allow2320YesNo
18314122DETERMINATION APPARATUS, DETERMINATION METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUMMay 2023October 2025Allow2930YesNo
18138572STRUCTURED DATA COLLECTION, PRESENTATION, VALIDATION AND WORKFLOW MANAGEMENTApril 2023November 2023Allow700NoNo
18133475AUTOMATED RESPONSE ENGINE IMPLEMENTING A UNIVERSAL DATA SPACE BASED ON COMMUNICATION INTERACTIONS VIA AN OMNICHANNEL ELECTRONIC DATA CHANNELApril 2023February 2025Allow2310NoNo
18130026SYSTEMS AND METHODS FOR OPTIMIZING DELIVERY OF CONTENT RECOMMENDATIONSApril 2023November 2024Allow1930NoNo
18191708SYSTEM AND METHOD FOR DOCUMENT ANALYSIS TO DETERMINE DIVERSE AND RELEVANT PASSAGES OF DOCUMENTSMarch 2023January 2025Allow2210YesNo
18120611INFORMATION PROVISION METHODMarch 2023January 2024Allow1010NoNo
18180023Dynamic-Ledger-Enabled Edge-Device Query ProcessingMarch 2023November 2023Allow810YesNo
18117810SYSTEM AND METHOD FOR TRANSACTION CONTINUITY ACROSS FAILURES IN A SCALE-OUT DATABASEMarch 2023January 2024Allow1000NoNo
18178399DATABASE SYSTEM FOR TRIGGERING EVENT NOTIFICATIONS BASED ON UPDATES TO DATABASE RECORDS IN AN ELECTRONIC FILEMarch 2023January 2024Allow1120YesNo
18165441FACILITATING CONCURRENT EXECUTION OF DATABASE SNAPSHOT REQUESTSFebruary 2023July 2024Allow1810YesNo
18162708SYMMETRIC QUERY PROCESSING IN A DATABASE CLEAN ROOMJanuary 2023July 2023Allow500NoNo
18161541QUERY PROCESSING WITH RESTRICTIONS IN A DATABASE CLEAN ROOMJanuary 2023January 2024Allow1110NoNo
18095187System, Method, and Computer Program Product for Accelerated Database Queries using Aggregation DefinitionsJanuary 2023June 2024Allow1800NoNo
18086912AUTOMATED LATENCY-AWARE PURGING OF DATABASE RECORDSDecember 2022March 2024Allow1400NoNo
18065524HANDLING PERMISSIONS FOR VIRTUALIZED FILE SERVERSDecember 2022July 2024Allow1930YesNo
18075145USER COHORT QUERY ENGINEDecember 2022September 2024Allow2110NoNo
17990827SYSTEM AND METHOD TO REGULARIZE CANCER TREATMENT DATA FOR SYSTEMATIC RECORDINGNovember 2022May 2024Allow1810YesNo
17977392UNSUPERVISED USER SEGMENT DISCOVERY SYSTEMOctober 2022February 2023Allow300NoNo
17974152SYSTEM AND METHOD FOR AN ULTRA HIGHLY AVAILABLE, HIGH PERFORMANCE, PERSISTENT MEMORY OPTIMIZED, SCALE-OUT DATABASEOctober 2022December 2023Allow1410NoNo
18048662SYSTEM AND METHOD TO ENSURE DATA INTEGRITY OF SOFTWARE DEFINED STORAGE SYSTEMOctober 2022October 2024Allow2420YesNo
17965250MULTI-PARAMETER DATA TYPE FRAMEWORKS FOR DATABASE ENVIRONMENTS AND DATABASE SYSTEMSOctober 2022March 2025Allow2920NoNo
17964675SYNCHRONIZING CONTENT WITH THIRD-PARTY APPLICATIONOctober 2022December 2023Allow1410NoNo
17960977Synchronously Negotiating An Object's Creation Time Across Two Or More Storage SystemsOctober 2022August 2025Allow3430YesNo
17954147DATABASE SYNCHRONIZATION USING RESIZABLE INVERTIBLE BLOOM FILTERS WITH DATABASE SNAPSHOTSSeptember 2022August 2023Allow1010NoNo
17952886Big Data Based Predictive Graph Generation SystemSeptember 2022October 2023Allow1310NoNo
17951632SYSTEM AND METHOD FOR HIGHLY AVAILABLE DATABASE SERVICESeptember 2022January 2024Allow1610NoNo
17895240MINIMIZING READ AND UPDATE CONFLICT ERRORS IN BLOCKCHAINSAugust 2022May 2024Allow2110NoNo
17817883MULTI-TENANT PARTITIONING IN A TIME-SERIES DATABASEAugust 2022March 2024Allow1920YesNo
17871344MAINTENANCE EVENTS IN A DATA REPLICATION SYSTEMJuly 2022November 2023Allow1620YesNo
17863027SYSTEM AND METHOD FOR MANAGING TRANSITION BETWEEN INFERENCE MODELS ACROSS MULTIPLE DATA PROCESSING SYSTEMSJuly 2022April 2024Allow2100NoNo
17855693COMPUTER ESTIMATIONS BASED ON STATISTICAL TREE STRUCTURESJune 2022August 2023Allow1310NoNo
17824348Systems and Methods for Increasing Database Access ConcurrencyMay 2022August 2023Allow1510NoNo
17749415METHOD AND SYSTEM FOR GROUPING OF BLOCKCHAIN NODESMay 2022February 2024Allow2110NoNo
17750019ENTERPRISE DATA MANAGEMENT LOGIC CONFIGURATIONMay 2022June 2024Allow2510NoNo
17663642BLOCKCHAIN-BASED DATA SHARING METHOD AND APPARATUSMay 2022May 2024Abandon2410NoNo
17662623CONTEXT DEPENDENT EXECUTION TIME PREDICTION FOR REDIRECTING QUERIESMay 2022March 2023Allow1000NoNo
17730656MANAGING IDENTIFIERS FOR MULTINODAL MASTER SYSTEMS OF UNKNOWN OR CHANGING SIZEApril 2022March 2023Allow1100NoNo
17714007PROPAGATION OF EXTENSIONS OF DATA ARTIFACTSApril 2022March 2024Allow2310YesNo
17710515METHOD AND/OR SYSTEM FOR TAGGING TREESMarch 2022September 2023Allow1720NoNo
17709813RESTRICTION-COMPLIANT DATA REPLICATIONMarch 2022November 2024Allow3240YesNo
17703453DATABASE QUERY PERFORMANCE IMPROVEMENTMarch 2022November 2024Allow3230YesNo
17656010BLOCKCHAIN BASED MULTI VENDOR CHANGE MONITORING SYSTEMMarch 2022August 2023Allow1710YesNo
17699444TECHNIQUES FOR REPLICATING MANAGEMENT DATAMarch 2022April 2024Allow2510NoNo
17655572SYSTEM AND METHOD OF UPDATING CONTENT SERVER METADATAMarch 2022July 2024Allow2820YesNo
17653724STATISTICS UPDATE OF A DATABASE HAVING A PRIMARY SIDE AND A STANDBY SIDEMarch 2022October 2024Allow3230YesNo
17688896STRUCTURED DATA COLLECTION, PRESENTATION, VALIDATION AND WORKFLOW MANAGEMENTMarch 2022January 2023Allow1100NoNo
17682332DATA CONFLICT RESOLUTION IN PERIODICALLY OFFLINE SYSTEMSFebruary 2022July 2025Allow4020YesYes
17652873RESTRICTED QUERIES IN A DATABASE CLEAN ROOMFebruary 2022October 2022Allow710NoNo
17682390SYNCHRONIZING ONLINE AND OFFLINE TRANSFER OF DATA TO CLOUD STORAGE SYSTEMFebruary 2022March 2023Allow1200NoNo
17677958INSTRUCTION EXECUTION THAT BROADCASTS AND MASKS DATA VALUES AT DIFFERENT LEVELS OF GRANULARITYFebruary 2022March 2023Allow1310NoNo
17590766DYNAMIC SEARCH INTERFACESFebruary 2022August 2024Allow3130YesNo
17590471METHODS AND SYSTEMS FOR PROVIDING DATABASE DEVELOPMENT RECOMMENDATIONS BASED ON MULTI-MODAL CORRELATIONS DETECTED THROUGH ARTIFICIAL INTELLIGENCEFebruary 2022February 2024Allow2410NoNo
17589661INTERACTIVE LOCATION QUERIES FOR RAW MACHINE DATAJanuary 2022April 2023Allow1410YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
23
Examiner Affirmed
14
(60.9%)
Examiner Reversed
9
(39.1%)
Reversal Percentile
60.7%
Higher than average

What This Means

With a 39.1% 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
54
Allowed After Appeal Filing
17
(31.5%)
Not Allowed After Appeal Filing
37
(68.5%)
Filing Benefit Percentile
48.2%
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, 31.5% 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 PHAM, MICHAEL - Prosecution Strategy Guide

Executive Summary

Examiner PHAM, MICHAEL works in Art Unit 2167 and has examined 502 patent applications in our dataset. With an allowance rate of 73.9%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 37 months.

Allowance Patterns

Examiner PHAM, MICHAEL's allowance rate of 73.9% places them in the 38% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by PHAM, MICHAEL receive 2.69 office actions before reaching final disposition. This places the examiner in the 79% 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 PHAM, MICHAEL is 37 months. This places the examiner in the 32% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +31.7% benefit to allowance rate for applications examined by PHAM, MICHAEL. This interview benefit is in the 79% 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, 25.3% of applications are subsequently allowed. This success rate is in the 40% 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 28.1% of cases where such amendments are filed. This entry rate is in the 40% percentile among all examiners. Strategic Recommendation: This examiner shows below-average receptiveness to after-final amendments. You may need to file an RCE or appeal rather than relying on after-final amendment entry.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 66.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 53% 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 61.7% of appeals filed. This is in the 39% percentile among all examiners. Of these withdrawals, 40.5% 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, 18.8% are granted (fully or in part). This grant rate is in the 10% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 8.6% of allowed cases (in the 92% 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.
  • 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.