USPTO Examiner ZHAO YU - Art Unit 2169

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19187093OFFLINE PROCESSING OF ADAPTIVE NAMESPACE VERIFICATION FOR CLUSTER FILESYSTEMSApril 2025January 2026Allow900NoNo
19084647DIGITAL ASSISTANT INTELLIGENCE ENGINEMarch 2025January 2026Allow1030YesNo
19080680ENABLING REAL-TIME INTEGRATION OF UP-TO-DATE SILOED DATAMarch 2025January 2026Allow1100NoNo
18821577Cloud-Based Metadata Management For On-Premise Storage SystemsAugust 2024March 2026Allow1920YesNo
18731733INTERACTIVE GEOGRAPHICAL MAPJune 2024November 2025Allow1810YesNo
18669468PARALLEL SEARCH RESULT PIPELINE EVALUATIONSMay 2024January 2026Allow1910YesNo
18648272Duplication Elimination In Depth Based Searches For Distributed SystemsApril 2024March 2026Allow2210YesNo
18630749Modular Execution and Management of Extract, Transform, Load (ETL) ProcessesApril 2024December 2025Allow2010YesNo
18597452ENTERPRISE INFORMATION ITEM LOCATION AND MANAGEMENT SYSTEMSMarch 2024March 2026Allow2420YesNo
18424504Tag-Based Enforcement Of Object Storage Policies Across Tenants Of An Object Storage SystemJanuary 2024March 2026Allow2521YesNo
18407562Protective Distributed Database ServiceJanuary 2024October 2025Allow2120YesNo
18401819Selecting Storage Targets in a Distributed Storage SystemJanuary 2024September 2025Abandon2020YesNo
18392558PARTITIONING DATA IN A VERSIONED DATABASEDecember 2023March 2025Allow1510YesNo
18392237REPLICATING DATA IN A VERSIONED DATABASEDecember 2023June 2025Allow1820NoNo
18390739WRITING GRAPH DATADecember 2023August 2024Allow800NoNo
18571855MACHINING SYSTEM, SEARCH METHOD, AND SEARCH PROGRAMDecember 2023January 2026Allow2530NoNo
18571142SYSTEMS, APPARATUS, ARTICLES OF MANUFACTURE, AND METHODS FOR CROSS TRAINING AND COLLABORATIVE ARTIFICIAL INTELLIGENCE FOR PROACTIVE DATA MANAGEMENT AND ANALYTICSDecember 2023March 2026Abandon2721YesNo
18542378FILTER DIRECTION MODIFICATIONS TO VECTOR-BASED SEARCHDecember 2023May 2025Allow1700NoNo
18514166SYSTEMS AND METHODS FOR SEARCHING FOR A MEDIA ASSETNovember 2023September 2025Allow2220YesNo
18383611REPRESENTING LISTINGS FOR RESERVATIONS ON MAPOctober 2023December 2024Allow1310YesNo
18491043SYSTEM AND METHOD FOR RECOGNIZING MUSIC BASED ON AUDITORY MEMORY AND GENERATING PLAYLISTSOctober 2023April 2025Abandon1810NoNo
18483734METHOD OF STORING BLOCKCHAIN TRANSACTION DATA USING FOUNTAIN CODES AND APPARATUS FOR THE SAMEOctober 2023October 2025Abandon2521YesNo
18477853SYSTEMS AND METHODS FOR EXECUTING JUMP-BASED CONTENT-DEFINED DATA CHUNKINGSeptember 2023September 2025Allow2410NoNo
18373676SYSTEM AND METHOD FOR AUTOMATIC CREATION OF STRUCTURED DATA OBJECTS FROM UNSTRUCTURED DATASeptember 2023January 2025Allow1620YesNo
18369923DATABASE MANAGEMENT APPARATUS AND METHODSeptember 2023June 2025Allow2110NoNo
18243761DATA STORAGE SYSTEM WITH EFFICIENT DATA CHANGE REPORTING FOR REPLICATIONSeptember 2023April 2025Allow2010YesNo
18459670LOOPBACK CONTROL IN MULTI-ACTIVE DATABASE SYNCHRONIZATIONSeptember 2023May 2025Allow2010NoNo
18458401SYSTEM AND METHOD FOR MANAGING DATA BY PROCESSING SEARCH QUERIESAugust 2023November 2025Allow2730YesNo
18366294METHODS AND SYSTEMS FOR INFERRED INFORMATION PROPAGATION FOR AIRCRAFT PROGNOSTICSAugust 2023August 2024Allow1210YesNo
18351309DATA RECOMMENDER USING LINEAGE TO PROPAGATE VALUE INDICATORSJuly 2023November 2024Allow1610YesNo
18351355DATA RECOMMENDER USING LINEAGE TO PROPAGATE VALUE INDICATORSJuly 2023November 2024Allow1610YesNo
18219530SYSTEMS AND METHODS FOR REINFORCING SEARCH ENGINE BEHAVIOR USING FEDERATED LEARNINGJuly 2023September 2025Allow2620YesNo
18345420DELETING DATA IN A VERSIONED DATABASEJune 2023November 2025Allow2830YesNo
18338180On-Demand Retrieval of Structured Data in Aggregating Data Across Distinct SourcesJune 2023January 2026Allow3130YesNo
18330537SYSTEM AND METHOD FOR OPEN-VOCABULARY QUERY-BASED DENSE RETRIEVAL AND MULTI SCALE LOCALIZATIONJune 2023October 2025Abandon2921YesNo
18200496APPROXIMATE MATCHINGMay 2023April 2025Allow2240YesNo
17640685SYSTEMS AND METHODS FOR AGGREGATING CLIENT DATAFebruary 2023May 2025Abandon3920NoNo
18158121METHOD AND SYSTEM OF USING DOMAIN SPECIFIC KNOWLEDGE IN RETRIEVING MULTIMODAL ASSETSJanuary 2023February 2025Allow2510YesNo
18096580AGGREGATED CONTENT EDITING SERVICES (ACES), AND RELATED SYSTEMS, METHODS, AND APPARATUSJanuary 2023January 2025Abandon2420NoYes
18083211METHOD FOR PREDICTING MATCHING DEGREE BETWEEN RESUME AND POST, AND RELATED DEVICEDecember 2022January 2024Allow1400YesNo
18071227SYSTEMS, METHODS, AND APPARATUSES FOR AUTOMATICALLY CLASSIFYING DATA BASED ON DATA USAGE AND ACCESSING PATTERNS IN AN ELECTRONIC NETWORKNovember 2022June 2025Allow3020NoNo
17978906METHOD AND APPARATUS FOR PROCESSING INFORMATION OF BLOCKCHAIN NETWORK, DEVICE AND STORAGE MEDIUMNovember 2022December 2023Allow1300NoNo
17978174EFFICIENT COUNTERFACTUAL SEARCHOctober 2022April 2024Allow1830YesNo
17918974TRANSFORMING DATA FROM STREAMING MEDIAOctober 2022December 2025Allow3840YesNo
17888800DYNAMIC AUGMENTING OF RELEVANCE RANKINGS USING DATA FROM EXTERNAL RATINGS SOURCESAugust 2022December 2023Abandon1610NoNo
17843757DATA RECOMMENDER USING LINEAGE TO PROPAGATE VALUE INDICATORSJune 2022November 2023Allow1710YesNo
17806022INTERACTIVE GEOGRAPHICAL MAPJune 2022March 2024Allow2130YesNo
17771212User Privacy Data-Based Recommendation Method and Apparatus, Medium, and SystemApril 2022September 2024Abandon2910NoNo
17658936COMPRESSING MULTIPLE DIMENSION FILES USING SEQUENCE ALIGNMENTApril 2022March 2025Allow3530YesNo
17717869SYSTEMS AND NETWORKS FOR ENABLING EXERCISE EQUIPMENT TO COMMUNICATE WITH A NETWORKApril 2022June 2025Abandon3810NoNo
17703552METHOD AND SYSTEM OF RETRIEVING MULTIMODAL ASSETSMarch 2022January 2025Allow3310YesNo
17686572MANAGING WRITE TRANSACTIONS USING INDEXMarch 2022September 2025Abandon4220NoNo
17560688META-LEARNING SYSTEMS AND/OR METHODS FOR ERROR DETECTION IN STRUCTURED DATADecember 2021April 2025Allow4030YesNo
17518875IDEMPOTENT RESOURCE MANAGEMENT SYSTEM PROVISIONINGNovember 2021January 2025Abandon3830YesNo
17504286SYSTEM AND METHOD FOR DETECTION AND VALIDATION OF ELECTRONIC DATA FEEDSOctober 2021July 2024Allow3310YesNo
17447187DATA MONITORING METHOD AND APPARATUS FOR STANDARDIZED MANAGEMENT SYSTEM, COMPUTER DEVICE, AND COMPUTER-READABLE STORAGE MEDIUMSeptember 2021June 2024Abandon3310NoNo
17407020COLLABORATING USING DIFFERENT OBJECT MODELSAugust 2021August 2024Abandon3620YesNo
17341432COMPUTER-READABLE RECORDING MEDIUM STORING DATA PROCESSING PROGRAM, DATA PROCESSING DEVICE, AND DATA PROCESSING METHODJune 2021March 2024Abandon3310NoNo
17289912METHOD AND SYSTEM FOR REDUCING THE SIZE OF A BLOCKCHAINApril 2021March 2024Allow3520YesNo
17226308Enabling Real-Time Integration of Up-To-Date Siloed DataApril 2021December 2024Allow4440YesNo
17283368A DATA FILTERING DEVICEApril 2021April 2024Allow3620YesNo
17211973Deduplication-Adapted Casedb For Edge ComputingMarch 2021October 2022Allow1820YesNo
17201866DISTRIBUTED DEDUPLICATION OF INCOMING CLOUD COMPUTING REQUESTSMarch 2021June 2024Allow4030YesNo
17178185COMMON DATABASE ARCHITECTURE TO SUPPORT LARGESCALE TRANSACTIONS AND NODE ARCHIVAL ON A MAAS PLATFORMFebruary 2021December 2023Allow3420YesNo
17163371METHODS AND APPARATUS FOR AUTOMATICALLY RANKING ITEMS IN RESPONSE TO A SEARCH REQUESTJanuary 2021December 2023Allow3460YesNo
17163279METHODS AND APPARATUSES FOR READING AND UPDATING DATA STRUCTURES, AND ELECTRONIC DEVICESJanuary 2021May 2023Allow2840YesNo
17160623ENABLING DATA PORTABILITY BETWEEN SYSTEMSJanuary 2021April 2024Allow3950YesNo
17159901AGGREGATED CONTENT EDITING SERVICES (ACES), AND RELATED SYSTEMS, METHODS, AND APPARATUSJanuary 2021June 2022Allow1710YesNo
17126006SYSTEM FOR UNSUPERVISED DIRECT QUERY AUTO CLUSTERING FOR LOCATION AND NETWORK QUALITYDecember 2020October 2023Allow3410YesNo
17120567INTERACTIVE GEOGRAPHICAL MAPDecember 2020March 2022Allow1510YesNo
17116831DUPLICATION ELIMINATION IN DEPTH BASED SEARCHES FOR DISTRIBUTED SYSTEMSDecember 2020January 2024Allow3720NoNo
17107874EFFICIENT OPTIMIZATION OF SQL QUERIES HAVING SET OPERATORS WITH A MULTI-SET SEMANTICNovember 2020January 2023Allow2520YesNo
17105991PROVIDING SEARCH RESULTS BASED ON A COMPOSITIONAL QUERYNovember 2020April 2023Allow2940YesNo
17104392PERSISTENT METADATA CATALOGNovember 2020September 2023Allow3440YesNo
17092019MACHINE LEARNING USING QUERY ENGINESNovember 2020June 2023Abandon3110NoNo
17083116DATA PROFILING AND MONITORINGOctober 2020June 2023Allow3230YesNo
17080426DYNAMIC PRIORITIZATION OF ATTRIBUTES TO DETERMINE SEARCH SPACE SIZE OF EACH TERM, THEN INDEX ON THOSE SIZES AS ATTRIBUTESOctober 2020July 2024Abandon4440YesNo
17073630QUESTION ANSWERING RETRIEVAL VIA SPARSE TRANSFORMER MATCHINGOctober 2020August 2025Allow5740YesYes
17037744INFORMATION PROCESSING APPARATUSSeptember 2020February 2024Abandon4010NoNo
17037222SYSTEM AND METHOD FOR BLOCKCHAIN BASED DECENTRALIZED STORAGE WITH DYNAMIC DATA OPERATIONSSeptember 2020September 2022Allow2400YesNo
16977687METHOD, DEVICE, AND COMPUTER APPARATUS FOR MERGING REGIONS OF HBASE TABLESeptember 2020March 2022Allow1810YesNo
17008937MULTI-CHANNEL SEARCHSeptember 2020March 2023Allow3030YesNo
17004126METHODS AND SYSTEMS FOR PROCESSING AND STORING STREAMED EVENT DATAAugust 2020August 2023Allow3631YesNo
16998831SYSTEM MODELS THAT SUPPORT THE TRACEABILITY OF ACTIVITIESAugust 2020March 2024Allow4240YesNo
16988493Separate Runtime Data From MetadataAugust 2020November 2024Abandon5250YesNo
16984411SHADOW EXPERIMENTS FOR SERVERLESS MULTI-TENANT CLOUD SERVICESAugust 2020August 2024Allow4860YesNo
16935626Storage Unit Selection In A Distributed Storage NetworkJuly 2020April 2024Abandon4550YesNo
16925636MODEL-BASED STRUCTURED DATA FILTERING IN AN AUTONOMOUS VEHICLEJuly 2020January 2024Abandon4360YesNo
16925924RULES-BASED STRUCTURED DATA FILTERING IN AN AUTONOMOUS VEHICLEJuly 2020January 2024Abandon4360YesNo
16915778Method of Generating At-Scale Geospatial Features of Designated Attribution and GeometryJune 2020April 2024Abandon4540YesNo
16767223RECOMMENDER METHODS AND SYSTEMS FOR PATENT PROCESSINGMay 2020March 2024Abandon4610YesYes
16876660DATA CLASSIFICATIONMay 2020June 2023Allow3730YesNo
16856706METHOD FOR CLASSIFYING LOG FILES ASSOCIATED WITH A SYSTEMApril 2020April 2023Abandon3620NoNo
16836253Content-Modification System With Geographic Area-Based FeatureMarch 2020March 2023Abandon3530YesNo
16819143Method and System for Operation Objects Discovery from Operation DataMarch 2020February 2025Allow5970YesNo
16797456SYSTEMS AND METHODS FOR RULE-BASED VIRTUAL MACHINE DATA PROTECTIONFebruary 2020July 2021Abandon1720NoNo
16749771APPROXIMATE MATCHINGJanuary 2020March 2023Allow3730YesNo
16744919COMPUTER-BASED SYSTEMS CONFIGURED FOR ENTITY RESOLUTION FOR EFFICIENT DATASET REDUCTIONJanuary 2020February 2022Allow2510YesNo
16724927SPARSE DATA INDEX TABLEDecember 2019September 2021Allow2030YesNo
16712696LOG-STRUCTURED STORAGE SYSTEMSDecember 2019October 2021Allow2240YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
18
Examiner Affirmed
11
(61.1%)
Examiner Reversed
7
(38.9%)
Reversal Percentile
60.4%
Higher than average

What This Means

With a 38.9% 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
65
Allowed After Appeal Filing
18
(27.7%)
Not Allowed After Appeal Filing
47
(72.3%)
Filing Benefit Percentile
40.7%
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, 27.7% 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 ZHAO, YU - Prosecution Strategy Guide

Executive Summary

Examiner ZHAO, YU works in Art Unit 2169 and has examined 328 patent applications in our dataset. With an allowance rate of 49.1%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 50 months.

Allowance Patterns

Examiner ZHAO, YU's allowance rate of 49.1% places them in the 11% percentile among all USPTO examiners. This examiner is less likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by ZHAO, YU receive 4.17 office actions before reaching final disposition. This places the examiner in the 98% 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 ZHAO, YU is 50 months. This places the examiner in the 5% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.

Interview Effectiveness

Conducting an examiner interview provides a +39.6% benefit to allowance rate for applications examined by ZHAO, YU. This interview benefit is in the 87% 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, 13.1% of applications are subsequently allowed. This success rate is in the 8% percentile among all examiners. Strategic Insight: RCEs show lower effectiveness with this examiner compared to others. Consider whether a continuation application might be more strategic, especially if you need to add new matter or significantly broaden claims.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 6.5% of cases where such amendments are filed. This entry rate is in the 7% 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, 60.9% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 51% 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 67.3% of appeals filed. This is in the 53% percentile among all examiners. Of these withdrawals, 29.7% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows above-average willingness to reconsider rejections during appeals. The mandatory appeal conference (MPEP § 1207.01) provides an opportunity for reconsideration.

Petition Practice

When applicants file petitions regarding this examiner's actions, 71.4% are granted (fully or in part). This grant rate is in the 78% percentile among all examiners. Strategic Note: Petitions are frequently granted regarding this examiner's actions compared to other examiners. Per MPEP § 1002.02(c), various examiner actions are petitionable to the Technology Center Director, including prematureness of final rejection, refusal to enter amendments, and requirement for information. If you believe an examiner action is improper, consider filing a petition.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 2.1% of allowed cases (in the 75% 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:

  • Prepare for rigorous examination: With a below-average allowance rate, ensure your application has strong written description and enablement support. Consider filing a continuation if you need to add new matter.
  • 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.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.
  • 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.