USPTO Examiner WILLIS AMANDA LYNN - Art Unit 2156

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18759168SYSTEMS AND METHODS FOR MACHINE LEARNING-BASED CLASSIFICATION AND GOVERNANCE OF UNSTRUCTURED DATA USING CURATED VIRTUAL QUEUESJune 2024August 2025Allow1420YesNo
18732241DATABASE OPERATOR CLAUSE VARIABLE CALCULATION IN DISTRIBUTED SYSTEMSJune 2024February 2026Allow2030YesNo
18642294AUTOMATIC ARTICLE ENRICHMENT BY SOCIAL MEDIA TRENDSApril 2024November 2025Allow1910YesNo
18603392METHODS AND SYSTEMS FOR SUPPLY CHAIN ANALYTICS USING VISUALIZATIONS AND STANDARDIZATION CONSTRUCTSMarch 2024January 2026Allow2210NoNo
18461165METHODS AND APPARATUS TO PERFORM COMPUTER-BASED COMMUNITY DETECTION IN A NETWORKSeptember 2023December 2025Abandon2810NoNo
18077889COMPUTER-IMPLEMENTED METHOD OF SEARCHING LARGE-VOLUME UN-STRUCTURED DATA WITH FEEDBACK LOOP AND DATA PROCESSING DEVICE OR SYSTEM FOR THE SAMEDecember 2022September 2025Abandon3410NoNo
18046890GENERATING SEARCH INSIGHT DATAOctober 2022January 2024Abandon1650NoNo
17882862REDUCING PROBABILISTIC FILTER QUERY LATENCYAugust 2022June 2025Allow3410NoNo
17881063HYBRID POSITIONAL POSTING LISTSAugust 2022November 2025Allow3930YesNo
17879644DATA REPLICATION AND RECURSIVE TREE STRUCTURE SEARCHINGAugust 2022March 2026Allow4330YesNo
17814694Execution-Time Dynamic Range Partitioning TransformationsJuly 2022August 2024Allow2510YesNo
17746601DISTRIBUTED QUERY PLAN GENERATIONMay 2022March 2025Allow3430YesNo
17733440SYSTEM AND METHOD FOR INCREMENTAL VIEW MAINTENANCE BASED ON DIFFERENTIAL CALCULUS OVER NATURAL ALGEBRA OF K-RELATIONSApril 2022September 2025Abandon4120NoNo
17733157Artificial Intelligence Assisted Transfer ToolApril 2022June 2025Abandon3820YesNo
17710009METHODS, MEDIUMS, AND SYSTEMS FOR REUSABLE INTELLIGENT SEARCH WORKFLOWSMarch 2022April 2025Allow3640YesYes
17587498Text Recognition Method and ApparatusJanuary 2022November 2024Abandon3420YesNo
17483270SYSTEM AND METHOD FOR DYNAMIC MEMORY ALLOCATION FOR QUERY EXECUTIONSeptember 2021April 2025Abandon4240NoNo
17477563ASSESSING DATA RECORDSSeptember 2021August 2025Abandon4740NoNo
17461472QUERYING A DATABASEAugust 2021March 2025Abandon4240NoNo
17460976METHODS FOR CATEGORIZING INFORMATION FROM A PLATFORM IN A DOCUMENT MANAGEMENT SYSTEMAugust 2021April 2024Abandon3120YesNo
17380905SUBSUMPTION OF VIEWS AND SUBQUERIESJuly 2021February 2026Allow5560YesNo
17362614DECENTRALIZED QUERY EVALUATION FOR A DISTRIBUTED GRAPH DATABASEJune 2021March 2025Abandon4440YesNo
17232118METHOD AND DEVICE FOR ESTABLISHING INFORMATION MODEL AND NON-VOLATILE COMPUTER READABLE RECORDING MEDIUMApril 2021February 2026Abandon5860NoNo
17206697TEXT QUERY METHOD AND APPARATUS, DEVICE AND STORAGE MEDIUMMarch 2021March 2024Abandon3630NoNo
17207435SYSTEMS AND METHODS FOR CREATING ENHANCED DOCUMENTS FOR PERFECT AUTOMATED PARSINGMarch 2021March 2025Allow4890YesNo
17157457Configurable Hyper-Referenced Associative Object SchemaJanuary 2021March 2023Abandon2610NoNo
17147498COMPUTERIZED SYSTEMS AND METHODS FOR USING ARTIFICIAL INTELLIGENCE TO OPTIMIZE DATABASE PARAMETERSJanuary 2021September 2022Abandon2030YesNo
17133859QUERY TREE LABELING AND PROCESSINGDecember 2020March 2024Allow3820NoNo
17065404METADATA TABLE RESIZING MECHANISM FOR INCREASING SYSTEM PERFORMANCEOctober 2020May 2025Abandon5660YesNo
17023039Method And Apparatus For Retrieving Video, Device And MediumSeptember 2020October 2023Abandon3720NoNo
16985324VIRTUAL DATASET MANAGEMENT DATABASE SYSTEMAugust 2020May 2024Abandon4540YesNo
16984483GENERATING ENTITY RELATION SUGGESTIONS WITHIN A CORPUSAugust 2020March 2024Abandon4340YesNo
16945578GENERATING AND STORING AGGREGATE DATA SLICES IN A REMOTE SHARED STORAGE SYSTEMJuly 2020January 2025Allow5450YesNo
16916433SYSTEM AND METHOD FOR IDENTIFYING PAIRS OF RELATED INFORMATION ITEMSJune 2020March 2024Abandon4440NoNo
16895992REPLY INFORMATION OBTAINING METHOD AND APPARATUSJune 2020July 2024Abandon4960YesNo
16894495NEURAL NETWORK BASED TRANSLATION OF NATURAL LANGUAGE QUERIES TO DATABASE QUERIESJune 2020August 2022Allow2610NoNo
16878551METADATA TABLE RESIZING MECHANISM FOR INCREASING SYSTEM PERFORMANCEMay 2020July 2024Abandon5060YesNo
16872238Execution-Time Dynamic Range Partitioning TransformationsMay 2020April 2022Allow2310YesNo
16866081PARTIAL UPDATES IN DATA COLLECTIONS IN A DATA STORAGE SYSTEMMay 2020January 2024Abandon4540YesNo
16754702METHOD AND APPARATUS FOR ANALYZING DATAApril 2020December 2022Abandon3320NoNo
16829426SYNC AS A SERVICE FOR CLOUD-BASED APPLICATIONSMarch 2020November 2022Abandon3220YesNo
16818464METHOD AND APPARATUS FOR IMPLEMENTING AN N-DIMENSIONAL HYPERCUBE VISUALIZATION MODULEMarch 2020January 2024Abandon4640YesYes
16796504CONNECTING STORYBOARD SYSTEM TO EDITORIAL SYSTEMFebruary 2020August 2025Abandon60100NoNo
16792473SYSTEM AND METHODS FOR CONSOLIDATING ACCOUNT DATAFebruary 2020November 2022Abandon3370NoNo
16782025TECHNIQUES FOR EXECUTING JOIN OPERATIONS USING BITMAP INDICESFebruary 2020June 2024Allow5260YesNo
16749523REDUCING PROBABILISTIC FILTER QUERY LATENCYJanuary 2020March 2022Allow2610NoNo
16704934Optimizing the Execution Order between Analytical Functions and Joins in SQL QueriesDecember 2019April 2022Allow2810YesNo
16678984Dynamic Audio File GenerationNovember 2019January 2026Allow6060YesYes
16677427INDICATING SYNONYM RELATIONSHIPS USING SEMANTIC GRAPH DATANovember 2019January 2024Abandon5040NoNo
16578017OBJECT CODING IN A HOST-SIDE PROCESSING DEVICESeptember 2019August 2024Abandon5980YesYes
16529783METHOD APPARATUS AND SYSTEM FOR RECEIVING AND WEIGHTING NONSCHEMA DATA ENTRIES IN SPATIAL INSTANCES OF HETEROGENEOUS DATABASESAugust 2019October 2022Abandon3810NoNo
16431092UTILIZING MACHINE LEARNING TO DETERMINE DATA STORAGE PRUNING PARAMETERSJune 2019September 2022Allow3940YesNo
16406559Validation Of Operating Plans And Schedules Using Machine LearningMay 2019January 2024Allow5670YesNo
16401257HANDLING METADATA OPERATIONS AND TIMESTAMP CHANGES DURING RESYNCHRONIZATIONMay 2019May 2022Allow3720YesNo
16372970Classification of Operating Plan Data Using Machine LearningApril 2019January 2022Allow3410NoNo
16372652HYBRID COMPILATION FRAMEWORK FOR ARBITRARY AD-HOC IMPERATIVE FUNCTIONS IN DATABASE QUERIESApril 2019May 2022Abandon3830YesNo
16373103INDEX COMPRESSION USING REORDERING AND SELF-UPDATESApril 2019March 2025Allow6070YesYes
16372553METHOD OF AND SYSTEM FOR DETERMINING USER-SPECIFIC PROPORTIONS OF CONTENT FOR RECOMMENDATIONApril 2019October 2021Allow3110NoNo
16371049SYSTEMS AND METHODS FOR UPDATING FIELD VALUE PAIRS OF A RECORD OBJECT USING ELECTRONIC ACTIVITIES MATCHED TO THE RECORD OBJECTMarch 2019December 2022Abandon4460YesNo
16370307TECHNIQUES TO DETERMINE PORTFOLIO RELEVANT ARTICLESMarch 2019February 2026Abandon6090NoYes
16370440DELETING DATA IN STORAGE SYSTEMS THAT PERFORM GARBAGE COLLECTIONMarch 2019February 2025Abandon6070NoNo
16370174METHODS AND SYSTEMS FOR SUPPLY CHAIN ANALYTICSMarch 2019December 2023Allow5650YesYes
16286164USING CACHE AND BLOOM FILTERS FOR URL LOOKUPSFebruary 2019December 2023Abandon5750YesYes
16191771END-TO-END AUTOMATED SYSTEM FOR PERFORMING AN ACTION AS A RESULT OF PROCESSING UNSTRUCTURED DATA MISSIONNovember 2018August 2022Abandon4540NoNo
16191700RESYNCHRONIZATION TO A FILESYSTEM SYNCHRONOUS REPLICATION RELATIONSHIP ENDPOINTNovember 2018June 2022Allow4350YesNo
16192688SEARCH ENGINE USER INTERFACE AI SKINNINGNovember 2018March 2022Abandon4030YesNo
16111587HANDLING OF AN INDEX UPDATE OF TIME SERIES DATAAugust 2018September 2023Allow6050NoYes
16104004DYNAMIC AUDIO FILE GENERATIONAugust 2018December 2022Abandon5220NoYes
15962976DATABASE SYSTEM, TRANSACTION MANAGEMENT NODE, METHOD, AND MEDIUMApril 2018March 2022Abandon4730YesNo
15901832Using Typestyles to Prioritize and Rank Search ResultsApril 2018June 2022Abandon5240NoNo
15919469Multi-Version Concurrency Control Method in Database and Database SystemMarch 2018April 2022Abandon4940YesNo
15870675DATA SNAPSHOT ACQUISITION METHOD AND SYSTEMJanuary 2018December 2022Abandon5960NoNo
15804092Sorting of Numeric Values Using an Identification of Superlative AdjectivesNovember 2017June 2023Abandon6060YesYes
15784839NETWORK-BASED CUSTOMIZED BROWSING NOTIFICATIONSOctober 2017October 2022Abandon6060YesNo
15681043Sorting of Numeric Values Using an Identification of Superlative AdjectivesAugust 2017June 2023Abandon6060YesYes
15488856SYSTEM AND METHOD FOR BUILDING A DWARF DATA STRUCTUREApril 2017August 2022Abandon6070YesNo
15489080Multi-Factor Document AnalysisApril 2017July 2022Abandon6060YesNo
15238675INTELLIGENT ONLINE PERSONAL ASSISTANT WITH NATURAL LANGUAGE UNDERSTANDINGAugust 2016November 2021Abandon6050YesNo
15119320METHOD OF PROVIDING SEARCH RESULTS AND SYSTEM FOR PERFORMING THE METHODAugust 2016November 2021Abandon6060YesNo
15238567METHODS AND PROCEDURES FOR TIMESTAMP-BASED INDEXING OF ITEMS IN REAL-TIME STORAGEAugust 2016August 2024Allow60121YesYes
15134227GENERATING MOBILE-FRIENDLINESS SCORES FOR RESOURCESApril 2016January 2025Abandon6080YesYes
15133188QUALITY MONITORING AUTOMATION IN CONTACT CENTERSApril 2016May 2022Abandon6060NoNo
15133090CLUSTERING FOR SOCIAL MEDIA DATAApril 2016May 2025Abandon60100YesYes
15132638EXTRACTION OF AUDIT TRAILSApril 2016December 2020Abandon5670NoNo
14730358AUTOMATIC ARTICLE ENRICHMENT BY SOCIAL MEDIA TRENDSJune 2015January 2024Allow60151YesNo
14722419Method, Terminal And System For Transmitting File Between Multiple TerminalsMay 2015November 2023Abandon60100YesNo
14702344METHOD AND SYSTEM FOR RETRIEVING REAL-TIME INFORMATION ORGANIZED AS INVERTED REAL-TIME DATA BLOCKS USING TIMESTAMP SKIP LISTSMay 2015March 2022Abandon6060YesNo
14592239SYSTEM FOR REFERRING TO AND/OR EMBEDDING POSTS WITHIN OTHER POST AND POSTS WITHIN ANY PART OF ANOTHER POSTJanuary 2015May 2023Abandon6060NoYes
14316250WELDING SYSTEM DATA MANAGEMENT SYSTEM AND METHODJune 2014December 2021Allow6060YesYes
14292662CO-LOCATE OBJECTS REQUESTMay 2014March 2022Abandon6060NoYes
13599007INTRA-BLOCK PARTITIONING FOR DATABASE MANAGEMENTAugust 2012August 2016Allow4860YesNo
13485707INTRA-BLOCK PARTITIONING FOR DATABASE MANAGEMENTMay 2012August 2016Allow5160YesNo
13177389Method to Optimally Link Information and Humans using Human Referral SignalsJuly 2011February 2014Allow3110YesNo
13040210APPLYING A POLICY CRITERIA TO FILES IN A BACKUP IMAGEMarch 2011May 2012Allow1510YesNo
12697159SERIAL AND PARALLEL METHODS FOR I/O EFFICIENT SUFFIX TREE CONSTRUCTIONJanuary 2010August 2014Allow5420NoNo
12697013Systems and Methods for Dynamic Generation of Multiple Content Alternatives for Content Management SystemsJanuary 2010February 2022Abandon60100NoYes
12697093TRANSFORMATION OF DIRECTED ACYCLIC GRAPH QUERY PLANS TO LINEAR QUERY PLANSJanuary 2010May 2012Allow2700YesNo
12546816System and Method for Managing Directories for a Database System Having an In-Memory DatabaseAugust 2009December 2014Allow6030YesNo
11912900Visualization Technique for Biological InformationJanuary 2008September 2013Allow6020NoNo
11865559FAILURE DATA COLLECTION SYSTEM APPARATUS AND METHODOctober 2007March 2014Allow6040YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner WILLIS, AMANDA LYNN.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
15
Examiner Affirmed
12
(80.0%)
Examiner Reversed
3
(20.0%)
Reversal Percentile
31.7%
Lower than average

What This Means

With a 20.0% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
23
Allowed After Appeal Filing
4
(17.4%)
Not Allowed After Appeal Filing
19
(82.6%)
Filing Benefit Percentile
21.1%
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, 17.4% 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 face challenges. Ensure your case has strong merit before committing to full Board review.

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

Examiner WILLIS, AMANDA LYNN - Prosecution Strategy Guide

Executive Summary

Examiner WILLIS, AMANDA LYNN works in Art Unit 2156 and has examined 88 patent applications in our dataset. With an allowance rate of 39.8%, 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 WILLIS, AMANDA LYNN's allowance rate of 39.8% places them in the 7% 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 WILLIS, AMANDA LYNN receive 4.75 office actions before reaching final disposition. This places the examiner in the 99% 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 WILLIS, AMANDA LYNN 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 +23.2% benefit to allowance rate for applications examined by WILLIS, AMANDA LYNN. This interview benefit is in the 69% percentile among all examiners. Recommendation: Interviews provide an above-average benefit with this examiner and are worth considering.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 8.1% of applications are subsequently allowed. This success rate is in the 4% 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 2.3% of cases where such amendments are filed. This entry rate is in the 4% 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, 75.0% 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 34.8% of appeals filed. This is in the 5% percentile among all examiners. Of these withdrawals, 50.0% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner rarely withdraws rejections during the appeal process compared to other examiners. If you file an appeal, be prepared to fully prosecute it to a PTAB decision. Per MPEP § 1207, the examiner will prepare an Examiner's Answer maintaining the rejections.

Petition Practice

When applicants file petitions regarding this examiner's actions, 61.5% are granted (fully or in part). This grant rate is in the 66% percentile among all examiners. Strategic Note: Petitions show above-average success regarding this examiner's actions. Petitionable matters include restriction requirements (MPEP § 1002.02(c)(2)) and various procedural issues.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 3.4% of allowed cases (in the 81% 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:

  • 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.
  • 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.