USPTO Examiner WALTON CHESIREE A - Art Unit 3624

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18740485SELF-SUPERVISED SYSTEM GENERATING EMBEDDINGS REPRESENTING SEQUENCED ACTIVITYJune 2024December 2025Allow1820YesNo
18629755USING A TRAINED MODEL FOR DISPLAYING ELEMENTS OF USER INTERFACE TO FACILITATE ENGAGEMENT BY A USER OF AN ONLINE SYSTEM WITH USER INTERFACE ELEMENTSApril 2024March 2026Allow2320YesNo
18420622DETERMINATION OF SUPPORT COSTS FOR A SCHEDULED RELEASE OF A PRODUCTJanuary 2024March 2026Allow2620YesNo
18419902SYSTEMS AND METHODS FOR HANDLING INCOMING CALLSJanuary 2024January 2026Abandon2420NoNo
18416270METHOD AND SYSTEM TO STREAMLINE RETURN DECISION AND OPTIMIZE COSTSJanuary 2024January 2026Allow2410NoNo
18527389PREDICTION METHOD FOR FORMATION WATER YIELD OF CARBONATE GAS RESERVODecember 2023March 2025Abandon1520NoNo
18523982DEEP LEARNING MODEL BASED METHOD FOR FORECASTING ONLINE RIDE-HAILING SHORT-TERM DEMANDNovember 2023January 2026Abandon2510NoNo
18242294HIERARCHY AWARE GRAPH REPRESENTATION LEARNINGSeptember 2023September 2025Allow2420YesNo
18354607SYSTEMS AND METHODS FOR SLOT MACHINE GAME DEVELOPMENT UTILIZING ANIMATION-BASED ARTIFICIAL INTELLIGENCE GAME DESIGN SYSTEMSJuly 2023November 2024Abandon1610NoNo
18318428PREDICTIVE SYSTEMS AND PROCESSES FOR PRODUCT ATTRIBUTE RESEARCH AND DEVELOPMENTMay 2023February 2026Abandon3320NoNo
18142730Automated Identification of Entities in Job Titles for Predictive ModelingMay 2023December 2025Abandon3120NoNo
18030273SALES SUPPORT DEVICE, SALES SUPPORT METHOD AND SALES SUPPORT PROGRAMApril 2023June 2025Abandon2610NoNo
18128434COMPUTER IMPLEMENTED BUSINESS MANAGEMENT SYSTEM AND METHOD FOR AN ORGANIZATIONMarch 2023October 2025Abandon3020NoNo
18179234SYSTEMS AND METHODS TO RECOMMEND PRICE OF BENEFIT ITEMS OFFERED THROUGH A MEMBERSHIP PLATFORMMarch 2023August 2023Allow600NoNo
18172069ARTIFICIAL INTELLIGENCE SYSTEMS AND METHODS CONFIGURED TO PREDICT TEAM MANAGEMENT DECISIONSFebruary 2023September 2023Allow700NoNo
18087301Systems, Methods, & Devices for Batching Work Tasks for EstablishmentsDecember 2022September 2025Abandon3320YesNo
18002100LEAD ROUTING SYSTEMS AND METHODSDecember 2022August 2025Abandon3220NoNo
18082176OPTIMIZED BATCHED PROJECTIONDecember 2022October 2023Allow1010NoNo
18009548Machine Learning Based Construction Methods, Techniques, and AlgorithmsDecember 2022February 2025Abandon2610NoNo
18076142REGION DIVISION METHOD AND APPARATUS, ELECTRONIC DEVICE, AND COMPUTER-READABLE STORAGE MEDIUMDecember 2022May 2025Abandon2920YesNo
18075229CALCULATING, FORECASTING, AND/OR PLANNING QUALIFIED PIPELINE ALONG ONE OR MORE DIMENSIONS FROM LIMITED DATADecember 2022June 2025Abandon3010NoNo
17978970PROVIDING STRATEGIC RECOMMENDATIONS, LINKS TO ACTIONABLE TASKS, PERFORMANCE PLANNING, AND MEASUREMENTS IN A WORKFLOWNovember 2022September 2025Abandon3430YesNo
17979726Systems and Methods for Agricultural OptimizationNovember 2022November 2024Abandon2510NoNo
17897712PENDING EVENT IDENTIFICATION AND ESTIMATIONAugust 2022December 2025Abandon3940YesNo
17890065SYSTEM AND METHOD FOR MATCHING EVENT RIGHT HOLDERS AND DESTINATION USERSAugust 2022October 2024Abandon2620NoNo
17885708RECOMMENDED ACTION OUTPUT SYSTEM, RECOMMENDED ACTION OUTPUT METHOD, AND RECORDING MEDIUMAugust 2022February 2026Abandon4240NoNo
17797532SYSTEM AND METHOD FOR CARGO TRANSPORTATION MANAGEMENTAugust 2022August 2024Abandon2510NoNo
17879777MICROSIMULATION OF MULTI-CANCER EARLY DETECTION EFFECTS USING PARALLEL PROCESSING AND INTEGRATION OF FUTURE INTERCEPTED INCIDENCES OVER TIMEAugust 2022April 2025Abandon3220YesNo
17817072MICROSERVICE RESPONSE TIME MANAGEMENTAugust 2022January 2026Abandon4140YesNo
17878021METHODS AND SYSTEMS FOR ORDERING EXPEDITED PRODUCTION OR SUPPLY OF DESIGNED PRODUCTSJuly 2022September 2023Allow1430YesNo
17849355SYSTEMS AND METHODS TO RECOMMEND PRICE OF BENEFIT ITEMS OFFERED THROUGH A MEMBERSHIP PLATFORMJune 2022February 2023Allow810YesNo
17840805USER INTERFACE AND IMPLEMENTATION FOR APPLICATION SERVICE CUSTOM LOGICJune 2022February 2026Abandon4440YesNo
17840315MANAGEMENT SUPPORT APPARATUS, MANAGEMENT SUPPORT METHOD, AND COMPUTER READABLE MEDIUMJune 2022January 2025Abandon3120YesNo
17782790APPARATUS AND METHOD FOR PREDICTING TELEWORK EFFECT,AND NON-TRANSITORY COMPUTER READABLE MEDIUM STORING PROGRAMJune 2022July 2024Abandon2610NoNo
17804639SYSTEM AND METHOD FOR IMPROVING SALES FORCE PERFORMANCEMay 2022January 2025Abandon3210NoNo
17748388CLOUD-BASED SYSTEM AND METHOD FOR DYNAMIC INCIDENT MANAGEMENT USING MACHINE LEARNING OPERATIONSMay 2022November 2025Abandon4140NoNo
17764331METHOD FOR PROVIDING INTEGRATEDNAVIGATION SERVICE USING VEHICLE SHARING NETWORK, AND DEVICE AND SYSTEM FOR SAMEMarch 2022July 2025Abandon3920NoNo
17591105INSIGHT CAPTURING ENGINE IN A DATA ANALYTICS SYSTEMFebruary 2022January 2025Abandon3520YesNo
17646073DATA DRIVEN CUSTOMER CHURN ANALYTICSDecember 2021October 2025Abandon4520YesYes
17615421INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAMNovember 2021May 2024Abandon2920NoNo
17454382INFORMATION PROCESSING SYSTEM AND INFORMATION PROCESSING METHODNovember 2021September 2023Allow2220NoNo
17609864DEMAND PREDICTION DEVICENovember 2021May 2024Abandon3020NoNo
17518802DEMAND SHOCK DETECTION FOR DYNAMIC DEMAND FORECASTINGNovember 2021April 2025Abandon4140YesNo
17519311MEDIA CONTENT ENHANCEMENT BASED ON USER FEEDBACK OF MULTIPLE VARIATIONSNovember 2021November 2024Allow3630YesNo
17506488METHOD AND SYSTEM FOR GENERATING APPROVAL PREDICTIONS FOR FINANCIAL SERVICE REQUESTSOctober 2021December 2025Abandon4950YesNo
17495736METHOD FOR DYNAMICALLY UPDATING A PROJECT PLAN USING AN AI MODEL AND HISTORICAL DATAOctober 2021February 2026Abandon5350NoNo
17448532CONTACT INFORMATION UPDATED BY DATA ANALYSISSeptember 2021March 2025Abandon4240NoNo
17482817SYSTEM FOR INQUIRING, GATHERING, PRIVATELY STORING, BROKERING, AND REQUESTING DELETION OF PERSONAL DATA FROM THIRD PARTY ENTITIESSeptember 2021October 2023Abandon2410NoNo
17434475A METHOD AND SYSTEM OF GENERATING PREDICTIVE MODEL FOR PREDICTING CONSUMER PURCHASE BEHAVIOURAugust 2021November 2023Abandon2610NoNo
17401538SYSTEM AND METHOD FOR INTELLIGENT RESOURCE MANAGEMENTAugust 2021November 2025Allow5150NoNo
17444787Method and System for Digital Webpage TestingAugust 2021February 2025Allow4240YesNo
17429437SYSTEMS AND METHODS FOR FORMULATING OR EVALUATING A CONSTRUCTION COMPOSITIONAugust 2021October 2025Allow5040YesNo
17392271SYSTEM AND METHOD FOR DYNAMIC DIGITAL SURVEY CHANNEL SELECTIONAugust 2021September 2025Abandon4960YesNo
17390346METHOD FOR PREDICTING PRODUCT DATA AND APPARATUS FOR IMPLEMENTING THE SAMEJuly 2021December 2023Abandon2820YesNo
17363692METHODS AND SYSTEMS FOR IDENTIFYING BREAKPOINTS IN VARIABLE IMPACT ON MODEL RESULTSJune 2021August 2024Allow3740YesNo
17359102PREDICTING CUSTOMER INTERACTION USING DEEP LEARNING MODELJune 2021April 2024Allow3430YesNo
17413162RECEIPT PROCESSING APPARATUS, CONTROL METHOD, AND PROGRAMJune 2021April 2024Abandon3420YesNo
17336366SYSTEM AND METHOD FOR SALES VOLUME DECOMPOSITIONJune 2021August 2023Allow2620NoNo
17333448ENTITY HEALTH EVALUATION MICROSERVICE FOR A PRODUCTMay 2021December 2024Abandon4250YesNo
17241309LOGISTIC PROCEDURE FOR GOODS TO BE SOLD AND PACKAGES TO BE SHIPPED, PACKAGE RECEIVING STATION AS WELL AS STORE FOR THE IMPLEMENTATION OF THIS PROCEDUREApril 2021March 2024Abandon3410NoNo
17249820UTILIZING MACHINE LEARNING FOR OPTIMIZATION OF PLANNING AND VALUE REALIZATION FOR PRIVATE NETWORKSMarch 2021December 2023Allow3330YesNo
17191515METHOD AND SYSTEM FOR AN INTERFACE FOR PERSONALIZATION OR RECOMMENDATION OF PRODUCTSMarch 2021August 2025Abandon5430NoNo
17173379HIERARCHY AWARE GRAPH REPRESENTATION LEARNINGFebruary 2021April 2023Allow2620YesNo
17267081SYSTEMS AND METHODS FOR CONTROLLING UPDATES TO BOOKING DATAFebruary 2021March 2025Abandon5030YesNo
17266755METHOD AND ELECTRONIC DEVICE FOR PREDICTING AT LEAST ONE MACROECONOMIC VARIABLEFebruary 2021December 2022Abandon2310NoNo
17147948METHODOLOGY OF ANALYZING CONSUMER INTENT FROM USER INTERACTION WITH DIGITAL ENVIRONMENTSJanuary 2021February 2023Abandon2510NoNo
17139199SYSTEMS AND METHODS FOR DETERMINING PROFITABILITY SCORE OF AN INCOMING CUSTOMER CALLDecember 2020April 2024Abandon4030NoNo
17139674SYSTEMS AND METHODS FOR PROVIDING A UNIVERSAL OCCUPATIONAL TAXONOMYDecember 2020April 2024Allow3920YesNo
17132796TASK CODE RECOMMENDATION MODELDecember 2020October 2025Abandon5740YesYes
17104746METHODS AND SYSTEMS FOR ORDERING EXPEDITED PRODUCTION OR SUPPLY OF DESIGNED PRODUCTSNovember 2020June 2022Allow1830YesNo
16950544SMART ORCHARD HARVESTING CART WITH ANALYTICSNovember 2020June 2025Abandon5540NoYes
17082168DEEP LEARNING BASED BEHAVIOR CLASSIFICATIONOctober 2020November 2025Abandon6080YesNo
17081321TRANSPORTATION PLAN GENERATION APPARATUS AND TRANSPORTATION PLAN GENERATION METHODOctober 2020September 2022Abandon2320YesNo
17029423HIT OR MISS INSIGHT ANALYSISSeptember 2020September 2024Abandon4850YesNo
17027136METHODS AND SYSTEMS FOR PREDICTING WAIT TIME OF QUEUES AT SERVICE AREASeptember 2020February 2023Allow2920NoNo
16982320AUGMENTED MANAGEMENT SYSTEM AND METHODSeptember 2020January 2023Abandon2820NoNo
17018426COGNITIVE ASSESSMENT OF DIGITAL CONTENTSeptember 2020June 2025Abandon5770YesNo
17010513DETECTION OF EVASIVE ITEM LISTINGSSeptember 2020June 2023Allow3430YesNo
17003463UTILIZING MACHINE LEARNING MODELS TO AGGREGATE APPLICATIONS AND USERS WITH EVENTS ASSOCIATED WITH THE APPLICATIONSAugust 2020October 2022Allow2610YesNo
16995114SYSTEM, METHOD, AND COMPUTER-ACCESSIBLE MEDIUM FOR DETECTING AND REMEDIATING IN-PERSON CART ABANDONMENTAugust 2020July 2024Allow4740YesNo
16942842MODELING EXTERNAL EVENT EFFECTS UPON SYSTEM VARIABLESJuly 2020January 2026Abandon6060YesNo
16942355MULTI-FACETED LARGE-SCALE FORECASTINGJuly 2020July 2022Abandon2420NoNo
16942226SUBSCRIPTION RENEWAL PREDICTION WITH A COOPERATIVE COMPONENTJuly 2020February 2023Abandon3120NoNo
16930279SELF-SUPERVISED SYSTEM GENERATING EMBEDDINGS REPRESENTING SEQUENCED ACTIVITYJuly 2020March 2024Allow4440YesNo
16928897DETERMINING AND APPLYING ATTRIBUTE DEFINITIONS TO DIGITAL SURVEY DATA TO GENERATE SURVEY ANALYSESJuly 2020June 2024Allow4750YesNo
16925199MACHINE LEARNING SYSTEM, METHOD, AND COMPUTER PROGRAM FOR HOUSEHOLD MARKETING SEGMENTATIONJuly 2020February 2023Allow3220NoNo
16916930CONTEXTUAL MARKETING SYSTEM BASED ON PREDICTIVE MODELING OF USERS OF A SYSTEM AND/OR SERVICEJune 2020January 2023Allow3120YesNo
16897316Method for Generating User Feedback Information From a Product Use Event and User Profile Data to Enhance Product Use ResultsJune 2020November 2022Abandon3020NoNo
16883316AUTOMATIC MOVIE PERFORMANCE PREDICTORMay 2020May 2023Allow3620YesNo
16862088ARTIFICIAL INTELLIGENCE-DRIVEN METHOD AND SYSTEM FOR SIMPLIFIED SOFTWARE DEPLOYMENTSApril 2020April 2025Abandon6060NoNo
16851759METHOD AND APPARATUS FOR OPTIMIZING OBJECT PREDICTION AND STORAGE MEDIUMApril 2020February 2024Abandon4640NoNo
16756972INFORMATION PROCESSING APPARATUS, RISK FORECASTING METHOD, AND PROGRAMApril 2020November 2022Abandon3110NoNo
16843382SYSTEM AND METHOD FOR MODEL BASED PRODUCT DEVELOPMENT FORECASTINGApril 2020December 2023Abandon4440NoNo
16821329SYSTEMS AND METHODS TO RECOMMEND PRICE OF BENEFIT ITEMS OFFERED THROUGH A MEMBERSHIP PLATFORMMarch 2020March 2022Allow2410YesNo
16817936CONSTRAINT PLANNER ENGINEMarch 2020April 2024Abandon4940NoNo
16818586TIME SERIES CLUSTERING ANALYSIS FOR FORECASTING DEMANDMarch 2020March 2023Allow3620YesNo
16645228MAINTENANCE RANGE OPTIMIZATION APPARATUS, MAINTENANCE RANGE OPTIMIZATION METHOD, AND COMPUTER-READABLE RECORDING MEDIUMMarch 2020June 2022Allow2720YesNo
16809198MODIFYING DATA CLEANSING TECHNIQUES FOR TRAINING AND VALIDATING AN ARTIFICIAL NEURAL NETWORK MODELMarch 2020August 2023Allow4220NoNo
16776459System and Method for Generating Networking ReferralsJanuary 2020February 2022Abandon2410NoNo
16774223ADAPTIVE GROUPING OF WORK ITEMSJanuary 2020August 2023Abandon4350YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
8
Examiner Affirmed
6
(75.0%)
Examiner Reversed
2
(25.0%)
Reversal Percentile
40.8%
Lower than average

What This Means

With a 25.0% 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
13
Allowed After Appeal Filing
3
(23.1%)
Not Allowed After Appeal Filing
10
(76.9%)
Filing Benefit Percentile
31.3%
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, 23.1% 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 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 WALTON, CHESIREE A - Prosecution Strategy Guide

Executive Summary

Examiner WALTON, CHESIREE A works in Art Unit 3624 and has examined 174 patent applications in our dataset. With an allowance rate of 29.9%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 39 months.

Allowance Patterns

Examiner WALTON, CHESIREE A's allowance rate of 29.9% places them in the 4% 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 WALTON, CHESIREE A receive 2.94 office actions before reaching final disposition. This places the examiner in the 85% 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 WALTON, CHESIREE A is 39 months. This places the examiner in the 27% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +30.2% benefit to allowance rate for applications examined by WALTON, CHESIREE A. This interview benefit is in the 78% 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, 15.4% of applications are subsequently allowed. This success rate is in the 12% 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 5.2% of cases where such amendments are filed. This entry rate is in the 6% 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, 0.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 16% percentile among all examiners. Note: Pre-appeal conferences show limited success with this examiner compared to others. While still worth considering, be prepared to proceed with a full appeal brief if the PAC does not result in favorable action.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 27.3% of appeals filed. This is in the 3% percentile among all examiners. 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, 110.0% are granted (fully or in part). This grant rate is in the 94% 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 0.0% of allowed cases (in the 34% percentile). This examiner makes examiner's amendments less often than average. You may need to make most claim amendments yourself.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 36% percentile). This examiner issues Quayle actions less often than average. Allowances may 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.

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.