USPTO Examiner BYRD UCHE SOWANDE - Art Unit 3624

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18811922PRODUCT DEMAND FORECASTING METHOD AND DEVICE USING DECOMPOSITION TECHNIQUE AND HYBRID MACHINE LEARNING MODELAugust 2024June 2025Abandon1010NoNo
18632119SYSTEM AND METHOD FOR AUTOMATED ASSESSMENT OF SALES TRANSACTIONSApril 2024January 2026Abandon2110NoNo
18408170Method and Apparatus for Tracking User Behavior Based on Encoded Image Identification, User Location and Purchase Product InformationJanuary 2024December 2025Abandon2310NoNo
18373943Mobile Application Data Collection and Reward Method and SystemSeptember 2023November 2025Abandon2610NoNo
18458889METHOD BASED ON FORM FIELDS FOR ARRANGING EXAMINATION AND APPROVAL ROLES AT WORKFLOW EXAMINATION AND APPROVAL NODESAugust 2023March 2025Abandon1810NoNo
18363774Method and system for marketing via a communications networkAugust 2023December 2025Abandon2910NoNo
18208471SYSTEMS AND METHODS FOR JOBSITE ENVIRONMENTAL, SOCIAL, AND GOVERNANCE MANAGEMENTJune 2023February 2026Abandon3210NoNo
18265056METHOD AND DEVICE FOR PROVIDING COMPRESSED GIG SERVICEJune 2023August 2025Abandon2710NoNo
18252120PREDICTIVE METHOD FOR ANALYSING A MENUMay 2023March 2026Abandon3410NoNo
18034502SYSTEM AND METHOD FOR PREDICTING GIG SERVICE IN ACCORDANCE WITH SPATIO-TEMPORAL CHARACTERISTICSApril 2023August 2025Abandon2810NoNo
18302481System and Method for Graphical Matching of Complementary Businesses and Subsidiary MarketsApril 2023July 2025Abandon2710NoNo
18030969INFORMATION PROVIDING SYSTEM, INFORMATION PROVIDING METHOD, AND NON-TRANSITORY STORAGE MEDIUMApril 2023June 2025Abandon2710YesNo
18130313SYSTEM FOR ANALYZING WORKFLOW AND DETECTING INACTIVE OPERATORS AND METHODS OF USING THE SAMEApril 2023October 2025Abandon3040NoNo
18166780APPARATUS, METHOD, AND COMPUTER PROGRAM PRODUCT FOR MEDIA CONTENT CONSUMPTION TRACKING USING DISTRIBUTED LEDGERFebruary 2023January 2026Abandon3520NoNo
17984979METHODS AND APPARATUS TO GENERATE AUDIENCE METRICS USING THIRD-PARTY PRIVACY-PROTECTED CLOUD ENVIRONMENTSNovember 2022February 2025Abandon2730YesNo
17935971EVENT MANAGEMENT SYSTEMSeptember 2022February 2025Abandon2930YesNo
17935968EVENT MANAGEMENT SYSTEMSeptember 2022September 2025Abandon3540YesNo
17935965EVENT MANAGEMENT SYSTEMSeptember 2022September 2025Abandon3540YesNo
17935976EVENT MANAGEMENT SYSTEMSeptember 2022February 2025Abandon2930YesNo
17877834Machine Learning System and Method for Predicting Caregiver AttritionJuly 2022August 2024Allow2530YesNo
17850168INFORMATION PROCESSING METHOD AND INFORMATION PROCESSING SYSTEMJune 2022September 2025Abandon3910YesNo
17842244PREDICTIVE RISK MANAGEMENT FOR DYNAMIC TREE TRIMMING SCHEDULING FOR DISTRIBUTION NETWORKSJune 2022March 2026Abandon4520NoNo
17740307INFORMATION DELIVERY METHOD, APPARATUS, AND DEVICE, AND COMPUTER-READABLE STORAGE MEDIUMMay 2022August 2025Allow4020NoNo
17660696TECHNIQUES FOR SCHEDULING AND EXECUTING PLANS FOR A USER OF AN INPUT/OUTPUT DEVICEApril 2022May 2025Abandon3720YesNo
17714038METHODS AND SYSTEMS FOR APPLYING SURVIVAL ANALYSIS MODELS TO PRODUCE TEMPORAL MEASURES OF SALES PRODUCTIVITYApril 2022January 2025Abandon3320YesNo
17654718AUTOMATIC WELLBORE ACTIVITY SCHEDULE ADJUSTMENT METHOD AND SYSTEMMarch 2022May 2023Abandon1450YesNo
17694327SYSTEM AND METHOD FOR PROVIDING CROWD SOURCED METRICS FOR NETWORK CONTENT BROADCASTERSMarch 2022October 2023Abandon1910YesNo
17692895MANAGEMENT OF IN ROOM MEETING PARTICIPANTMarch 2022March 2025Abandon3630YesNo
17683108CHURN PREDICTION USING CLICKSTREAM DATAFebruary 2022February 2025Abandon3530YesNo
17683112CHURN PREVENTION USING GRAPHSFebruary 2022January 2026Abandon4620YesYes
17638473STORE MANAGEMENT SYSTEM, STORE MANAGEMENT METHOD, COMPUTER PROGRAM AND RECORDING MEDIUMFebruary 2022July 2024Abandon2920YesNo
17634632INFORMATION COLLECTING APPARATUS AND METHODFebruary 2022September 2024Abandon3120YesNo
17650670INTELLIGENT SAFETY MONITORING AND ANALYTICS SYSTEM FOR PERSONAL PROTECTIVE EQUIPMENTFebruary 2022August 2024Abandon3040YesNo
17633169VEHICLE DISPATCHING METHOD, ON-VEHICLE DEVICE, AND ROADSIDE DEVICEFebruary 2022April 2024Abandon2610NoNo
17589798SYSTEMS AND METHODS FOR GENERATING AND VALIDATING ITEM DEMAND TRANSFER COEFFICIENTS USING DATABASE ENTRIESJanuary 2022July 2025Abandon4220YesNo
17578140METHOD FOR A COMPUTER IMPLEMENTED INTERACTIVE TOOLJanuary 2022July 2025Abandon4240NoNo
17575459USER ACTIVE LEAD MANAGEMENT SYSTEM AND USES THEREOFJanuary 2022October 2022Allow900NoNo
17575372AUTOMATED ESTIMATION OF FACTORS INFLUENCING PRODUCT SALESJanuary 2022May 2025Abandon4020YesNo
17621638INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUMDecember 2021April 2024Abandon2810NoNo
17556014ATTENTIVENESS TRACKING AND COORDINATION OF CALL CENTER AGENTSDecember 2021February 2024Abandon2610NoNo
17556641PRODUCT EVALUATION APPARATUS AND PRODUCT EVALUATION METHODDecember 2021September 2024Abandon3320YesNo
17499280SUPPLY CHAIN MANAGEMENT WITH PART SHORTAGE PREDICTION AND MITIGATIONOctober 2021August 2025Abandon4660YesNo
17492484TRANSIT SYSTEM FOR ADJUSTING DURATION TO RECONCILE ASSIGNMENT OF RESOURCESOctober 2021May 2024Abandon3230YesNo
17489067SYSTEM FOR ESTABLISHING AN INSTANT COMMUNICATION SESSION WITH A HEALTH PROVIDERSeptember 2021August 2024Abandon3420YesNo
17487374Outlier Incident Detection Using Event TemplatesSeptember 2021September 2025Abandon4840YesNo
17466905Method and System for Assessing Play Value of a PlaygroundSeptember 2021October 2022Allow1300NoNo
17465061DYNAMIC PLANOGRAMS IN A RETAIL STORESeptember 2021March 2024Abandon3010NoNo
17465241SYSTEM AND METHOD FOR NETWORKING A PLURALITY OF AGRICULTURAL FARMSSeptember 2021July 2024Abandon3520NoNo
17463068SYSTEMS AND METHODS FOR RESPONSIVE AND AUTOMATED PREDICTIVE PACKAGING ACQUISITIONAugust 2021October 2024Abandon3840YesNo
17461109INTERNET OF THINGS RESOURCES FOR CONTROL TOWER AND ENTERPRISE MANAGEMENT PLATFORMAugust 2021September 2025Abandon4840YesNo
17461074MANAGING DEMAND FACTORS AND INFRASTRUCTURE FACILITIES OF CONTROL TOWER AND ENTERPRISE MANAGEMENT PLATFORMAugust 2021July 2025Abandon4740YesNo
17461508DATA ANALYSIS TO DETERMINE OFFERS MADE TO CREDIT CARD CUSTOMERSAugust 2021August 2025Allow4860YesYes
17408944INFLUENCE FUNCTION IN MACHINE LEARNING FOR INTERPRETATION OF LENGTHY AND NOISY DOCUMENTSAugust 2021December 2025Abandon5260YesNo
17430465PRIVILEGE ISSUING APPARATUS, METHOD, AND COMPUTER-READABLE MEDIUMAugust 2021August 2024Abandon3620NoNo
17378624APPOINTMENT NEGOTIATION SYSTEMS AND METHODSJuly 2021February 2025Abandon4330NoYes
17362181USING A PICTURE TO GENERATE A SALES LEADJune 2021December 2024Allow4230NoNo
17360025SYSTEM AND METHOD OF TREND IDENTIFICATIONJune 2021September 2023Abandon2620YesNo
17351678Automated In-Store Execution Issue Resolution SystemJune 2021August 2025Abandon5070YesNo
17328000METHODS, SYSTEMS, ARTICLES OF MANUFACTURE, AND APPARATUS TO ENHANCE MARKET RESEARCH DATA COLLECTION QUALITYMay 2021December 2023Abandon3120NoNo
17327638COMPUTERIZED HUB FOR INTERACTION OF SERVICE PURCHASERS AND SERVICE PROVIDERS FOR REAL-TIME GENERATION AND ADJUSTMENT OF SERVICESMay 2021July 2024Abandon3840NoNo
17318517METHODS AND APPARATUS TO GENERATE AUDIENCE METRICS USING THIRD-PARTY PRIVACY-PROTECTED CLOUD ENVIRONMENTSMay 2021August 2023Abandon2720NoNo
17315400LISTING SERVICES WITHIN A NETWORKED ENVIRONMENTMay 2021July 2023Allow2630YesNo
17242482METHOD FOR AUTOMATICALLY EXTRACTING VEHICLE GETTING-ON-AND-OFF PLACES AND OPERATION SERVER UTILIZING THE SAMEApril 2021January 2025Abandon4540YesNo
17287594A LIGHT DIRECTING PLATFORM FOR A CULTIVAR GROWING ENVIRONMENTApril 2021June 2024Abandon3810NoNo
17232651USER INTERFACE THAT PRE-POPULATES ITEMS IN AN ORDER MODULE FOR A USER OF AN ONLINE CONCIERGE SYSTEM USING A PREDICTION MODELApril 2021May 2023Allow2520YesNo
17281771EVENT MANAGEMENT SYSTEMMarch 2021May 2025Abandon5040YesNo
17201641VALUE BASED COMMODITY SELECTIONMarch 2021September 2023Abandon3030NoNo
17074778SERVER APPARATUS, MEDIUM, AND OPERATION METHOD FOR INFORMATION PROCESSING SYSTEMOctober 2020August 2023Abandon3420NoNo
17074354Systems, Methods, and Devices for Generating and Trading Environmental CreditsOctober 2020February 2023Allow2820YesNo
17073274METHOD AND SYSTEM FOR SWITCHING AND HANDOVER BETWEEN ONE OR MORE INTELLIGENT CONVERSATIONAL AGENTSOctober 2020November 2022Abandon2520NoNo
17068531APPOINTMENT NEGOTIATION SYSTEMS AND METHODSOctober 2020December 2024Abandon5130NoYes
17044154INFORMATION ANALYSIS DEVICE AND INFORMATION ANALYSIS METHODSeptember 2020January 2023Abandon2720NoNo
16987890USER INTERFACE-BASED MOBILITY TRANSACTION MANAGEMENT ON A MAAS PLATFORMAugust 2020May 2023Allow3320YesNo
16945480DATA EXCHANGE PLATFORM FROM PERSONAL DATA PLATFORMJuly 2020September 2024Abandon4950NoNo
16924875Methods and systems for signals managementJuly 2020February 2021Abandon810NoNo
16912403VISUAL INFORMATION SYSTEM AND COMPUTER MOBILITY APPLICATION FOR FIELD PERSONNELJune 2020October 2025Abandon60100YesNo
16904152METHOD AND APPARATUS USING CONTEXT TO DETERMINE CONSUMER DEALSJune 2020June 2025Abandon6040NoNo
16900825Allocating ResourcesJune 2020March 2025Abandon5750YesNo
16891728SCHEDULE MANAGEMENT SYSTEMJune 2020June 2021Abandon1220YesNo
16882981CROP MONITORING TO DETERMINE AND CONTROL CROP YIELDMay 2020December 2022Allow3120YesNo
16763668ASSEMBLY ADAPTED TO BE EMBEDDED IN A MIXING HEAD OF A FOOD OR BEVERAGE PREPARATION MACHINEMay 2020February 2023Abandon3310NoNo
16866264STRUCTURAL FOOD PREPARATION SYSTEMS AND METHODSMay 2020April 2021Allow1110NoNo
16756233DETERMINATION OF UN/FAVORABLE TIME PERIODS FOR THE APPLICATION OF PLANT PROTECTIONApril 2020November 2025Allow6070YesNo
16822251Predicting True Demand of Network Services with Usage ConstraintsMarch 2020April 2023Allow3710YesNo
16636261A HAND HELD DEVICE FOR ECONOMIC AGRICULTURAL MANAGEMENTFebruary 2020June 2022Abandon2910NoNo
16776908MAINTAINING AN UP-TO-DATE PRODUCT DATABASE BASED ON FORECAST AND HISTORICAL DATAJanuary 2020March 2025Abandon6050YesYes
16739783BIASED SELECTION OF DEDICATED PHYSICAL CONNECTIONS TO PROVIDER NETWORKJanuary 2020September 2024Abandon5660YesNo
16710592Globalization, Localization, and Internationalization Learning and Regulation ModelDecember 2019October 2025Abandon6060YesYes
16710471DETECTION AND BREAKING OF PRICING LOOPS IN AN E-COMMERCE MARKETPLACEDecember 2019September 2022Allow3410YesNo
16702208PREDICTING AND PREVENTING RETURNS USING TRANSFORMATIVE DATA-DRIVEN ANALYTICS AND MACHINE LEARNINGDecember 2019November 2023Abandon4740YesNo
16698180METHODS, SYSTEMS AND APPARATUS TO ESTIMATE CENSUS-LEVEL AUDIENCE SIZE AND TOTAL IMPRESSION DURATIONS ACROSS DEMOGRAPHICSNovember 2019November 2024Abandon6070YesNo
16698147METHODS, SYSTEMS AND APPARATUS TO ESTIMATE CENSUS-LEVEL AUDIENCE, IMPRESSIONS, AND DURATIONS ACROSS DEMOGRAPHICSNovember 2019October 2024Abandon5970YesNo
16692633ARTIFICIAL DEVICE AND METHOD FOR CONTROLLING THE SAMENovember 2019May 2022Abandon3010NoNo
16614329METHOD BASED ON FORM FIELDS FOR ARRANGING EXAMINATION AND APPROVAL ROLES AT WORKFLOW EXAMINATION AND APPROVAL NODESNovember 2019September 2023Abandon4630NoNo
16671396ADVANCED SEGMENTATION WITH SUPERIOR CONVERSION POTENTIALNovember 2019August 2023Allow4550YesNo
16666867METHODS AND SYSTEMS FOR SEGMENTATION AND ACTIVATION IN DATA MANAGEMENT PLATFORM FOR CONTACT CENTEROctober 2019March 2022Abandon2810NoNo
16661956SYSTEMS AND METHODS FOR IDENTIFYING AND UTILIZING TESTING LOCATIONS IN AGRICULTURAL FIELDSOctober 2019March 2025Abandon6060YesNo
16656731EQUIPMENT REPAIR SYSTEM AND METHODOctober 2019May 2025Abandon6051NoYes
16593787MARKETING SUPPORT SYSTEM, MARKETING SUPPORT METHOD AND PROGRAMOctober 2019May 2023Abandon4340YesNo
16593792MARKETING SUPPORT SYSTEM, MARKETING SUPPORT METHOD AND PROGRAMOctober 2019May 2022Allow3230YesNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner BYRD, UCHE SOWANDE.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
28
Examiner Affirmed
23
(82.1%)
Examiner Reversed
5
(17.9%)
Reversal Percentile
29.6%
Lower than average

What This Means

With a 17.9% 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
54
Allowed After Appeal Filing
9
(16.7%)
Not Allowed After Appeal Filing
45
(83.3%)
Filing Benefit Percentile
20.0%
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, 16.7% 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 BYRD, UCHE SOWANDE - Prosecution Strategy Guide

Executive Summary

Examiner BYRD, UCHE SOWANDE works in Art Unit 3624 and has examined 318 patent applications in our dataset. With an allowance rate of 25.2%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 45 months.

Allowance Patterns

Examiner BYRD, UCHE SOWANDE's allowance rate of 25.2% places them in the 3% 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 BYRD, UCHE SOWANDE receive 3.30 office actions before reaching final disposition. This places the examiner in the 91% 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 BYRD, UCHE SOWANDE is 45 months. This places the examiner in the 13% 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 +36.2% benefit to allowance rate for applications examined by BYRD, UCHE SOWANDE. This interview benefit is in the 84% 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, 10.0% of applications are subsequently allowed. This success rate is in the 5% 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 6.4% 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, 46.2% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 41% 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 37.8% of appeals filed. This is in the 6% percentile among all examiners. Of these withdrawals, 23.5% 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, 65.8% are granted (fully or in part). This grant rate is in the 71% 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 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.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.

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.