USPTO Examiner RAZA MUHAMMAD A - Art Unit 2449

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
17136975DETECTION OF ANOMALIES ASSOCIATED WITH FRAUDULENT ACCESS TO A SERVICE PLATFORMDecember 2020August 2022Allow1900YesNo
17125364METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO BUILD PRIVACY PRESERVING MODELSDecember 2020February 2024Allow3820YesNo
17252516AUTOMATED IOT DEVICE CONFIGURATION USING USER PROFILEDecember 2020August 2022Allow2020YesNo
17121066Automated Videoconference Systems, Controllers And MethodsDecember 2020January 2023Abandon2530NoNo
17098151DECENTRALIZED DATABASE OPTIMIZATIONSNovember 2020August 2021Allow900YesNo
17093625METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKNovember 2020July 2023Abandon3201NoNo
17093619METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKNovember 2020February 2023Abandon2801NoNo
17093611METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKNovember 2020July 2023Allow3221YesNo
17082775MECHANISM FOR HARDWARE CONFIGURATION AND SOFTWARE DEPLOYMENTOctober 2020April 2023Abandon3030YesNo
17075859EVENT MANAGEMENT AND CONTROL DEVICE AND METHOD THEREOFOctober 2020February 2023Abandon2730YesNo
17039427Persisted Data Cache ServiceSeptember 2020December 2022Allow2720YesNo
17020753MULTI-FACTOR AUTHENTICATION FOR NON-INTERNET APPLICATIONSSeptember 2020September 2022Allow2400YesNo
16985191METHOD AND APPARATUS FOR PERFORMING DYNAMIC STATISTICAL PERIOD ADJUSTMENT REGARDING RATE ADAPTIONAugust 2020August 2021Allow1200YesNo
16962925NETWORK MONITORING SYSTEM AND METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM STORING PROGRAMJuly 2020October 2022Abandon2720NoNo
16898760Automated Estimation of Network Security Policy RiskJune 2020August 2022Allow2640YesNo
16878652SECURITY THREAT DETECTION DURING SERVICE QUERY HANDLINGMay 2020May 2024Allow4840YesNo
16847108Slow Network Detection and ResponseApril 2020May 2022Allow2520YesNo
16812031DEFINING AND IMPLEMENTING AN EPHEMERAL CONFIGURATION STATE FOR A NETWORK DEVICEMarch 2020July 2022Abandon2820YesNo
16806092SYSTEMS AND METHODS FOR GAMIFICATION OF SAAS APPLICATIONSMarch 2020July 2022Allow2820YesNo
16790007METHOD FOR DETECTING ACCESS POINT CHARACTERISTICS USING MACHINE LEARNINGFebruary 2020March 2023Abandon3710NoNo
16737112Optimizing Web Applications Using a Rendering EngineJanuary 2020March 2021Allow1500YesNo
16723988METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKDecember 2019July 2020Allow701YesNo
16714676METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKDecember 2019January 2023Abandon3741YesNo
16714674METHOD AND SYSTEM TO PRE-FETCH DATA IN A NETWORKDecember 2019May 2022Allow2931YesNo
16697344PRIVACY-AWARE MODEL GENERATION FOR HYBRID MACHINE LEARNING SYSTEMSNovember 2019June 2021Allow1900YesNo
16687795METHOD OF SECURELY AUTHENTICATING A TRANSPONDER IN COMMUNICATION WITH A SERVERNovember 2019February 2022Allow2710YesNo
16669337USING A TREE STRUCTURE TO SEGMENT AND DISTRIBUTE RECORDS ACROSS ONE OR MORE DECENTRALIZED, ACYCLIC GRAPHS OF CRYPTOGRAPHIC HASH POINTERSOctober 2019September 2020Allow1000YesNo
16653635SYSTEM AND METHOD FOR WEB ENABLED APPLICATION EXECUTION AND MANAGEMENTOctober 2019January 2022Abandon2711YesNo
16593160LOG MANAGEMENT SYSTEM AND LOG MANAGEMENT METHODOctober 2019July 2022Abandon3320NoNo
16582235INTELLIGENT SERVICE DISTRIBUTOR AND CONTROLLER WITH REAL TIME SERVICE CALIBRATIONSeptember 2019October 2021Allow2510YesNo
16580220Blockchain-Based Property ManagementSeptember 2019August 2020Allow1000YesNo
16562426FRONT-END OPTIMIZATION IN A CONTENT DELIVERY NETWORK (CDN)September 2019August 2022Allow3540YesYes
16529927USING NETWORK CONFIGURATION ANALYSIS TO IMPROVE SERVER GROUPING IN MIGRATIONAugust 2019November 2021Allow2820YesNo
16459108METHOD FOR FUNCTION CONTROL AND ELECTRONIC DEVICE THEREOFJuly 2019August 2022Allow3830YesNo
16472861SCHEDULING RESOURCESJune 2019August 2021Allow2630YesNo
16444760NETWORK RELAY DEVICE, NETWORK RELAY METHOD, AND NETWORK RELAY PROGRAMJune 2019May 2020Allow1100YesNo
16441789CONFERENCE FACILITATION METHOD AND APPARATUSJune 2019March 2023Abandon4511NoNo
16468941Method and Device for Sharing File Between Different TerminalsJune 2019August 2020Allow1510YesNo
16431951IDENTIFYING AND MANAGING REDUNDANT DIGITAL CONTENT TRANSFERSJune 2019July 2020Allow1400YesNo
16431978IDENTIFYING AND MANAGING REDUNDANT DIGITAL CONTENT TRANSFERSJune 2019August 2020Allow1400YesNo
16462823BROADCAST SIGNAL TRANSMITTING/RECEIVING DEVICE AND METHODMay 2019December 2020Allow1910YesNo
16394424REPLACING A VIRTUAL NETWORK FUNCTION IN A NETWORK SERVICEApril 2019September 2019Allow400YesNo
16392971TECHNOLOGY FOR COMMUNICATION BETWEEN DIFFERENT INSTANT MESSAGING PROTOCOLS AND SIP PROTOCOLApril 2019December 2020Abandon2020NoNo
16384372TERMINATION OF DATABASE CONNECTIONApril 2019December 2021Allow3220YesNo
16358286SYSTEM, METHOD, AND COMPUTER PROGRAM FOR REAL-TIME HTML RENDERING OF WINDOWS APPLICATIONSMarch 2019July 2020Allow1610YesNo
16292551SYSTEM AND METHOD FOR MONITORING A LOCATIONMarch 2019January 2021Allow2220YesNo
16275335NETWORK MANAGEMENT DEVICE, MANAGEMENT METHOD, AND RECORDING MEDIUMFebruary 2019October 2020Abandon2010NoNo
16275316METHOD AND SYSTEM TO ALLOCATE BANDWIDTH BASED ON TASK DEADLINE IN CLOUD COMPUTING NETWORKSFebruary 2019August 2022Allow4250YesNo
16272542SYSTEM AND METHOD FOR FORENSIC ARTIFACT ANALYSIS AND VISUALIZATIONFebruary 2019October 2022Abandon4410NoNo
16223085SYSTEM AND METHOD FOR MEASURING PERFORMANCE OF VIRTUAL NETWORK FUNCTIONSDecember 2018December 2020Abandon2411NoNo
16220713TECHNOLOGIES FOR MONITORING THE PERFORMANCE OF HOME APPLIANCESDecember 2018July 2020Abandon1910NoNo
16216974RENDEZVOUS POINT (RP) ROUTER WITH IMPROVED PROCESSING OF FIRST HOP ROUTER (FHR) INFORMATION IN A PROTOCOL INDEPENDENT MULTICAST (PIM) NETWORK DOMAINDecember 2018October 2020Allow2211YesNo
16308060MULTIPATH TCP IN HYBRID ACCESS NETWORKSDecember 2018May 2023Abandon5460YesYes
16211057USING A TREE STRUCTURE TO SEGMENT AND DISTRIBUTE RECORDS ACROSS ONE OR MORE DECENTRALIZED, ACYCLIC GRAPHS OF CRYPTOGRAPHIC HASH POINTERSDecember 2018July 2019Allow800YesNo
16210084HIERARCHICAL DATA BUS ARCHITECTURE IN A NETWORK FUNCTIONS VIRTUALIZATION SYSTEMDecember 2018January 2022Allow3721YesYes
16201355COMMUNICATION APPARATUS FOR TRANSMITTING RESPONSE, COMMUNICATION METHOD, AND STORAGE MEDIUMNovember 2018December 2021Allow3731YesNo
16201115ENABLING HIGH SPEED AND LOW POWER OPERATION OF A SENSOR NETWORKNovember 2018August 2020Allow2120YesNo
16192405AUTOMATED VIDEOCONFERENCE SYSTEMS, CONTROLLERS AND METHODSNovember 2018August 2020Allow2220YesNo
16155767DETERMINING APPROPRIATE VIDEO ENCODINGS FOR VIDEO STREAMSOctober 2018September 2020Allow2420YesNo
16155497Automated Playback and Redistribution of Internet Streaming ContentOctober 2018April 2025Allow6060YesYes
16154697DIGITAL STORY REPLY CONTAINEROctober 2018October 2020Allow2510YesNo
16152573ADAPTIVE MONITORING OF COMPUTING SYSTEMSOctober 2018March 2022Allow4160YesYes
16152016SYSTEMS AND METHODS FOR ELECTRONIC DISTRIBUTION OF MESSAGES OVER COMMUNICATION CHANNELSOctober 2018November 2021Allow3740YesNo
16151568LOCAL THIN CLOUD TENANTOctober 2018September 2020Allow2320YesNo
16148591SYSTEMS AND METHODS FOR GAMIFICATION OF SAAS APPLICATIONSOctober 2018November 2019Allow1300YesNo
16071495METHOD OF RECEIVING AND DELIVERING CONTENT AND APPARATUS AND A SYSTEM THEREFORJuly 2018January 2022Abandon4230YesNo
16041612APPARATUS AND METHOD FOR MONITORING A WIRELESS NETWORKJuly 2018October 2019Allow1500YesNo
16034939MECHANISM FOR HARDWARE CONFIGURATION AND SOFTWARE DEPLOYMENTJuly 2018July 2020Allow2420YesNo
16035119SYSTEMS AND METHODS FOR LOCATION-BASED MESSAGINGJuly 2018December 2020Abandon3020YesNo
16026608INTELLIGENT SERVICE DISTRIBUTOR AND CONTROLLER WITH REAL TIME SERVICE CALIBRATIONJuly 2018August 2019Allow1400YesNo
16022185SYSTEM, DEVICES AND METHODS FOR PROVIDING STREAM PRIVACY IN AN ABR OTT MEDIA NETWORKJune 2018October 2021Allow4021YesNo
16017961Efficient Operand Multicast For AccelerationJune 2018January 2021Abandon3010NoNo
16015394VIRTUAL ASSISTANT SYSTEM ENHANCEMENTJune 2018April 2021Abandon3420NoNo
16007319USER ACTION COLLECTION FOR SENSITIVE CUSTOMER DATAJune 2018November 2020Allow3020YesNo
16001116TRANSFER OF DATA BASED ON MOVEMENT OF A USERJune 2018September 2022Abandon5120NoYes
15996645PRIVACY-AWARE MODEL GENERATION FOR HYBRID MACHINE LEARNING SYSTEMSJune 2018September 2019Allow1500YesNo
15992164CAPACITY PLANNING AND RECOMMENDATION SYSTEMMay 2018March 2023Abandon5841YesYes
15991404Dynamic reservation protocol for 5G network slicingMay 2018September 2019Allow1500YesNo
15982541SYSTEM AND METHOD FOR SMART FACILITIES MONITORINGMay 2018October 2019Allow1700YesNo
15977419METHOD AND SYSTEM TO PROACTIVELY DETERMINE POTENTIAL OUTAGES IN AN INFORMATION TECHNOLOGY ENVIRONMENTMay 2018November 2020Allow3120YesNo
15974088DYNAMIC RESOURCE ALLOCATION METHOD AND APPARATUS IN SOFTWARE-DEFINED NETWORKMay 2018June 2021Allow3730YesNo
15974518METHOD AND SYSTEM FOR USER SESSION DISCOVERY IN A MULTI-TENANT ENVIRONMENTMay 2018December 2020Allow3120YesYes
15972618SERVICE PROVISION STEPS USING SLICES AND ASSOCIATED DEFINITIONSMay 2018February 2021Allow3320YesNo
15971774SYSTEMS AND METHOD FOR INCIDENT SCORECARDMay 2018January 2022Allow4431YesNo
15961799Passing Listener Sockets Between Web Server ProcessesApril 2018August 2019Allow1600YesNo
15938120Blockchain-Based Property ManagementMarch 2018August 2019Allow1600YesNo
15926225Updating Devices in a Local Network of Interconnected DevicesMarch 2018January 2023Allow5851YesNo
15917616USING A TREE STRUCTURE TO SEGMENT AND DISTRIBUTE RECORDS ACROSS ONE OR MORE DECENTRALIZED, ACYLIC GRAPHS OF CRYPTOGRAPHIC HASH POINTERSMarch 2018September 2018Allow600YesNo
15882764Systems, Methods, Apparatus, and Articles of Manufacture to Provide Automatic Wireless ConfigurationJanuary 2018July 2020Allow3020YesNo
15878719SYSTEM AND METHOD FOR IMPLEMENTING AND MANAGING VIRTUAL NETWORKSJanuary 2018March 2021Allow3821YesNo
15837308COMMUNICATION APPARATUS AND COMMUNICATION METHOD, COMMUNICATION SYSTEM, AND COMPUTER-READABLE STORAGE MEDIUMDecember 2017October 2023Abandon6080YesNo
15827963METHOD AND APPARATUS FOR REMOTE CONTROL OF OPERATIONAL CHARACTERISTICS OF A PREMISESNovember 2017August 2020Abandon3211NoNo
15810082NETWORK-AWARE STRUCTURED CONTENT DOWNLOADSNovember 2017March 2018Allow400YesNo
15788381LOG MONITORING SYSTEMOctober 2017May 2020Allow3120YesNo
15730108Closed-Loop Information Technology Issue RemediationOctober 2017September 2020Allow3520YesNo
15561071Method and Apparatus for Terminal Application Accessing NASSeptember 2017May 2019Allow1910YesNo
15695729MULTI-THREADED SERVER ARCHITECTURE SUPPORTING DYNAMIC RECONFIGURATIONSeptember 2017December 2020Allow3910YesNo
15675510IMMUTABLE LOGGING OF ACCESS REQUESTS TO DISTRIBUTED FILE SYSTEMSAugust 2017May 2018Allow900YesNo
15675411CENTRALIZED ACCESS MANAGEMENT OF WEB-BASED OR NATIVE APPLICATIONSAugust 2017May 2018Allow900YesNo
15675470GENERATION OF HASH VALUES WITHIN A BLOCKCHAINAugust 2017May 2018Allow900YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
17
Examiner Affirmed
14
(82.4%)
Examiner Reversed
3
(17.6%)
Reversal Percentile
30.0%
Lower than average

What This Means

With a 17.6% 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
48
Allowed After Appeal Filing
7
(14.6%)
Not Allowed After Appeal Filing
41
(85.4%)
Filing Benefit Percentile
18.5%
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, 14.6% 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 RAZA, MUHAMMAD A - Prosecution Strategy Guide

Executive Summary

Examiner RAZA, MUHAMMAD A works in Art Unit 2449 and has examined 261 patent applications in our dataset. With an allowance rate of 59.4%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 38 months.

Allowance Patterns

Examiner RAZA, MUHAMMAD A's allowance rate of 59.4% places them in the 21% 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 RAZA, MUHAMMAD A receive 3.08 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 RAZA, MUHAMMAD A is 38 months. This places the examiner in the 29% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +75.0% benefit to allowance rate for applications examined by RAZA, MUHAMMAD A. This interview benefit is in the 99% 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, 19.3% of applications are subsequently allowed. This success rate is in the 22% 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 6.3% of cases where such amendments are filed. This entry rate is in the 8% 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, 100.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 73% 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 62.2% of appeals filed. This is in the 40% percentile among all examiners. Of these withdrawals, 53.6% 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, 60.9% are granted (fully or in part). This grant rate is in the 63% 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 15% percentile). This examiner rarely makes examiner's amendments compared to other examiners. You should expect to make all necessary claim amendments yourself through formal amendment practice.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 0.0% of allowed cases (in the 20% 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.

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.