Listed by the USPTO as OBAID, HAMZEH M
Tech Center 3600 • Art Units: 3623 3624 3661
This examiner grants 38% of resolved cases
OBAID, HAMZEH M is assigned to tech center 3600 and art unit 3623. The record includes 182 resolved cases, an allowance rate of 37.9%, and a median of 1108 days to allowance. The interview lift is 21.8%, indicating a meaningful positive relationship with allowance outcomes. The allowance measure suggests that applications may face substantial examination challenges, while the interview measure supports direct discussion of the issues controlling claimability.
The listed companies are International Business Machines Corporation, Dell Products L.P., and JPMorgan Chase Bank, N.A. The listed firms are FOLEY & LARDNER LLP, MAIER & MAIER, PLLC, and ARENTFOX SCHIFF LLP - New York. Counsel may prepare interviews around specific claim limitations and supported amendment paths, while preserving alternatives and planning for the recorded prosecution timeline.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18384462 | AUTONOMOUS MECHANISM FOR TRACKING EXECUTION PATHS IN DYNAMIC SYSTEMS | Non-Final OA | ORACLE INTERNATIONAL CORPORATION |
| 18930890 | SCHEDULE CREATION METHOD AND SYSTEM, DEVICE, AND MEDIUM | Non-Final OA | Beijing Zitiao Network Technology Co., Ltd. |
| 18235947 | Machine Learning-Based Requirements Prediction | Final Rejection | Bank of America Corporation |
| 19269789 | SYSTEMS AND METHODS FOR IMPROVING QUALITY OF ARTIFICIAL INTELLIGENCE MODEL | Final Rejection | Fidelity Information Services, LLC |
| 18355454 | COMPUTER-READABLE RECORDING MEDIUM HAVING STORED THEREIN MACHINE LEARNING PROGRAM, MACHINE LEARNING METHOD, AND INFORMATION PROCESSING APPARATUS | Final Rejection | Fujitsu Limited |
| 18273015 | A CONFIDENCE-AWARE SERVICE PATTERN OPTIMIZATION METHOD | Non-Final OA | ZHEJIANG UNIVERSITY |
| 19029786 | COMMUNICATION PROCESS FLOW PATH VARIATIONS | Final Rejection | Salesforce, Inc. |
| 18560827 | Methods for Transmitting the Execution of a Working Task, Cooperation Module and Plant | Final Rejection | Siemens Aktiengesellschaft |
| 18532589 | DYNAMIC ASSET MAINTENANCE MANAGEMENT | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17893295 | WORKFLOW SIMULATION WITH ENVIRONMENT SIMULATION | Non-Final OA | International Business Machines Corporation |
| 17656227 | RISK REDUCTION OPTIMIZATION IN A SMART ENVIRONMENT | Non-Final OA | International Business Machines Corporation |
| 18411531 | SYSTEMS, METHODS, AND APPARATUSES FOR EVENT DETECTION FOR A TRANSMISSION CABLE OR LINE-BASED SYSTEM | Non-Final OA | Comcast Cable Communications, LLC |
| 19012539 | SYSTEM AND METHOD FOR ANALYZING DATA SETS USING INDEXING | Final Rejection | Fiserv, Inc. |
| 18642868 | RESOURCE USAGE AMOUNT MANAGEMENT SYSTEM AND RESOURCE USAGE AMOUNT MANAGEMENT METHOD | Final Rejection | Hitachi, Ltd. |
| 17824717 | Assumption-Based Planning | Non-Final OA | Blue Yonder Group, Inc. |
| 18743125 | SYSTEM AND METHOD OF MANAGING OPERATIONS IN A WAREHOUSE | Non-Final OA | Honeywell International Inc. |
| 19093670 | Advanced Forecasting Tool for Key Performance Indicators in Revenue Cycle Management | Final Rejection | Cerner Innovation, Inc. |
| 18688948 | Classification Model Generation Method, Particle Determination Method, and Recording Medium | Non-Final OA | The University of Tokyo |
| 18477008 | MANAGING PROJECT TASKS USING CONTENT ITEMS | Non-Final OA | Dropbox, Inc. |
| 18644269 | CONFORMITY-DRIVEN ADAPTIVE RESOURCE OPTIMIZATION FOR DYNAMIC ALLOCATION | Non-Final OA | Dell Products L.P. |
| 18492869 | PRODUCT DESIGN PREDICTION USING MACHINE LEARNING | Non-Final OA | Dell Products L.P. |
| 18158763 | SYSTEMS AND METHODS FOR GENERATING MULTIPLE SCHEDULES FOR COMPUTATIONAL EFFICIENCY | Non-Final OA | UKG Inc. |
| 18474429 | MACHINE LEARNING BASED (ML-BASED) COMPUTING METHOD AND SYSTEM FOR FORECASTING FINANCIAL TRANSACTIONS | Final Rejection | HIGHRADIUS CORPORATION |
| 18186873 | Aircraft Fleet Assignment With Slot Constraints | Final Rejection | Jeppesen ForeFlight, Inc. |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy37.9% of resolved applications examined by Hamzeh M Obaid were allowed (182 resolved cases), compared with 24.1% across Art Unit 3623 over the last five years.
This examiner's interview lift is +21.8 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Hamzeh M Obaid took 1,108 days on average from filing to allowance.
Hamzeh M Obaid examines applications in Art Unit 3623 in Tech Center 3600 (Transportation, E-Commerce & Mechanical Systems).
