Prosecution Insights
Prosecution Insights
Tech Center 3600 • Art Units: 3623 3624 3661
This examiner grants 38% of resolved cases
Hamzeh M Obaid is an examiner in Tech Center 3600 and Art Unit 3623. The examiner has 180 resolved cases in the current record. This count of 180 cases includes all applications that have reached a final status of allowance or abandonment. Practitioners can use this history to evaluate the examiner's typical patterns during prosecution in this art unit.
The data shows an allowance rate of 38.3 percent for this examiner. This 38.3 percent figure represents the proportion of cases that result in a patent grant. Additionally, the interview lift is 22.4 percent. This 22.4 percent lift indicates the change in the likelihood of allowance when an interview is conducted. Applicants can use this metric to decide whether to engage in direct dialogue with the examiner.
The median days to allowance is 1105. This 1105 day period measures the time from the start of examination to the eventual grant of the patent. Applicants should plan for a prosecution timeline that aligns with this median. The combination of these metrics provides a view of the prosecution environment for applications assigned to this examiner in Art Unit 3623.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 19076251 | SYSTEM AND METHOD FOR LOW POWER MULTI-HORIZON TIME SERIES FORECASTING WITH INTERPRETABILITY | Final Rejection | JPMorgan Chase Bank, N.A. |
| 19269789 | SYSTEMS AND METHODS FOR IMPROVING QUALITY OF ARTIFICIAL INTELLIGENCE MODEL | Final Rejection | Fidelity Information Services, LLC |
| 18961564 | Determination of Insights for Construction Projects | Final Rejection | Procore Technologies, Inc. |
| 18384462 | AUTONOMOUS MECHANISM FOR TRACKING EXECUTION PATHS IN DYNAMIC SYSTEMS | Non-Final OA | ORACLE INTERNATIONAL CORPORATION |
| 18355454 | COMPUTER-READABLE RECORDING MEDIUM HAVING STORED THEREIN MACHINE LEARNING PROGRAM, MACHINE LEARNING METHOD, AND INFORMATION PROCESSING APPARATUS | Final Rejection | Fujitsu Limited |
| 18332800 | AI-BASED INTELLIGENT WORKFLOW IMPROVEMENT | 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 |
| 17679907 | GENERATING ORGANIZATIONAL GOAL-ORIENTED AND PROCESS-CONFORMANT RECOMMENDATION MODELS USING ARTIFICIAL INTELLIGENCE TECHNIQUES | 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. |
| 19029786 | COMMUNICATION PROCESS FLOW PATH VARIATIONS | Final Rejection | Salesforce, Inc. |
| 18642868 | RESOURCE USAGE AMOUNT MANAGEMENT SYSTEM AND RESOURCE USAGE AMOUNT MANAGEMENT METHOD | Final Rejection | Hitachi, Ltd. |
| 18273015 | A CONFIDENCE-AWARE SERVICE PATTERN OPTIMIZATION METHOD | Non-Final OA | ZHEJIANG UNIVERSITY |
| 17824717 | Assumption-Based Planning | Final Rejection | Blue Yonder Group, Inc. |
| 19093670 | Advanced Forecasting Tool for Key Performance Indicators in Revenue Cycle Management | Final Rejection | Cerner Innovation, Inc. |
| 18235947 | Machine Learning-Based Requirements Prediction | Final Rejection | Bank of America Corporation |
| 18743125 | SYSTEM AND METHOD OF MANAGING OPERATIONS IN A WAREHOUSE | Non-Final OA | Honeywell International Inc. |
| 18688948 | Classification Model Generation Method, Particle Determination Method, and Recording Medium | Non-Final OA | The University of Tokyo |
| 18428548 | INFORMATION PROCESSING APPARATUS, METHOD, AND SYSTEM | Final Rejection | WOTA CORP. |
| 18644269 | CONFORMITY-DRIVEN ADAPTIVE RESOURCE OPTIMIZATION FOR DYNAMIC ALLOCATION | Non-Final OA | Dell Products L.P. |
| 18492869 | PRODUCT DESIGN PREDICTION USING MACHINE LEARNING | Final Rejection | Dell Products L.P. |
| 18373146 | SYSTEMS AND METHODS FOR MANUFACTURING APPLICATIONS | Final Rejection | Rockwell Automation Technologies, Inc. |
| 18389419 | CONTROLLING VEHICLES USING CONTEXTUAL DRIVER AND/OR RIDER DATA BASED ON AUTOMATIC PASSENGER DETECTION AND MOBILITY STATUS | Non-Final OA | Allstate Insurance Company |
| 18383488 | SYSTEM AND METHOD FOR ADJUSTING AGENTS STAFFING LEVELS OF A SUCCESSIVE WORK-SHIFT OF A PREASSIGNED ONGOING WORK-SHIFT, DURING THE PREASSIGNED ONGOING WORK-SHIFT, IN A CONTACT CENTER | Final Rejection | NICE LTD. |
| 18474429 | MACHINE LEARNING BASED (ML-BASED) COMPUTING METHOD AND SYSTEM FOR FORECASTING FINANCIAL TRANSACTIONS | Final Rejection | HIGHRADIUS CORPORATION |
| 18468454 | COLLUSION DETECTION USING MACHINE LEARNING AND SEPARATION OF DUTIES (SOD) RULES | Final Rejection | SailPoint Technologies, Inc. |
| 18158763 | SYSTEMS AND METHODS FOR GENERATING MULTIPLE SCHEDULES FOR COMPUTATIONAL EFFICIENCY | Non-Final OA | UKG Inc. |
| 18186873 | Aircraft Fleet Assignment With Slot Constraints | Final Rejection | Jeppesen ForeFlight, Inc. |
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