Office Action Predictor
Last updated: April 16, 2026
Application No. 18/909,446

SYSTEMS AND METHODS FOR FORECASTING BASED ON CATEGORIZED USER MEMBERSHIP PROBABILITY

Non-Final OA §DP
Filed
Oct 08, 2024
Examiner
VIG, NARESH
Art Unit
3622
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
Yahoo Ad Tech LLC
OA Round
1 (Non-Final)
37%
Grant Probability
At Risk
1-2
OA Rounds
4y 1m
To Grant
75%
With Interview

Examiner Intelligence

Grants only 37% of cases
37%
Career Allow Rate
223 granted / 607 resolved
-15.3% vs TC avg
Strong +38% interview lift
Without
With
+38.2%
Interview Lift
resolved cases with interview
Typical timeline
4y 1m
Avg Prosecution
47 currently pending
Career history
654
Total Applications
across all art units

Statute-Specific Performance

§101
29.3%
-10.7% vs TC avg
§103
43.9%
+3.9% vs TC avg
§102
2.6%
-37.4% vs TC avg
§112
17.8%
-22.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 607 resolved cases

Office Action

§DP
DETAILED ACTION Examiner reached out to Applicant’s attorney Robert Selfaison requesting to file a Terminal Disclosure to overcome an actual or provisional rejection based on nonstatutory double patenting. No response has been received. Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Eligibility of Patent under 35 USC § 101 Applicant’s invention is directed to receiving, at a server, resources (e.g. advertising content) to be allocated to one or more user impressions; queryable storage entities are generated as bitsets and generated bitsets are mapped to deterministic user bitsets and probabilistic user bitsets. An estimate of available user impressions based on the one or more viewer demographic group limitations and the query to the deterministic user bitsets or probabilistic user bitsets are determined and resources are automatically allocated to the available user impressions based on the determined estimate of available user impressions. Subsequent to allocation of resources, actual impressions are monitored to determine KPIs and remaining allocation of resources are optimized based on the determined KPIs and comparison of actual impressions with the impression forecast. It is deemed that the claimed invention is not an abstract idea and therefore, it is examiner opinion that the claimed invention is eligible for patent under 35 USC 101. Double Patenting The nonstatutory double patenting rejection is based on a judicially created doctrine grounded in public policy (a policy reflected in the statute) so as to prevent the unjustified or improper timewise extension of the “right to exclude” granted by a patent and to prevent possible harassment by multiple assignees. A nonstatutory double patenting rejection is appropriate where the conflicting claims are not identical, but at least one examined application claim is not patentably distinct from the reference claim(s) because the examined application claim is either anticipated by, or would have been obvious over, the reference claim(s). See, e.g., In re Berg, 140 F.3d 1428, 46 USPQ2d 1226 (Fed. Cir. 1998); In re Goodman, 11 F.3d 1046, 29 USPQ2d 2010 (Fed. Cir. 1993); In re Longi, 759 F.2d 887, 225 USPQ 645 (Fed. Cir. 1985); In re Van Ornum, 686 F.2d 937, 214 USPQ 761 (CCPA 1982); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Thorington, 418 F.2d 528, 163 USPQ 644 (CCPA 1969). A timely filed terminal disclaimer in compliance with 37 CFR 1.321(c) or 1.321(d) may be used to overcome an actual or provisional rejection based on nonstatutory double patenting provided the reference application or patent either is shown to be commonly owned with the examined application, or claims an invention made as a result of activities undertaken within the scope of a joint research agreement. See MPEP § 717.02 for applications subject to examination under the first inventor to file provisions of the AIA as explained in MPEP § 2159. See MPEP §§ 706.02(l)(1) - 706.02(l)(3) for applications not subject to examination under the first inventor to file provisions of the AIA . A terminal disclaimer must be signed in compliance with 37 CFR 1.321(b). The USPTO Internet website contains terminal disclaimer forms which may be used. Please visit www.uspto.gov/patent/patents-forms. The filing date of the application in which the form is filed determines what form (e.g., PTO/SB/25, PTO/SB/26, PTO/AIA /25, or PTO/AIA /26) should be used. A web-based eTerminal Disclaimer may be filled out completely online using web-screens. An eTerminal Disclaimer that meets all requirements is auto-processed and approved immediately upon submission. For more information about eTerminal Disclaimers, refer to www.uspto.gov/patents/process/file/efs/guidance/eTD-info-I.jsp. Claims 1 – 20 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1 -20 of US Patent 12,125,053 and 1 – 24 of U.S. Patent No. 8,751,301. Although the claims at issue are not identical, they are not patentably distinct from each other because the subject matter claimed in the instant application is fully disclosed in the patent and is covered by the patent since the patent and the application are claiming common subject matter, as follows: Application: 18/909,446 US Patent 12,125,053 A method for automatically allocating resources based on user impressions on a network, the method comprising: A method for determining an estimate of available user impressions on a network and allocating resources, the method comprising: receiving, at a forecasting server, resources to be allocated to one or more user impressions; receiving, at a forecasting server, a request for an estimate of available user impressions for viewing one or more media elements, the request including one or more viewer demographic group limitations; receiving, at the forecasting server, a request for an estimate of available user impressions for viewing one or more media elements, the request including one or more viewer demographic group limitations; generating, at a storage entity, queryable storage entities including deterministic user bitsets and probabilistic user bitsets; generating, at a storage entity, queryable storage entities including deterministic user bitsets and probabilistic user bitsets; mapping, by the forecasting server, a query to the deterministic user bitsets or probabilistic user bitsets; mapping, by the forecasting server, a query to the deterministic user bitsets or probabilistic user bitsets; determining, by the forecasting server, an impression forecast based on the one or more viewer demographic group limitations and the query to the deterministic user bitsets or probabilistic user bitsets; determining, by the forecasting server, an estimate of available user impressions based on the one or more viewer demographic group limitations and the query to the deterministic user bitsets or probabilistic user bitsets; allocating resources based on the impression forecast; automatically allocating the resources to available user impressions based on the determined estimate of available user impressions; grouping one or more of the available user impressions that were allocated resources based on key performance indicators; and monitoring actual impressions to determine key performance indicators; and optimizing a remaining allocation of resources for a group of the one or more available user impressions based on the key performance indicators and comparing the actual impressions with the impression forecast. optimizing the remaining allocation of resources for a group of the one or more available user impressions based on comparing actual available user impressions with the determined estimate of available user impressions. Furthermore, there is no apparent reason why applicant was prevented from presenting claims corresponding to those of the instant application during prosecution of the application which matured into a patent. See In re Schneller, 397 F.2d 350, 158 USPQ 210 (CCPA 1968). See also MPEP § 804. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to Naresh Vig whose telephone number is (571)272-6810. The examiner can normally be reached Mon-Fri 06:30a - 04:00p. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Ilana Spar can be reached at 571.270.7537. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /NARESH VIG/Primary Examiner, Art Unit 3622 December 22, 2025
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Prosecution Timeline

Oct 08, 2024
Application Filed
Dec 22, 2025
Non-Final Rejection — §DP
Feb 26, 2026
Applicant Interview (Telephonic)
Mar 04, 2026
Examiner Interview Summary
Mar 26, 2026
Response Filed

Precedent Cases

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METHODS AND SYSTEMS FOR PERSONALIZING VISITOR EXPERIENCE, ENCOURAGING PHILANTHROPIC ACTIVITY AND SOCIAL NETWORKING
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Patent 12254494
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2y 5m to grant Granted Mar 18, 2025
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
37%
Grant Probability
75%
With Interview (+38.2%)
4y 1m
Median Time to Grant
Low
PTA Risk
Based on 607 resolved cases by this examiner. Grant probability derived from career allow rate.

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