Prosecution Insights
Last updated: August 17, 2026
Application No. 19/219,575

USING PSYCHOMETRIC ANALYSIS FOR DETERMINING CREDIT RISK

Non-Final OA §101§112
Filed
May 27, 2025
Priority
Dec 19, 2014 — continuation of 14/577,866 +3 more
Examiner
FELTEN, DANIEL S
Art Unit
3692
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
Zip Co. US Inc.
OA Round
1 (Non-Final)
46%
Grant Probability
Moderate
1-2
OA Rounds
3y 3m
Est. Remaining
59%
With Interview

Examiner Intelligence

Grants 46% of resolved cases
46%
Career Allowance Rate
273 granted / 592 resolved
-5.9% vs TC avg
Moderate +13% lift
Without
With
+12.6%
Interview Lift
resolved cases with interview
Typical timeline
4y 6m
Avg Prosecution
27 currently pending
Career history
636
Total Applications
across all art units

Statute-Specific Performance

§101
28.4%
-11.6% vs TC avg
§103
38.5%
-1.5% vs TC avg
§102
6.8%
-33.2% vs TC avg
§112
24.2%
-15.8% vs TC avg
Black line = Tech Center average estimate • Based on career data from 592 resolved cases

Office Action

§101 §112
DETAILED ACTION 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 . Preliminary Amendment The preliminary amendment filed 12/04/2025 has been entered. Acknowledgement It is acknowledged that this application is a CON of 18/378149 dated 10/10/2023 that is ABN, 18/378,149 is a CON of 16/993,254 dated 08/13/2020 that is ABN, 16/993,254 is a CON of 15/704,586 dated 09/14/2017 is PAT 10,755,348, 15/704,586 is a CON of 14/477,866 dated 12/19/2014 that is ABN. Status of Claims Claims 1-23 have been cancelled. Claims 24-43 are new and pending. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claims 24-43 rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being incomplete for omitting essential elements, such omission amounting to a gap between the elements. See MPEP § 2172.01. The omitted elements in claim 24 are: the elements which provide [1] obtaining psychometric information about the user, [2] determining a weighted sum of the plurality of psychological traits of the user, [3] determining one or more personalized financial product parameters based on the predicted credit risk level of the user; and generating a personalized communication for transmission to a user device associated with the user. Claims 24-43 are rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being incomplete for omitting essential structural cooperative relationships of elements, such omission amounting to a gap between the necessary structural connections. See MPEP § 2172.01. The omitted structural cooperative relationships are: the structural relationships between the elements which provide [1] obtaining psychometric information about the user, [2] determining a weighted sum of the plurality of psychological traits of the user, [3] determining one or more personalized financial product parameters based on the predicted credit risk level of the user; and generating a personalized communication for transmission to a user device associated with the user, [4] transmitting the personalized communication to the user device. [e.g., what are the structural relationships between the elements which perform the obtaining, determining, generating and transmitting steps?] Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 24-43 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. In the instant case, claim 24 is directed to a method, claim 34 computer program product. Claim 24 is directed to the abstract idea of “using psychological traits and behaviors to provide financial coaching to a user” which is grouped under certain methods of organizing human activity being related to managing relationships or transactions between people, found in prong one of step 2A (See 2019 Revised Patent Subject Matter Eligibility Guidance). Claim 24 recites “ obtaining psychometric information about the user, the psychometric information comprising an evaluation of a plurality of psychological traits of the user; determining a weighted sum of the plurality of psychological traits of the user, wherein the weighted sum is used to classify the user into a category having a predicted credit risk level; determining one or more personalized financial product parameters based on the predicted credit risk level of the user; generating a personalized communication for transmission to a user device associated with the user, wherein the personalized communication is tailored based on at least one of the plurality of psychological traits of the user, and wherein the personalized communication comprises at least one of: a payment deadline alert, financial guidance information, feedback regarding financial decisions, and coaching content; and transmitting the personalized communication to the user….” Accordingly, the claim recites an abstract idea (See 2019 Revised Patent Subject Matter Eligibility Guidance). This judicial exception is not integrated into a practical application because, when analyzed under prong two of step 2A (See 2019 Revised Patent Subject Matter Eligibility Guidance), the additional elements of the claim such as “user device” is claimed at a high level of generality and represent the use of a computer as a tool to perform an abstract idea and/or does no more than generally link the abstract idea to a particular field of use. Therefore, the additional element does not integrate the abstract idea into a practical application as they do no more than represent computer functions that correspond to (i.e. automate) the acts of using rules or using psychological traits and behaviors to provide financial coaching. When analyzed under step 2B (See 2019 Revised Patent Subject Matter Eligibility Guidance), the claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception itself. Viewed as a whole, the combination of elements recited in the claims merely describe the concept of using psychological traits and behaviors to provide financial coaching to a user using computer technology (e.g. user device). Therefore, the use of these additional elements does no more than employ a computer as a tool to automate and/or implement the abstract idea, which cannot provide significantly more than the abstract idea itself (MPEP 2106.05(I)(A)(f) & (h)). Hence, claim 24 is not patent eligible. Claims 25-33 also do not provide significantly more than the judicial exception. Claim 34 is directed to the abstract idea of “obtaining psychometric information about a user” which is grouped under certain methods of organizing human activity being related to managing relationships or transactions between people, found in prong one of step 2A (See 2019 Revised Patent Subject Matter Eligibility Guidance). Claim 34 recites, “ obtaining psychometric information about the user, the psychometric information comprising an evaluation of a plurality of psychological traits of the user; determining a weighted sum of the plurality of psychological traits of the user, wherein the weighted sum is used to classify the user into a category having a predicted credit risk level; determining one or more personalized financial product parameters based on the predicted credit risk level of the user; generating a personalized communication for transmission to a user device associated with the user, wherein the personalized communication is tailored based on at least one of the plurality of psychological traits of the user, and wherein the personalized communication comprises at least one of: a payment deadline alert, financial guidance information, feedback regarding financial decisions, and coaching content; and transmitting the personalized communication to the user….” Accordingly, the claim recites an abstract idea (See 2019 Revised Patent Subject Matter Eligibility Guidance). This judicial exception is not integrated into a practical application because, when analyzed under prong two of step 2A (See 2019 Revised Patent Subject Matter Eligibility Guidance), the additional elements of the claim such as “the computer readable medium” is claimed at a high level of generality and represent the use of a computer as a tool to perform an abstract idea and/or does no more than generally link the abstract idea to a particular field of use. Therefore, the additional element does not integrate the abstract idea into a practical application as they do no more than represent computer functions that correspond to (i.e. automate) the acts of using rules or using psychological traits and behaviors to provide financial coaching. When analyzed under step 2B (See 2019 Revised Patent Subject Matter Eligibility Guidance), the claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception itself. Viewed as a whole, the combination of elements recited in the claims merely describe the concept of obtaining psychometric information about a user using computer technology (e.g. computer readable medium). Therefore, the use of these additional elements does no more than employ a computer as a tool to automate and/or implement the abstract idea, which cannot provide significantly more than the abstract idea itself (MPEP 2106.05(I)(A)(f) & (h)). Hence, claim 34 is not patent eligible. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Ranganathan et al (US 2021/0390875) discloses system and method for providing behavioral based personalized nudges for creating saving goals. Zarlengo (US 2018/0336048) discloses an interactive virtual assistant system and method Any inquiry concerning this communication or earlier communications from the examiner should be directed to DANIEL S FELTEN whose telephone number is (571)272-6742. The examiner can normally be reached Flex. 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, Ryan D Donlon can be reached at 5712703602. 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. DANIEL S. FELTEN Examiner Art Unit 3692 /DANIEL S FELTEN/Primary Examiner, Art Unit 3692
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Prosecution Timeline

May 27, 2025
Application Filed
Jun 26, 2026
Non-Final Rejection mailed — §101, §112 (current)

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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
46%
Grant Probability
59%
With Interview (+12.6%)
4y 6m (~3y 3m remaining)
Median Time to Grant
Low
PTA Risk
Based on 592 resolved cases by this examiner. Grant probability derived from career allowance rate.

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