Adobe Inc.Download PDFPatent Trials and Appeals BoardSep 24, 20202020002879 (P.T.A.B. Sep. 24, 2020) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www.uspto.gov APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 15/008,181 01/27/2016 Moumita Sinha P5668-US 4648 108982 7590 09/24/2020 SBMC 116 W. Pacific Avenue Suite 200 Spokane, WA 99201 EXAMINER PATEL, DIPEN M ART UNIT PAPER NUMBER 3688 NOTIFICATION DATE DELIVERY MODE 09/24/2020 ELECTRONIC Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. Notice of the Office communication was sent electronically on above-indicated "Notification Date" to the following e-mail address(es): docket@sbmc-law.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________________ Ex parte MOUMITA SINHA, ABHIMANYU JAIN ASATI, MIHIR SUDHIR KULKARNI, PANKAJ GUDLANI, and ATANU R. SINHA ____________________ Appeal 2020-002879 Application 15/008,1811 Technology Center 3600 ____________________ Before JOSEPH L. DIXON, DAVID M. KOHUT, and JON M. JURGOVAN, Administrative Patent Judges. JURGOVAN, Administrative Patent Judge. DECISION ON APPEAL Appellant seeks review under 35 U.S.C. § 134(a) from a Final Rejection of claims 1–20, which are all the claims pending in the application. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM.2 1 We use the word “Appellant” to refer to “applicant(s)” as defined in 37 C.F.R. § 1.42. The real party in interest is Adobe Inc. (Appeal Br. 3.) 2 Our Decision refers to the Specification (“Spec.”) filed January 27, 2016, the Final Office Action (“Final Act.”) mailed May 1, 2019, the Appeal Brief (“Appeal Br.”) filed October 23, 2019, the Examiner’s Answer (“Ans.”) mailed January 13, 2020, and the Reply Brief (“Reply Br.”) filed March 6, Appeal 2020-002879 Application 15/008,181 2 CLAIMED INVENTION The claims are directed to systems and methods for estimating a causal impact of a particular item of digital marketing content on a digital marketing outcome, by comparing impacts on users exposed to digital marketing content sequences that include a “first sequence . . . of a plurality of items of digital marketing content. . . . the first sequence includ[ing] the particular item,” and a “second sequence . . . constructed of the plurality of items of the digital marketing content by removing the particular item from the first sequence.” (Spec. ¶¶ 5, 8; Abstract.) Claims 1, 9, and 14 are independent claims. Claim 1, reproduced below, is illustrative of the claimed subject matter: 1. In a digital medium environment, a method implemented by a computing device, the method comprising: receiving, by the computing device, a user input as selecting a first item of digital marketing content; determining, automatically and without user intervention by the computing device, a resulting causal impact of the first item on a digital marketing outcome from data describing provision of the digital marketing content over time, the determining including: identifying a first sequence of a plurality of items of digital marketing content provided to a first set of users taken from a plurality of users, the first sequence including the first item and a second item from the plurality of items; constructing a second sequence of the plurality of items of the digital marketing content, from the first sequence, that includes the second item and removes the first item from the first sequence; identifying a second set of users from the plurality of users, the second set of users provided with the second sequence; 2020. Appeal 2020-002879 Application 15/008,181 3 locating a subset of users from the first set of users having a characteristic that matches a subset of users from the second set of users; determining a first causal impact of the first item on the digital marketing outcome for the subset of the users from the first set; determining a second causal impact of the first item on the digital marketing outcome for the subset of the users from the second set; and determining whether the resulting causal impact of the first item of digital marketing content has a negative causal impact on other items of the plurality of digital marketing content on achieving the digital marketing outcome based on the first and second causal impacts; and outputting, by the computing device, the resulting causal impact indicating whether the resulting causal impact has the negative causal impact on the other items of the plurality of digital marketing content on achieving the digital marketing outcome for display in a user interface. (Appeal Br. 39–46 (Claims App.) (emphases added).) REFERENCES The prior art relied upon by the Examiner is: Name Reference Date Louviere et al. US 6,934,748 B1 August 23, 2005 Kumar et al. US 2007/0094066 A13 April 26, 2007 David Chan et al., Evaluating Online Ad Campaigns in a Pipeline: Causal Models at Scale, Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 7–15 (2010) 3 The Examiner’s rejection refers to “Kumar et al. (Pub. No.: US 2001/0025309)” (see Final Act. 13), however, US 2001/0025309 A1 does not include Kumar as an inventor. The Examiner’s quotes from “Kumar” (see Final Act. 16) are actually from US 2007/0094066 A1 (to Kumar et al.), which was cited by the Examiner in rejections asserted in a First Action Appeal 2020-002879 Application 15/008,181 4 REJECTIONS Claims 1–20 stand rejected under 35 U.S.C. § 101 as directed to non- statutory subject matter. (Final Act. 2–13.) Claims 1–7 and 9–19 stand rejected under 35 U.S.C. § 103 based on Louviere and Kumar. (Final Act. 13–20.)4 Claims 8 and 20 stand rejected under 35 U.S.C. § 103 based on Louviere, Kumar, and Chan. (Final Act. 20–21.) ANALYSIS § 101 Rejection Patent eligibility is a question of law that is reviewable de novo. Dealertrack, Inc. v. Huber, 674 F.3d 1315, 1333 (Fed. Cir. 2012). Accordingly, we review the Examiner’s § 101 determinations concerning patent eligibility under this standard. Patentable subject matter is defined by 35 U.S.C. § 101, 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. In interpreting this statute, the Supreme Court emphasizes that patent protection should not preempt “the basic tools of scientific and technological work.” Gottschalk v. Benson, 409 U.S. 63, 67 (1972) (“Benson”); Mayo Collaborative Servs. v. Prometheus Labs., Inc., 566 U.S. 66, 71 (2012) Interview Pilot Program Pre-Interview Communication dated April 5, 2018. 4 The Examiner’s rejection incorrectly refers to pre-America Invents Act (“pre-AIA”) § 103(a) instead of AIA § 103. (See Final Act. 13.) We are aware of no prejudice to Appellant or the Examiner resulting from this error, and thus we consider this to be harmless error. Appeal 2020-002879 Application 15/008,181 5 (“Mayo”); Alice Corp. v. CLS Bank Int’l, 573 U.S. 208, 217–18 (2014) (“Alice”). The rationale is that patents directed to basic building blocks of technology would not “promote the progress of science” under the U.S. Constitution, Article I, Section 8, Clause 8, but instead would impede it. Accordingly, laws of nature, natural phenomena, and abstract ideas, are not patent-eligible subject matter. Thales Visionix Inc. v. United States, 850 F.3d 1343, 1346 (Fed. Cir. 2017) (citing Alice, 573 U.S. at 216–17). The Supreme Court set forth a two-part test for subject matter eligibility in Alice (573 U.S. at 217–19). The first step is to determine whether the claim is directed to a patent-ineligible concept. Id. (citing Mayo, 566 U.S. at 76–77). If so, then the eligibility analysis proceeds to the second step of the Alice/Mayo test in which we “examine the elements of the claim to determine whether it contains an ‘inventive concept’ sufficient to ‘transform’ the claimed abstract idea into a patent-eligible application.” Alice, 573 U.S. at 221 (quoting Mayo, 566 U.S. at 72, 79). There is no need to proceed to the second step, however, if the first step of the Alice/Mayo test yields a determination that the claim is directed to patent eligible subject matter. The Patent Office has recently revised its guidance for how to apply the Alice/Mayo test in the 2019 Revised Patent Subject Matter Eligibility Guidance, 84 Fed. Reg. 50 (January 7, 2019) (the “Revised Guidance”). Under the Revised Guidance, we first look to whether the claim recites: (1) any judicial exceptions, including certain groupings of abstract ideas (i.e., mathematical concepts, mental processes, or certain methods of organizing human activity such as a fundamental economic practice or managing personal behavior or relationships or interactions between people); and Appeal 2020-002879 Application 15/008,181 6 (2) additional elements that integrate the judicial exception into a practical application (see Manual of Patent Examining Procedure (“MPEP”) § 2106.05(a)–(c), (e)–(h)). 84 Fed. Reg. at 51–52, 55. A claim that integrates a judicial exception into a practical application applies, relies on, or uses the judicial exception in a manner that imposes a meaningful limit on the judicial exception, such that the claim is more than a drafting effort designed to monopolize the judicial exception. Revised Guidance, 84 Fed. Reg. at 54. When the judicial exception is so integrated, then the claim is not directed to a judicial exception and is patent-eligible under § 101. Revised Guidance, 84 Fed. Reg. at 54. Only if a claim (1) recites a judicial exception and (2) does not integrate that exception into a practical application, do we then evaluate whether the claim provides an inventive concept. Revised Guidance, 84 Fed. Reg. at 56; Alice, 573 U.S. at 217–19, 221. Evaluation of the inventive concept involves consideration of whether an additional element or combination of elements (1) adds a specific limitation or combination of limitations that are not well-understood, routine, conventional activity in the field, which is indicative that an inventive concept may be present; or (2) simply appends well-understood, routine, conventional activities previously known to the industry, specified at a high level of generality, to the judicial exception, which is indicative that an inventive concept may not be present. Alice/Mayo—Step 1 (Abstract Idea) Step 2A–Prongs 1 and 2 identified in the Revised Guidance Step 2A—Prong 1 (Does the Claim Recite a Judicial Exception?) Turning to the first step of the Alice inquiry (Step 2A, Prong 1 of the Revised Guidance), the Examiner finds independent claim 1 (and similarly, Appeal 2020-002879 Application 15/008,181 7 independent claims 9 and 14) is directed to an abstract idea because the claim [is] directed to the abstract idea of estimating resulting causal impact of a particular item selected by a user as part of a marketing campaign based on presenting the particular item in a first sequence and not presenting it in a second sequence to sets of users, which is a process performable in the human mind or with pen and paper, and also a method of organizing human activity through “commercial interactions (including advertising, marketing or sales activities or behaviors).” (Final Act. 2–4, 6; Ans. 6.) Particularly, the Examiner finds the claims are directed to a method of organizing human activity because “the claims pertain to studying the effects of a marketing item on other marketing items by presenting it to sets of users.” (Ans. 6; Final Act. 6 (citing Intellectual Ventures I LLC v. Capital One Bank (USA), 792 F.3d 1363 (Fed. Cir. 2015)).) Appellant contends the Examiner erred in rejecting claim 1 under 35 U.S.C. § 101 as directed to non-statutory subject matter because the claim is not directed to an abstract idea. (Appeal Br. 16–28.) Particularly, Appellant contends claim 1 is not directed to a mental process because it is not practical for the human mind to identify a sequence of a plurality of items of digital marketing content that includes a selected item, and additionally identify that the same sequence has been provided to a certain set of users especially when confronted with the vast amounts of data involved in identifying these sequences. (Appeal Br. 19–20; see also Reply Br. 3–4.) Appellant also argues claim 1 is not directed to a method of organizing human activity because the claimed Appeal 2020-002879 Application 15/008,181 8 identifying a first sequence and the claimed determining whether the resulting causal impact of the first item has a negative causal impact on other items “are not commercial or legal interactions.” (Appeal Br. 21–22.) Appellant submits, “although the claims do recite digital marketing content, the claims are not directed to digital marketing content but rather determining the potential negative causal impact of an item and other items in the sequence.” (Reply Br. 4.) Appellant’s arguments do not persuade us that the Examiner erred in finding claim 1 recites an abstract idea and, therefore, we concur with the Examiner’s conclusion that the claim recites an abstract idea of estimating a resulting causal impact or effectiveness of advertising items used in a marketing campaign, which is a process performable in the human mind or with pen and paper. (Final Act. 2–3; Ans. 4–6.) In particular, for Step 2A, Prong 1, of the Revised Guidance, we agree with the Examiner and find that the emphasized portions of claim 1, reproduced above, recite elements that fall within the abstract idea grouping of mental processes. (See Final Act. 3; Ans. 4–5.) Specifically, we agree with the Examiner that claim 1 sets forth a process performable in the human mind or with pen and paper, the process collecting/gathering information (“receiving” step), analyzing the information (claimed “determining . . . a resulting causal impact” by “identifying a first sequence,” “constructing a second sequence,” “identifying a second set of users,” “locating a subset of users,” “determining a first causal impact,” “determining a second causal impact,” and “determining whether the resulting causal impact of the first item of digital marketing content has a negative causal impact on other items”), and providing results of the collection and analysis (“outputting . . . Appeal 2020-002879 Application 15/008,181 9 the resulting causal impact”). (See Ans. 4–5.) These steps of claim 1 do not require “vast amounts of data involved in identifying the[] sequences” as Appellant argues. (See Appeal Br. 20 (emphasis added); Ans. 4.) Under its broadest reasonable interpretation, claim 1 requires identifying a first sequence of at least three digital marketing items and a second sequence of at least two of the at least three items, identifying subsets of at least two users from a first set of users and from a second set of users, determining impacts of a marketing item for the at least two users in the two subsets, and determining a resulting causal impact from the two impacts (e.g., by comparing the impacts). Although claim 1 recites a “computing device” performing the claimed steps, the underlying operations recited in the claim are acts that could be performed mentally and by pen and paper, without the use of a computer or any other machine. (Ans. 4–5.) Our reviewing court has concluded that mental processes include similar concepts of collecting, analyzing, and outputting, data. See Intellectual Ventures I LLC v. Capital One Fin. Corp., 850 F.3d 1332, 1340 (Fed. Cir. 2017) (the Federal Circuit held “the concept of . . . collecting data, . . . recognizing certain data within the collected data set, and . . . storing that recognized data in a memory” ineligible); Electric Power Grp., LLC v. Alstom S.A., 830 F.3d 1350, 1353 (Fed. Cir. 2016) (merely selecting information, by content or source, for collection, analysis, and display does nothing significant to differentiate a process from ordinary mental processes). Thus, we agree with the Examiner that claim 1 recites an abstract idea of a mental process. We also agree with the Examiner that claim 1 recites elements that fall within the abstract idea grouping of certain methods of organizing human Appeal 2020-002879 Application 15/008,181 10 activity. (See Final Act. 3, 6; Ans. 6.) Specifically, we agree with the Examiner that claim 1 sets forth the human activity of “studying the effects of a marketing item on other marketing items by presenting it to sets of users” in order to tailor marketing content to users, which is a form of “commercial interactions (including advertising, marketing or sales activities or behaviors)” discussed in the Revised Guidance. (Ans. 6; Final Act. 6.) For example, identifying and constructing sequences of digital marketing items and determining whether a resulting causal impact of a digital marketing item has a negative causal impact on other items (as recited in claim 1) recite advertising research activities that identify ads for effective advertising campaigns. See Affinity Labs of Texas, LLC v. Amazon.com, 838 F.3d 1266, 1269, 1271 (Fed. Cir. 2016) (“‘customizing information based on . . . information known about the user’ is an abstract idea. . . . tailoring of content based on information about the user . . . is an abstract idea that is as old as providing different newspaper inserts for different neighborhoods” (citing Intellectual Ventures I LLC, 792 F.3d at 1363, 1369)). These steps of claim 1 relate to “[c]ertain methods of organizing human activity” including, inter alia, “commercial or legal interactions.” See Revised Guidance, 84 Fed. Reg. at 52. Thus, we agree with the Examiner that claim 1 recites an abstract idea of a method of organizing human activity. Having determined that claim 1 recites an abstract idea (a mental process, and a method of organizing human activity) identified in the Guidance, we turn to Step 2A, Prong Two, of the Guidance to determine whether the abstract idea is integrated into a practical application. See Revised Guidance, 84 Fed. Reg. at 54–55. Appeal 2020-002879 Application 15/008,181 11 Step 2A—Prong 2 (Integration into Practical Application) Under Revised Step 2A, Prong Two of the Revised Guidance, we recognize that claim 1 includes additional elements such as a digital medium environment, a computing device, and a user interface. Furthermore, our review of Appellant’s Specification finds that the terms “digital medium environment,” “computing device,” and “user interface” are nominal. Appellant’s Specification indicates that the “digital medium environment,” “computing device,” and “user interface” (see Spec. ¶¶ 26–27, 62, 65–67, 71) of claim 1 do not recite specific types of additional elements or their operations. As a result, these additional elements are not enough to distinguish the steps of claim 1 from describing a mental process and a method of organizing human activity. Appellant argues claim 1 is not directed to a mental process because “outputting a resulting causal impact ‘for display in a user interface’ is virtually impossible to be performed in the human mind, much less practically performed in the human mind.” (Appeal Br. 20.) Appellant’s argument is unpersuasive because the claim merely uses the computing elements (computing device and display/user interface) in an ordinary manner, and for their ordinary functions, to perform operations (data manipulation and output) readily performable in the human mind or with pen and paper. (Ans. 4–5; see Intellectual Ventures I LLC, 792 F.3d at 1370 (“merely adding computer functionality to increase the speed or efficiency of the process does not confer patent eligibility on an otherwise abstract idea”); SiRF Tech., Inc. v. Int’l Trade Comm’n, 601 F.3d 1319, 1333 (Fed. Cir. 2010) (“In order for the addition of a machine to impose a meaningful limit on the scope of a claim, it must play a significant part in permitting the Appeal 2020-002879 Application 15/008,181 12 claimed method to be performed, rather than function solely as an obvious mechanism for permitting a solution to be achieved more quickly, i.e., through the utilization of a computer for performing calculations.”).) The claimed outputting of the resulting causal impact for display in a user interface is insignificant post-solution activity that does not help integrate the recited abstract idea into a practical application of the abstract idea. See Apple, Inc. v. Ameranth, Inc., 842 F.3d 1229, 1241–42 (Fed. Cir. 2016) (addressing insignificant post-solution activity); OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363–64 (Fed. Cir. 2015) (addressing insignificant pre-solution activity). Appellant also argues claim 1 recites additional elements that integrate a judicial exception into a practical application because the claim is analogous to the claims in DDR. (Appeal Br. 24–27 (citing DDR Holdings, LLC v. Hotels.com, L.P., 773 F.3d 1245, 1257 (Fed. Cir. 2014)); Reply Br. 5–7.) In particular, Appellant argues claim 1 addresses “a digitally-rooted challenge, which . . . involves estimating a causal impact of a particular item of digital marketing content on a digital marketing outcome,” and provides “a specific implementation of a solution to the problem of estimating a causal impact of a particular item of digital marketing content.” (Appeal Br. 25; Reply Br. 7.) We remain unpersuaded by Appellant’s argument. The Federal Circuit found DDR’s claims are patent-eligible under § 101 because DDR’s claims: (1) do not merely recite “the performance of some business practice known from the pre-Internet world” previously disclosed in Bilski and Alice; but instead (2) provide a technical solution to a technical problem unique to the Internet, i.e., a “solution . . . necessarily rooted in computer technology Appeal 2020-002879 Application 15/008,181 13 in order to overcome a problem specifically arising in the realm of computer networks.” DDR, 773 F.3d at 1257. Appellant’s determination of a digital marketing item’s impact does not provide a technical solution to a technical problem unique to the Internet, i.e., a “solution . . . necessarily rooted in computer technology in order to overcome a problem specifically arising in the realm of computer networks.” See id. Appellant’s claim 1 solves a business problem (identifying ads that may appeal to consumers and increase sales, and identifying ads that may have the opposite effect) by providing a business solution and a financial benefit to a merchant or company (providing/identifying ads for effective advertising campaigns). (See Spec. ¶¶ 1, 18, 22; Ans. 10–11.) Although claim 1 evaluates digital marketing items, the claim does not demonstrate a use of computing elements that in combination perform functions that are not merely generic, as the claims in DDR. See DDR Holdings, 773 F.3d at 1258. Appellant’s claim 1 merely recites generic automation of operations performable in the human mind or with pen and paper (e.g., operations that evaluate consumers’ response to ads, such as ad view counts, ad clicks, and purchases made after viewing ads). (See Spec. ¶¶ 4, 24; Ans. 10–11.) See CyberSource Corp. v. Retail Decisions, Inc., 654 F.3d 1366, 1375 (Fed. Cir. 2011) (“That purely mental processes can be unpatentable, even when performed by a computer, was precisely the holding of the Supreme Court in Gottschalk v. Benson.”); OIP Techs., 788 F.3d at 1363 (“[R]elying on a computer to perform routine tasks more quickly or more accurately is insufficient to render a claim patent eligible.”). Accordingly, under Step 2A, Prong 2, we conclude that claim 1, and similarly worded independent claims 9 and 14 argued for the same reasons Appeal 2020-002879 Application 15/008,181 14 (see Appeal Br. 28–30, Reply Br. 7) do not recite “additional elements that integrate the judicial exception into a practical application,” and are directed to an abstract idea in the form of a mental process and a method of organizing human activity. Revised Guidance, 84 Fed. Reg. at 52, 54. Therefore, we proceed to Step 2B, The Inventive Concept. Alice/Mayo—Step 2 (Inventive Concept) Step 2B identified in the Revised Guidance Step 2B of the Alice two-step framework requires us to determine whether any element, or combination of elements, in the claim is sufficient to ensure that the claim amounts to significantly more than the judicial exception. Alice, 573 U.S. at 221; see also Revised Guidance, 84 Fed. Reg. at 56. As discussed above, claim 1 includes additional elements such as a “digital medium environment,” a “computing device,” and a “user interface.” We agree with the Examiner’s findings that the additional elements of claim 1, when considered individually and in an ordered combination, correspond to nothing more than generic and well-known components used to implement the abstract ideas. (See Final Act. 7–13.) In other words, we find that the additional elements, as claimed, are well- understood, routine, and conventional and “behave exactly as expected according to their ordinary use.” (See In re TLI Commc’ns LLC Patent Litig., 823 F.3d 607, 615 (Fed. Cir. 2016); Final Act. 9–10.) Thus, implementing the abstract idea with these generic and well-known components “fail[s] to transform that abstract idea into a patent-eligible invention.” Alice, 573 U.S. at 221. Therefore, we agree with the Examiner Appeal 2020-002879 Application 15/008,181 15 that claim 1 does not provide significantly more than the abstract ideas themselves. Therefore, because claim 1 is directed to the abstract ideas of a mental process and a method of organizing human activity, and does not provide significantly more than the abstract ideas themselves, we agree with the Examiner that claim 1 is ineligible for patenting and affirm the Examiner’s rejection of claim 1 under 35 U.S.C. § 101, and claims 2–8 argued for their dependency. (Appeal Br. 30.) We also sustain the Examiner’s § 101 rejection of independent claims 9 and 14 argued for the same reasons as claim 1, and claims 10–13 and 15–20 argued for their dependency. (Appeal Br. 30; Reply Br. 7.) § 103 Rejections With respect to independent claim 1, the Examiner finds Louviere’s combinations of content elements in content (15) that is presented to users to determine “content combinations or treatments worthy of being used” and to “remove[] information about unsuccessful content combinations or treatments,” teach the claimed (i) determining of first and second causal impacts of a first item on a digital marketing outcome for first and second user subsets, and (ii) determining whether the resulting causal impact of the first item of digital marketing content has a negative causal impact on other digital marketing content items, as claimed. (Final Act. 13–15 (citing Louviere 5:9–54, 9:2–10:9, 10:54–11:6, 20:60–21:9, 24:47–58, 26:13–27:7); Ans. 14–16.) The Examiner acknowledges “Louviere expressly does not disclose sequence, i.e. marketing content items arranged in a sequence. . . . [but] Kumar teaches sequence, i.e. marketing content items arranged in a Appeal 2020-002879 Application 15/008,181 16 sequence.” (Ans. 17 (citing Kumar ¶¶ 7, 117, 120, 155, 177, 229–236, 378– 380); see also Final Act. 15–16.) The Examiner reasons: As one would want to analyze sequential purchase patterns or behavior associated with products, therefore it would be obvious to person having ordinary skill in the art (hereinafter PHOSITA) before the effective filing date of the invention with motivation to provide appropriate targeted marketing in form recommendations based on sequence based behavior or purchase pattern. (Ans. 17 (citing Kumar ¶¶ 177, 403); see also Final Act. 16.) We do not agree. We agree with Appellant that Louviere and Kumar, alone or in combination, fail to teach or suggest determining whether a resulting causal impact of a first item of digital marketing content has a negative causal impact on other items of the plurality of digital marketing content based on first and second causal impacts determined from (1) a first sequence including first and second items of digital marketing content and (2) a second sequence of items constructed by removing the first item from the first sequence while keeping the second item from the first sequence, as recited in claim 1. (Appeal Br. 31–32, 35–36; Reply Br. 8–11.) Appellant’s Specification explains that a sequence of a plurality of items of digital marketing content is a group of advertisements (e.g., “emails, advertisements included in webpages, webpages themselves”) provided to users sequentially/in temporal order. (See Spec. ¶¶ 18, 24, 30, 34, 39, 43.) For example, a first sequence of a plurality of items of digital marketing content may include a sequence of promotional emails “A,” “B,” “C,” “T,” “D,” “E,” and “F,” and a second sequence of the plurality of items of digital marketing content may include a sequence of promotional emails “A,” “B,” Appeal 2020-002879 Application 15/008,181 17 “C,” “D,” “E,” and “F,” but does not include email “T” (i.e., a “first item” has been removed from the first sequence). (See Spec. ¶ 43.) As Appellant explains, Louviere does not expose users to sequences of digital marketing content (sequences of ads). (Appeal Br. 31–32, 35.) Instead, Louviere exposes users to individual “treatments” or “content structures,” where a “treatment” or “content structure” represents “the particular way in which the content is formatted.” (See Louviere 5:16–25, 9:4–6, 26:34–60.) For example, the visual characteristics (“content elements”) of a webpage form a “treatment” to which one set of users is exposed: Each separate combination and/or formatting of content 15 constitutes a content structure or treatment. A content structure can be, for example, a particular implementation of a web page at a given moment. More specifically, at the given instance of time, the web page may contain particular text, icons, images, and/or video located at particular positions on the screen, particular visual background shading or color, particular borders for dividing up the screen, particular audio (music or speech), and the like. (See Louviere 5:15–25, 9:13–40.) Thus, Louviere does not expose users to sequences of digital marketing content (sequences of ads) and does not determine differential effects of sequences of ads on users (as recited in claim 1). (Appeal Br. 35; Reply Br. 8–11.) Instead, Louviere presents one ad (one treatment) to one set of users, and a slightly different ad (e.g., with a different background color) to another set of users, and determines the effect of each ad on the exposed users. (See Louviere 26:34–60.) Kumar does not make up for the above-noted deficiencies of Louviere, as Kumar does not teach or suggest comparing impacts of Appeal 2020-002879 Application 15/008,181 18 sequences of items of digital marketing content, either. (Appeal Br. 36–37; Reply Br. 9, 11–12.) Contrary to the Examiner’s assertion that “Kumar teaches sequence, i.e. marketing content items arranged in a sequence” (see Ans. 17 (emphasis added)), Kumar merely studies sequences of purchases made by customers. (See Kumar ¶¶ 7, 117, 120, 155.) In particular, Kumar explains that a “retail process may be summarized as Customers buying products at retailers in successive visits, each visit resulting in the transaction of a set of one or more products (market basket),” with each customer’s transactions “represented by the time-stamped sequence of market baskets” such as two products [that] may be purchased in the same visit, e.g. milk and bread, or one product [that] may be purchased three months after another, e.g. a printer purchased three months after a PC, or a product [that] might be purchased within six months of another product, e.g. a surround sound system may be purchased within six months of a plasma TV. (Kumar ¶¶ 36, 117, 120, 155.) Kumar then provides discounted “product bundles” to customers. (See Kumar ¶¶ 7, 324–325 (“buy product A and get product B half off,” “buy the entire bundle for 5% less,” and “capture the latent intentions of customers” with “product assortment promotions”). Thus, Kumar does not manipulate sequences of items of digital marketing content, and does not compare a sequence of digital marketing content including a particular advertisement, with a matching sequence that does not have that particular advertisement. (Appeal Br. 36–37.) In addition, the Examiner has not provided an adequate reason based on rational underpinnings to explain why a skilled artisan familiar with Kumar and Louviere, would have been led to compare sequences of digital Appeal 2020-002879 Application 15/008,181 19 marketing content items (sequences of ads), as in claim 1. (Id. at 33–34, 37.) As discussed supra, neither Louviere nor Kumar studies or determines differential effects of ad sequences on consumers. See In re Chaganti, 554 Fed. Appx. 917, 922 (Fed. Cir. 2014) (“It is not enough to say that . . . to do so would ‘have been obvious to one of ordinary skill.’ Such circular reasoning is not sufficient—more is needed to sustain an obviousness rejection.”). The Examiner also has not shown that the additional teachings of Chan make up for the above-noted deficiencies of Louviere and Kumar. Thus, for the reasons set forth above, we do not sustain the Examiner’s obviousness rejection of independent claim 1, and claims 2–8 dependent therefrom. We also do not sustain the Examiner’s obviousness rejection of independent claims 9 and 14 (argued for substantially the same reasons as claim 1 and reciting similar limitations), and claims 10–13 and 15–20 dependent therefrom. (Appeal Br. 37–38.) CONCLUSION The Examiner’s rejection of claims 1–20 under 35 U.S.C. § 101 is AFFIRMED. The Examiner’s rejection of claims 1–20 under 35 U.S.C. § 103 is REVERSED. DECISION SUMMARY In summary: Claims Rejected 35 U.S.C.§ Reference(s)/ Basis Affirmed Reversed 1–20 101 Eligibility 1–20 Appeal 2020-002879 Application 15/008,181 20 Claims Rejected 35 U.S.C.§ Reference(s)/ Basis Affirmed Reversed 1–7, 9–19 103 Louviere, Kumar 1–7, 9–19 8, 20 103 Louviere, Kumar, Chan 8, 20 Overall Outcome 1–20 Because we have affirmed at least one ground of rejection with respect to each claim on appeal, the Examiner’s decision is affirmed. See 37 C.F.R. § 41.50(a)(1). No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation