Patent Application
20090259533
The subject specification relates generally to a secondary market for consumer rewards funded through advertisement and, more particularly, to systems and methods for creation of reward liquidity and regulation of trading thereof among advertisers, merchants and service providers.
In conventional customer-service provider interaction, a customer or agent selects a service or goods provider based on an expectation that the provider would deliver relevant and competent service which would satisfy the needs of the agent. In addition, cost-benefit analysis generally contributes to the selection process, with the agent seeking the most value among available alternative. Once a selection is made—either a service provider is engaged in a commercial transaction, or a product is bought from a merchant—the agent conveys intent in accessing the service or utilizing a product. In response to the provided intent, an adequate selection of service provider or product generally leads to service or product satisfaction. In such a commercial paradigm, service providers and merchants typically compete for agent's intent by offering quality service and products while campaigning for brand recognition, awareness and loyalty, as well as service or product differentiation.
Product advertisers or retailers conventionally further customer awareness and loyalty through immediate incentive for commercial transaction; e.g., via rebate or reward schemes. Conversely, brand advertisers rely on brand awareness and penetration to drive business transactions (e.g., a sale, a visit to an off-line store). Brand advertisers typically commercialize high-margin products and are oriented to customer segments that are comprise narrower populations such as early adopters, high-end consumers, and appeal- and technology-driven consumers. Accordingly, to avoid potential brand deterioration, brand advertisers may be reluctant to provide direct incentives to a broad spectrum of consumer to drive action. Yet, such business behavior of brand advertisers can result in maintaining largely untapped a substantial market share, with the ensuing loss in business opportunities.
The following presents a simplified summary of the claimed subject matter in order to provide a basic understanding of some aspects of the claimed subject matter. This summary is not an extensive overview of the claimed subject matter. It is intended to neither identify key or critical elements of the claimed subject matter nor delineate the scope of the claimed subject matter. Its sole purpose is to present some concepts of the claimed subject matter in a simplified form as a prelude to the more detailed description that is presented later.
The subject innovation provides system(s) and method(s) to trade compensation credit(s) in a customer price incentive scheme funded through advertisement. The price incentive scheme is based on an intent-compensation paradigm that directly compensates, through advertisement, a consumer in exchange for the consumer's intent in transacting with a service platform. To facilitate direct compensation of consumers from substantially any category of advertisers, in particular brand and advocacy advertisers, a secondary market for rewards is established through advertisement spend from a set of disparate category advertisers (e.g., brand advertisers and product advertisers), or advertisement engine. Trading compensation credits particularly benefits brand advertisers since it provides such advertisers with a mechanism to directly reward consumers.
Market liquidity is injected through an advertisement component that directs a portion of advertisement spend to issue tradable compensation credit(s) at an initial offering pricing. A trade platform facilitates commercialization of compensation credit(s) among a set of registered advertisers: A regulatory component provides governance and establishes pricing of traded compensation credit(s), while a brokerage component facilitates negotiation among traders. As a result of trading, pricing of compensation credit(s) adjusts from nominal value to market price, which can be driven by supply-demand forces or auctioning efforts. Disparate advertisers can be joined for trading based at least in part on advertiser intelligence collected, for example, during registration. Trade compensation credits can be utilized, for example, to (1) directly compensate a consumer; (2) increase advertisement or establish advertisement campaigns in emerging markets or that employ non-conventional technology or media; (3) establish an exclusivity advertiser club to further brand recognition or association with exclusivity without incurring substantial risks of brand deterioration that may be associated with direct compensation; or (4) engage a third-party serviced provider.
The following description and the annexed drawings set forth in detail certain illustrative aspects of the claimed subject matter. These aspects are indicative, however, of but a few of the various ways in which the principles of the claimed subject matter may be employed and the claimed subject matter is intended to include all such aspects and their equivalents. Other advantages and novel features of the claimed subject matter will become apparent from the following detailed description of the claimed subject matter when considered in conjunction with the drawings.
The claimed subject matter is now described with reference to the drawings, wherein like reference numerals are used to refer to like elements throughout. In the following description, for purposes of explanation, numerous specific details are set forth in order to provide a thorough understanding of the claimed subject matter. It may be evident, however, that the claimed subject matter may be practiced without these specific details. In other instances, well-known structures and devices are shown in block diagram form in order to facilitate describing the claimed subject matter.
Moreover, the term “or” is intended to mean an inclusive “or” rather than an exclusive “or”. That is, unless specified otherwise, or clear from context, “X employs A or B” is intended to mean any of the natural inclusive permutations. That is, if X employs A; X employs B; or X employs both A and B, then “X employs A or B” is satisfied under any of the foregoing instances. In addition, the articles “a” and “an” as used in this application and the appended claims should generally be construed to mean “one or more” unless specified otherwise or clear from context to be directed to a singular form.
Further, the terms “component,” “system,” “module,” “interface,” “platform,” or the like are generally intended to refer to a computer-related entity, either hardware, a combination of hardware and software, software, or software in execution. For example, a component may be, but is not limited to being, a process running on a processor, a processor, an object, an executable, a thread of execution, a program, and/or a computer. By way of illustration, both an application running on a controller and the controller can be a component. One or more components may reside within a process and/or thread of execution and a component may be localized on one computer and/or distributed between two or more computers.
As employed herein, the terms “agent,” “user,” “customer,” “player,” “participant” and the like generally refer to a human entity (e.g., a single person or group of people) that utilizes a software application (e.g., plays, participates in, or employs a computer-implemented game; or utilizes a utility software application like presentation-preparation software, data-analysis software, online investment and related business transactions, navigation software; and so on) and possesses access to computer-related communication infrastructure, computer-related systems, electronic devices, portable or otherwise, or any combination thereof. The aforementioned terms can be, and often are, hereinafter employed interchangeably.
Furthermore, the term “service” can refer to executing a software, such as using a toolbar or web-based email engine or search engine; retrieving information (e.g., status of a pending patent application, a proposal submission, immigration process, or package delivery); purchasing goods; making a payment (e.g. mortgage, rent, student loan, credit card, car, phone, utilities, late fees); taking a class at an online school; making an appointment with an offline provider (e.g., dentist, medical doctor, lawyer, hairdresser, mechanic); or registering for an online or offline conference. It should be appreciated that this listing of services is provided as a non-limiting illustration, as other services know to one of ordinary skill are within the scope of the subject innovation.
The term “intelligence” has two meanings: (i) it refers to information that characterizes history or behavior of a person or an entity, and to records of commercial and non-commercial activities involving a product or service, or a combination thereof, of the person or entity; and (ii) it refers to the ability to reason or draw conclusions about, e.g., infer, the current or future state of a system or behavior of a user based on existing information about the system or user. Artificial intelligence (AI) can be employed to identify a specific context or action, or generate a probability distribution of specific states of a system or behavior of a user without human intervention. Artificial intelligence relies on applying advanced mathematical algorithms—e.g., decision trees, neural networks, regression analysis, cluster analysis, genetic algorithm, and reinforced learning—to a set of available data (information) on the system or user.
As discussed in greater detail below, the subject innovation provides system(s) and method(s) to trade compensation credit(s) in a customer price incentive scheme funded through advertisement. The price incentive scheme is based on an intent-compensation paradigm that directly compensates, through advertisement, a consumer in exchange for the consumer's intent in transacting with a service platform. To facilitate direct compensation of consumers from substantially any category of advertisers, in particular brand and advocacy advertisers, a secondary market for rewards is established through advertisement spend from a set of disparate category advertisers (e.g., brand advertisers and product advertisers), or advertisement engine. Market liquidity is injected through an advertisement component that directs a portion of advertisement spend to issue tradable compensation credit(s). A trade platform facilitates commercialization of compensation credit(s) among a set of registered advertisers: A regulatory component provides governance and establishes pricing of traded compensation credit(s), while a brokerage component facilitates negotiation among traders. Disparate advertisers can be joined for trading based at least in part on advertiser intelligence collected, for example, during registration. Trade compensation credits can be utilized to directly compensate a consumer, which can benefits particularly brand and advocacy advertisers; increase advertisement; establish an exclusivity advertiser club; or to engage a third-party serviced provider.
Service platform 120 is neither limited to a specific industry nor a specific service. Additionally, industry or service is neither limited services consumed online (e.g., through the Internet) nor offline (e.g., access to the service does not hinges on access to the Internet). A desirable characteristic of a service, or product obtained through service platform, is that the service is primarily accessed regularly (e.g., on a daily basis). Intent 105 and the service provided, or goods delivered, by service platform 120 typically are interdependent. Online service platform.—In an aspect, service platform 120 can be an online search engine, wherein the search query embodies the agent's intent in receiving a list of search results. Moreover, customer intent 105 can be related to searching for a provider or particular goods or services, and a plurality of providers may compete for knowledge of such intent (e.g., by offering rewards/incentives) in order to be presented to the customer in a favorable forum/light that will facilitate a commercial transaction transpiring between the customer and the service or product provider. In another aspect, service platform 120 can be an online portal of a technical journal, where an agent looking to retrieve a specific article provides a citation to the article (e.g., intent 105) and the publisher responds by presenting or delivering the article to the user. In another aspect, service platform 120 can be an online software application service wherein an interface customized for an agent provides the functionalities of a specific software application (e.g., payroll and benefits applications; business development and program management applications, simulation applications; online gaming applications; and so on) for a service fee. In yet another embodiment, service platform 120 can be social networking website, wherein the service platform facilitates (i) customer expression through deployment and maintenance service(s) of a webpage, and (ii) interactions among disparate customers. It should be appreciated that various additional online services can be contemplated.
Offline service platform.—Substantially any merchant or service provider that operates offline can adopt the intent-compensation paradigm described herein; for instance, car and motorcycle dealers, department stores, coffee shops, liquor stores, bookstores, pharmacies, and so on.
Compensation 115 can be provided through advertisement; e.g., ad spend 185 and ad content 195 generated by advertisement engine 160; advertisement engine 160 typically comprises product advertisers 165A and brand advertisers 165B. In an aspect, advertisement engine 180 can be a part of a merchant which utilizes service platform 120 as an advertisement service or broker. In another aspect, advertisement engine 180 can be an advertisement intermediary between service platform 120 and a set of disparate merchants. In yet another aspect, advertisement engine 180 can be an integral part of, and managed by, service platform 150. System platform 120 includes an advertisement management component 145 that utilizes intent 105 which is known (through explicit intent expression, for example, an agent utilizes an online translation service, or searches for a recipe in a food preparation website) or determined (e.g., extracted from an implicit expression, e.g., an agent utilizes keyword(s) in a search engine) to generate advertisement impressions that carry a compensation 115 in exchange of the intent 105.
Compensation (e.g., compensation 115) can be accessed through advertisement in multiple manners: (1) Advertisement exposure. In this scenario, the advertisement impression is conveyed to the user in the form of direct compensation, wherein the advertisement is a “conduit” for delivering the compensation. (2) Advertisement instantiation. A compensation is received by instantiating the advertisement impression; e.g., by following instructions in the advertisement such as for example, responding to an online or telephonic survey; visiting an online webpage or an offline showroom, watching a movie trailer or portion of a movie soundtrack, and so on. (3) Advertisement-driven action. Compensation is the result of a specific commercial transaction between an agent and an advertiser. It is to be appreciated that intent-driven advertisement is intrinsically targeted, thus the likelihood of an agent engaging in a transaction with the advertiser or service platform is substantially high. The likelihood of an agent taking action can be biased via the level of provided compensation 115; namely, advertisement management component 145 can present advertisement that offers a compensation 115 that is above a known or inferred engagement threshold associated with the agent that conveys intent 105. In an aspect, this mode for accessing compensation 115 can supplement (1) or (2).
To finance compensation (e.g., compensation 115) to a customer in exchange for the customer's intent (e.g., intent 105), service platform 120, through ad management component 145, can generate compensation credit(s) 155 arising from ad spend 185 and direct the compensation funding 155 to compensation component 165. Compensation credit(s) 155 is generally linked to the advertiser that incurs advertisement spend 185. It should be appreciated, however, that compensation credit(s) 155 need not be assigned to a specific advertiser, should the advertiser that incurred ad spend 185 declines or voids (e.g., credit(s) are not utilized within a predetermined time interval) its available compensation credit(s) 155. The amount of funding 155 directed towards compensation is typically determined according to a financial model that ensures a zero-sum scenario with respect to (a) ad spend directed towards compensation, (b) ad spend for advertising, and (c) credit awarded for advertising to a set of advertisers in advertisement engine 160 by service platform 120 over an advertisement cycle (e.g., a week, a month, a quarter, . . . ). It is to be noted that (c) can be viewed as funds that “prime the pump” for an advertisement engine 160, by providing subsidies for advertisement campaigns in emerging markets; focused on new products or services; or based on new advertising techniques, resources, media and technologies.
Once an advertisement model for compensation (e.g., compensation 115) delivery is selected; based at least in part on the nature—explicit or implicit expression—of the intent 105 received by service platform 120, the available intelligence on the originating agent, etc.; and consistent action has been taken by a customer, compensation component 135 delivers compensation 115. It is to be appreciated that compensation component 135 can provide compensation either online or offline, e.g., through a set of registered mobile devices. Registration of devices that can receive compensation 115 facilitates the optimization of a device's resources when conveying an advertisement that carries compensation. Furthermore, a set of devices that are utilized at the time an eligible action is undertaken by a source of intent 105 (e.g., an agent) can drive the compensation type. For example, agent utilizes an online service to trade stocks (a possible embodiment of service platform 120) in a laptop computer (e.g., device 1121) while the agent 110 listens to music in a Zune® digital media player—that agent 110 is listening music in a Zune® device (e.g., device 112N) can be gleaned from information collected by webcam operating on the agent's laptop computer and conveyed to intent processing component 135—at a specific instance agent 110 buys stock from an entertainment company. The system platform, based on the transaction, available intelligence about the user, and the fact that the user is listening to a Zune® device, result in a digital song delivered to the user email inbox (and possibly a notification to the agent's cell phone) as a compensation for conveying intent to the stock trading system. The illustrative scenario described hereinbefore displays a central advantage of the intent-compensation price incentive scheme herein disclosed with respect to conventional system: Compensation can be synergistically customized based on context and behavior, rather than established solely on user intelligence or eligible action.
As illustrated above, compensation 115 has monetary value. Monetary value can be effected (i) directly, e.g., monies are deposited in a compensation account (not shown in
Monetary value can also be effected (ii) indirectly, such as through reward points, service-specific points, platform-specific points, virtual monies or points, e.g., Microsoft® Points or substantially any other denomination, that can be used to claim a rewards either online or offline. In addition, agent 110 can be compensated with generic points (or substantially any other tokens associated with materializing a compensation 115) that facilitate claiming products or merchandise of different types and scope. Points, generic or otherwise, can be perishable or perennial, and can be transferred to a second agent (not shown). It should be appreciated that, in an aspect, generic points can be managed dynamically by service platform 120, adopting promotional value to drive a specific product or service campaign, or changing scope as a function of the point bearer (e.g., a compensated agent). An alternative or additional form of indirect monetary compensation can be effected through digital merchandise like songs; ring-tones; movies; pictures; books; magazine articles, technical or otherwise; greetings cards; games, console-based and online, single-player or multiplayer; software application add-ons such as Microsoft® Visio® stencils or custom font sets; foreign-language dictionaries; maps, secret passages, and answers to riddles for second worlds relevant to role playing games, and so on.
As discussed above compensation 115 can be instrumented through specific advertisement events; namely, (1) advertisement exposure, (2) advertisement instantiation, and (3) advertisement-driven action. Advertisement exposure and advertisement instantiation do not rely on a specific commercial transaction from the source of intent 105, and thus is a suitable instrument for compensation for both product advertisers 165A and brand advertisers 165B. Brand advertisers (e.g., advertisers 1681-168S) gear advertisement campaigns towards creating impressions that elicit specific consumer behavior(s) towards a specific brand; for instance, desired behavior(s) can be (a) increased awareness of the brand and word-of-mouth dissemination among consumers; (b) association of the brand with perceived success or achievement (e.g., academic, spiritual, financial, sexual) among peers; (c) association of the brand with specific solutions to social issues such as hunger, poverty, renewable energies, human and animal abuse, violence; and so on. It is to be appreciated that while brand advertisers 165B are generally linked to a specific merchant, service provider, or manufactures, these advertisers can be embody advertisement agencies or advocates for a set of brands.
Alternatively, while product advertisers 165A share the brand development and awareness aspects of brand, these advertisers direct their advertisement campaigns towards consumer adoption of a specific product (e.g., market share development) and displacement of similar competitor product(s) (e.g., competitors market share mitigation). Product advertisers 165A need not manufacture or process the products they advertise; a typical illustration of a product advertiser can be a retailer that sells sport shoes and apparel from various brands. Since product advertiser(s) 165A need not be tied to a specific brand and merchandise products in a specific segment, such advertisers typically display brand resilience—e.g., even though the brand of a retailer fails to elicit behaviors such as (a)-(c) above, a price-value proposition of the retailer can be optimized for a particular segment of consumers. An example of the latter can be found in “dollar” stores, fast-food restaurant chains, discounted price airlines, and the like.
With reference to advertisement-driven action, such instrument for compensation can be substantially more beneficial for product advertiser(s) 165A, and it is the instrument with substantially the higher likelihood of customer lock-in among actions (1)-(3) within the intent-compensation price incentive scheme promoted by service platform 120 (e.g., a merchant, a service provider, or a content provider). To make the benefits of advertisement instruments for rewards in an intent-compensation incentive scheme pervasive among substantially all classes of advertisers, service platform 120 includes a trade platform 125 that enables a secondary market platform for rewards or compensation. It is to be appreciated that compensation credit(s) 155 is highly fungible, which facilitates the trade of such credit(s). In the secondary market, ad management component 145 can sustain market liquidity: Ad spend 185 is received and apportioned it in two streams: A portion of monies 185 are retained as advertisement revenue for service platform 120 or directed toward a revenue account (not shown), and a remaining portion of monies 185 are directed towards compensation credit(s) 155. Through trade platform 125, advertisers in an advertisement engine 160 can commercialize and negotiate their compensation credit(s) 155 assigned for rebates/rewards in exchange of intent 105. Thus, brand advertiser(s) 165B can trade their reward credit(s) for various currencies associated to service platform 120 that enable the brand advertiser to directly compensate a source of intent 105. Trading input, or trade transaction(s), 175 is conveyed via a communication link with the characteristics described above. Trade platform 125 includes a regulatory component 127 which provides governance, manages liquidity of compensation credit(s) 155, e.g., issues options, futures, and currencies, regulates pricing, and so on. In addition, trade platform 125 includes a brokerage component 129 that facilitates trading among disparate advertiser, such as for example negotiating compensation credit(s) 155, selling reward credit(s) at a discount, or trading currencies. It is to be appreciated that in an alternative embodiment, trade platform 125 can be external to service platform 120. In such a scenario, a single trade platform can benefit multiple online and offline service platforms.
Compensation component 135 is coupled to trade platform 125 and reflects the outcomes of trading in the secondary market of rewards. Moreover, compensation component 135 delivers compensation 115 online and/or offline. To that end, compensation component 135 performs multiple tasks, which comprise (i) accounting of compensation and currency associated with registered advertisers that trade in the secondary market for rewards; (ii) retaining records associated with trade and compensation; and (iii) managing fraud mitigation such as illegitimate trade actions among advertisers (e.g., brand advertiser 168T and product advertiser 171V), in addition to mitigation of fraud that involves illicit claims of compensation, as well as integrity of trade and compensation records. Various components confer functionality to compensation component 135.
Monetary value of compensation 115, compensation credit(s) 155 and associated trade through trade platform 125, warrants compensation as credited by advertisement management 145 and traded is adequately awarded, accounted for, and recorded. Compensation component 135 includes an accounting component 230, an antifraud component 233, and records store 525. In addition, compensation and associated monetary and monetized instruments are stored in a set of memories: Compensation account 218, currency store 224 and compensation store 221. Accounting component 230 can account for payments related to compensation, trade profits, or currency exchange, and retain trade and compensation records in record(s) store 237. In an aspect, accounting component 230 can conduct the accounting of monetary instruments associated with compensation credit(s) 155 issued by advertisement management component 145, and compensation points (e.g., generic points, reward point, or platform specific points like Microsoft® Points) issued by compensation component 135 and associated with a specific compensation event.
In regard to compensation and trade records, such records generally include type and amount of compensation delivered to a source of intent (e.g., a human agent), or type of trade transaction and category of trade binding contract (e.g., options, futures, currency, . . . ) among trading parties. Trade records can augment available intelligence on advertisers, singularly and as a group; additionally intelligence can be retained in advertiser intelligence store 206 or data store 215. Retaining records of delivered compensation facilitates to resolve disputes that can arise from trading advertisers that claim unprocessed compensation trade transactions, or sources of intent 105 (e.g., human agents) claiming an eligible uncompensated transaction with an advertiser. Antifraud component can manage dispute resolution at least partially.
Antifraud component 233 manages security features that mitigate fraudulent trade and exploitation of compensation, and maintain trade and compensation records (e.g., resident in record(s) store 227) integrity. Antifraud component 233 can exploit various resources such as advertiser intelligence stored, for example, in agent intelligence store 206, extrinsic data stored in memory 215, intelligent component 212, and so forth. Moreover, antifraud component 233 can rely upon biometric-based verification (e.g., detection of biometric markers like voice signature, face-feature recognition like recognition of scars, moles, freckles, eye color and iris structure, and so on) to ensure that an intended advertiser reward trade (either online or offline) indeed occurs among intended traders. Antifraud component 233 can provide substantially all functionality associated with probing biometric features (e.g., cameras for bio-feature recognition, fingerprint pads, iris scanners . . . ); encrypting/decrypting compensation account and compensation store content(s), currency store 224, and record(s) store 227; etc. However, utilization of resources and security features available to other system components (e.g., regulatory component, brokerage component) can also be exploited.
In addition, antifraud component 233 can ensure trade input 175 is actually conveyed by a set of legitimate advertisers (e.g., a registered advertiser in either class 165A or 165B), instead of an automated computer script that emulates an advertiser (advertiser 168S). Antifraud component 233 can implement variations of Turing tests to discern whether a set of counterfeit advertisers are conveying trade input 175.
Antifraud component 233 can enforce term of contractual obligations among traders and related traded monetary instruments, and can impose palliative measures such as advertiser's currency devaluation, compensation credit(s) freeze, and removal of trading privileges. To further ensure legitimate transactions, antifraud component 233 can generate a uniquely linked (e.g., via an N-bit (N a positive integer) key) token pair to identify a trader (e.g., advertiser T 168T) and its counterpart trader (e.g., advertiser 171V). The issued token pair facilitates recognizing the traders prior to transferring 219 compensation credit(s) 155 among traders.
It is to be appreciated that when compared to conventional couponing systems, the capability of an agent to participate in a secondary market of rewards, via trade platform 125, and thus switch among rewards provides at least the advantage to claim a reward that is customized to the agent's needs as dictated by the agent's context, e.g., location and time. For instance, an agent that is attending a movie theater can trade digital-content rewards for offline rewards such as goods from a concession stand within the theater. Since reward trade is a market transaction, the agent can realize a discount, or an effective profit, on the concession goods when the traded digital content is in high demand in the secondary market platform (e.g., trade platform 125).
Optimization of advertisement format and delivery can rely on input provided by ad response analysis component 525, which can monitor response metrics for the agent when presented with a specific type of advertisement. For example, it can be determined that an agent is more likely to effect an advertisement-driven action (e.g., respond to a survey, follow a link to a beta release of a website, buy a merchandise) when the presented advertisement contains age-appropriate music or sound indicia rather than when the advertisement is solely based on imagery. As another example, it can be measured that an agent responds more favorably to advertisement instantiation when cinema, television, or music stars appear on the delivered advertisement endorsing a product or service. As yet another example, typically at check out, a cashier at a supermarket issues paper coupons for specific merchants based on the purchased goods, while for a segment of customers paper coupons are useful for a disparate segment, e.g., early adopters of advanced technology, a soft version of the coupon can increase likelihood of coupon redemption; accordingly, in an aspect of the subject innovation, advertisement response analysis component 525 can gather information via a set of cameras and microphones deployed at the cashier in the example above, while an analysis component (not shown) can identify the customer with a specific customer segment, subsequently a coupon format optimized for the customer segment is delivered; e.g., an indication to print a coupon is conveyed to the cashier or a coupon is wirelessly conveyed to customer's smart phone. In addition, information gathered through advertisement response analysis component 525 can be stored in data store 555 and provided (e.g., sold) to advertisers, such as brand advertisers 165B or product advertisers 165A, in order to drive trade of specific compensation associated with specific advertisement.
It is to be appreciated that optimization component can autonomously generate new advertisement content leveraging off existing content in ad content store 535. Generation of new ad content can be driven by analysis provided by ad response analysis component 525 and by trends in secondary market platform for rewards, e.g., trade platform 125. In an aspect, regulatory component 127 can issue compensation instruments redeemable through the generated advertisement in response to the market trend. Generation of digital ad content can exploit metadata adaptation of existing advertisement content or edition (e.g., addition of a soundtrack, icons, images, etc.) of such content
Advertisement management component also includes an ad display component 545 that presents an agent (e.g., agent 460M) with intent-compensation incentive advertisement. Advertisement conveyed through ad display component 545 can be rendered at stationary offline points or on substantially any device utilized by the agent and registered with the service platform 120. Displayed advertisements can present a compensation flag (e.g., 545K) or an exact-rebate-value (e.g., 545J) flag. In addition, the advertisement can present an indication 548 that compensation reached through the ad tradable through a trade platform 125. It is to be appreciated that rebated value can be adapted to specific characteristic of the agent to which the advertisement is presented to. Advertisements can be conveyed in multiple formats (e.g., image-based (e.g., banners), text-based, sound-based, or a combination thereof) depending on the media resources available to the device (not shown) in which the advertisement is rendered, or available to an advertisement “dock” (e.g., an outdoor electronic banner) for display of intent-compensation advertisements offline. In one embodiment, ad display component 545 can be employed to notify agent(s) 410 of compensation trade opportunities, or advertised compensation after agent(s) 410 no longer utilizes service platform 120. Such embodiment adds value for the service platform 120 and advertisers 165A or 165B as it increases the lock-in of the user with the service platform 120 by increasing the likelihood of repeat engagements, in which new advertisements and trade opportunities can be presented to agent 110.
Intelligent component 212 can generate a probability distribution of specific states of agent's intent (e.g., intent 105) in engaging in a transaction with service platform 120 without human intervention. To infer advantageous reward market segments for an advertiser (e.g., advertiser(s) 165A or 165B) to trade, or suitable advertisers to specifically engage in trading, intelligent component 235 relies on artificial intelligence techniques, which apply advanced mathematical algorithms—e.g., decision trees, neural networks, regression analysis, principal component analysis (PCA) for feature and pattern extraction, spectral analysis such as wavelet expansions, cluster analysis, genetic algorithms, and reinforced and supervise machine learning—to a set of available information associated with advertisers 165A or 164B.
In particular, the intelligent component 212 can employ one of numerous methodologies for learning from data and then drawing inferences from the models so constructed, e.g., Hidden Markov Models (HMMs) and related prototypical dependency models, more general probabilistic graphical models, such as Dempster-Shafer networks and Bayesian networks, e.g., created by structure search using a Bayesian model score or approximation, linear classifiers, such as support vector machines (SVMs), non-linear classifiers, such as methods referred to as “neural network” methodologies, fuzzy logic methodologies, and other approaches that perform data fusion, etc.) in accordance with implementing various automated aspects described herein.
Analysis component 604 can execute at least a portion of the algorithms cited above for inferring advantageous reward market segments and trade partnerships for an advertiser. In addition, additional algorithm and computational resources can reside in analysis component 604, such as Monte Carlo simulations, game theoretic models (game trees, game matrices, pure and mixed strategies, utility algorithms, Nash equilibria, evolutionary game theory, etc.) of reward markets and advertiser behavior, and so on. Data miner 608 can further support analysis of information through data segmentation, model development for agent's behavior simulation(s) and related model evaluation(s) (e.g., generation of lift charts for discrete and continuous variables). Training component 612 utilizes available market and advertiser data and intelligence for machine learning. As available information increases, training results in improved performance of intelligence component 212 and component that utilize it.
In view of the example systems, and associated aspects, presented and described above, methodologies for trading compensation credits among advertisers and between an advertiser and a service platform and utilizing the traded credits that may be implemented in accordance with the disclosed subject matter can be better appreciated with reference to the flowcharts of
In order to provide additional context for various aspects of the subject specification,
Generally, program modules include routines, programs, components, data structures, etc., that perform particular tasks or implement particular abstract data types. Moreover, those skilled in the art will appreciate that the inventive methods can be practiced with other computer system configurations, including single-processor or multiprocessor computer systems, minicomputers, mainframe computers, as well as personal computers, hand-held computing devices, microprocessor-based or programmable consumer electronics, and the like, each of which can be operatively coupled to one or more associated devices.
The illustrated aspects of the specification may also be practiced in distributed computing environments where certain tasks are performed by remote processing devices that are linked through a communications network. In a distributed computing environment, program modules can be located in both local and remote memory storage devices.
A computer typically includes a variety of computer-readable media. Computer-readable media can be any available media that can be accessed by the computer and includes both volatile and nonvolatile media, removable and non-removable media. By way of example, and not limitation, computer-readable media can comprise computer storage media and communication media. Computer storage media includes volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information such as computer-readable instructions, data structures, program modules or other data. Computer storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, digital versatile disk (DVD) or other optical disk storage, magnetic cassettes, magnetic tape, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to store the desired information and which can be accessed by the computer.
Communication media typically embodies computer-readable instructions, data structures, program modules or other data in a modulated data signal such as a carrier wave or other transport mechanism, and includes any information delivery media. The term “modulated data signal” means a signal that has one or more of its characteristics set or changed in such a manner as to encode information in the signal. By way of example, and not limitation, communication media includes wired media such as a wired network or direct-wired connection, and wireless media such as acoustic, RF, infrared and other wireless media. Combinations of the any of the above should also be included within the scope of computer-readable media.
The system 1000 also includes one or more server(s) 1004. The server(s) 1004 can also be hardware and/or software (e.g., threads, processes, computing devices). The servers 1004 can house threads to perform transformations by employing the specification, for example. One possible communication between a client 1002 and a server 1004 can be in the form of a data packet adapted to be transmitted between two or more computer processes. The data packet may include a cookie and/or associated contextual information, for example. The system 1000 includes a communication framework 1006 (e.g., a global communication network such as the Internet) that can be employed to facilitate communications between the client(s) 1002 and the server(s) 1004.
Communications can be facilitated via a wired (including optical fiber) and/or wireless technology. The client(s) 1002 are operatively connected to one or more client data store(s) 1008 that can be employed to store information local to the client(s) 1002 (e.g., cookie(s) and/or associated contextual information). Similarly, the server(s) 1004 are operatively connected to one or more server data store(s) 1010 that can be employed to store information local to the servers 1004.
In
The system bus 1108 can be any of several types of bus structure that may further interconnect to a memory bus (with or without a memory controller), a peripheral bus, and a local bus using any of a variety of commercially available bus architectures. The system memory 1106 includes read-only memory (ROM) 1110 and random access memory (RAM) 1112. A basic input/output system (BIOS) is stored in a non-volatile memory 1110 such as ROM, EPROM, EEPROM, which BIOS contains the basic routines that help to transfer information between elements within the computer 1102, such as during start-up. The RAM 1112 can also include a high-speed RAM such as static RAM for caching data.
The computer 1102 further includes an internal hard disk drive (HDD) 1114 (e.g., EIDE, SATA), which internal hard disk drive 1114 may also be configured for external use in a suitable chassis (not shown), a magnetic floppy disk drive (FDD) 1116, (e.g., to read from or write to a removable diskette 1118) and an optical disk drive 1120, (e.g., reading a CD-ROM disk 1122 or, to read from or write to other high capacity optical media such as the DVD). The hard disk drive 1114, magnetic disk drive 1116 and optical disk drive 1120 can be connected to the system bus 1108 by a hard disk drive interface 1124, a magnetic disk drive interface 1126 and an optical drive interface 1128, respectively. The interface 1124 for external drive implementations includes at least one or both of Universal Serial Bus (USB) and IEEE 1394 interface technologies. Other external drive connection technologies are within contemplation of the subject specification.
The drives and their associated computer-readable media provide nonvolatile storage of data, data structures, computer-executable instructions, and so forth. For the computer 1102, the drives and media accommodate the storage of any data in a suitable digital format. Although the description of computer-readable media above refers to a HDD, a removable magnetic diskette, and a removable optical media such as a CD or DVD, it should be appreciated by those skilled in the art that other types of media which are readable by a computer, such as zip drives, magnetic cassettes, flash memory cards, cartridges, and the like, may also be used in the example operating environment, and further, that any such media may contain computer-executable instructions for performing the methods of the specification.
A number of program modules can be stored in the drives and RAM 1112, including an operating system 1130, one or more application programs 1132, other program modules 1134 and program data 1136. All or portions of the operating system, applications, modules, and/or data can also be cached in the RAM 1112. It is appreciated that the specification can be implemented with various commercially available operating systems or combinations of operating systems.
A user can enter commands and information into the computer 1102 through one or more wired/wireless input devices, e.g., a keyboard 1138 and a pointing device, such as a mouse 1140. Other input devices (not shown) may include a microphone, an IR remote control, a joystick, a game pad, a stylus pen, touch screen, or the like. These and other input devices are often connected to the processing unit 1104 through an input device interface 1142 that is coupled to the system bus 1108, but can be connected by other interfaces, such as a parallel port, an IEEE 1394 serial port, a game port, a USB port, an IR interface, etc.
A monitor 1144 or other type of display device is also connected to the system bus 408 via an interface, such as a video adapter 1146. In addition to the monitor 444, a computer typically includes other peripheral output devices (not shown), such as speakers, printers, etc.
The computer 1102 may operate in a networked environment using logical connections via wired and/or wireless communications to one or more remote computers, such as a remote computer(s) 1148. The remote computer(s) 1148 can be a workstation, a server computer, a router, a personal computer, portable computer, microprocessor-based entertainment appliance, a peer device or other common network node, and typically includes many or all of the elements described relative to the computer 1102, although, for purposes of brevity, only a memory/storage device 1150 is illustrated. The logical connections depicted include wired/wireless connectivity to a local area network (LAN) 1152 and/or larger networks, e.g., a wide area network (WAN) 1154. Such LAN and WAN networking environments are commonplace in offices and companies, and facilitate enterprise-wide computer networks, such as intranets, all of which may connect to a global communications network, e.g., the Internet.
When used in a LAN networking environment, the computer 1102 is connected to the local network 1152 through a wired and/or wireless communication network interface or adapter 1156. The adapter 1156 may facilitate wired or wireless communication to the LAN 1152, which may also include a wireless access point disposed thereon for communicating with the wireless adapter 1156.
When used in a WAN networking environment, the computer 1102 can include a modem 1158, or is connected to a communications server on the WAN 1154, or has other means for establishing communications over the WAN 1154, such as by way of the Internet. The modem 1158, which can be internal or external and a wired or wireless device, is connected to the system bus 1108 via the serial port interface 1142. In a networked environment, program modules depicted relative to the computer 1102, or portions thereof, can be stored in the remote memory/storage device 1150. It will be appreciated that the network connections shown are example and other means of establishing a communications link between the computers can be used.
The computer 1102 is operable to communicate with any wireless devices or entities operatively disposed in wireless communication, e.g., a printer, scanner, desktop and/or portable computer, portable data assistant, communications satellite, any piece of equipment or location associated with a wirelessly detectable tag (e.g., a kiosk, news stand, restroom), and telephone. This includes at least Wi-Fi and Bluetooth™ wireless technologies. Thus, the communication can be a predefined structure as with a conventional network or simply an ad hoc communication between at least two devices.
Wi-Fi, or Wireless Fidelity, allows connection to the Internet from a couch at home, a bed in a hotel room, or a conference room at work, without wires. Wi-Fi is a wireless technology similar to that used in a cell phone that enables such devices, e.g., computers, to send and receive data indoors and out; anywhere within the range of a base station. Wi-Fi networks use radio technologies called IEEE 802.11 (a, b, g, etc.) to provide secure, reliable, fast wireless connectivity. A Wi-Fi network can be used to connect computers to each other, to the Internet, and to wired networks (which use IEEE 802.3 or Ethernet). Wi-Fi networks operate in the unlicensed 2.4 and 5 GHz radio bands, at an 11 Mbps (802.11a) or 54 Mbps (802.11b) data rate, for example, or with products that contain both bands (dual band), so the networks can provide real-world performance similar to the basic 10BaseT wired Ethernet networks used in many offices.
Various aspects or features described herein may be implemented as a method, apparatus, or article of manufacture using standard programming and/or engineering techniques. The term “article of manufacture” as used herein is intended to encompass a computer program accessible from any computer-readable device, carrier, or media. For example, computer readable media can include but are not limited to magnetic storage devices (e.g., hard disk, floppy disk, magnetic strips . . . ), optical disks [e.g., compact disk (CD), digital versatile disk (DVD) . . . ], smart cards, and flash memory devices (e.g., card, stick, key drive . . . ).
What has been described above includes examples of the claimed subject matter. It is, of course, not possible to describe every conceivable combination of components or methodologies for purposes of describing the claimed subject matter, but one of ordinary skill in the art may recognize that many further combinations and permutations of the claimed subject matter are possible. Accordingly, the claimed subject matter is intended to embrace all such alterations, modifications and variations that fall within the spirit and scope of the appended claims. Furthermore, to the extent that the terms “includes,” “has,” “possesses,” and the like are used in either the detailed description or the claims, such term is intended to be inclusive in a manner similar to the term “comprising” as “comprising” is interpreted when employed as a transitional word in a claim.
