System and method for adapting market data and evaluating the market value of transactions

• US 9,754,244 B2
• Filed: 12/02/2016
• Issued: 09/05/2017
• Est. Priority Date: 06/28/2000
• Status: Expired due to Fees

• Current Assignee: Buymetrics Incorporated
• Original Assignee: Buymetrics Incorporated
• Inventors: Hansen, Valerie
• Primary Examiner(s): Niquette, Robert R
• Application Number:
  US15/368,266
• Publication Number:
  US 20170083976A1
• Time in Patent Office: 277 Days
• Field of Search: None
• CPC Class Codes: G06F 16/24575 using context
• CPC Class Codes: G06F 16/24578 using ranking
• CPC Class Codes: G06F 16/248 Presentation of query results
• CPC Class Codes: G06F 16/951 Indexing; Web crawling techniques
• CPC Class Codes: G06F 7/08 Sorting, i.e. grouping record carriers in numerical or other ordered sequence according to the classification of at least some of the information they carry by merging two or more sets of carriers in ordered sequence G06F7/16
• CPC Class Codes: G06Q 10/087 Inventory or stock management, e.g. order filling, procurement or balancing against orders
• CPC Class Codes: G06Q 20/10 specially adapted for electronic funds transfer [EFT] systems; specially adapted for home banking systems
• CPC Class Codes: G06Q 20/201 Price look-up processing, e.g. updating
• CPC Class Codes: G06Q 30/02 Marketing; Price estimation or determination; Fundraising
• CPC Class Codes: G06Q 30/0201 Market modelling; Market analysis; Collecting market data
• CPC Class Codes: G06Q 30/0205 Location or geographical consideration
• CPC Class Codes: G06Q 30/0206 Price or cost determination based on market factors
• CPC Class Codes: G06Q 30/0283 Price estimation or determination
• CPC Class Codes: G06Q 30/04 Billing or invoicing
• CPC Class Codes: G06Q 30/0603 Catalogue ordering
• CPC Class Codes: G06Q 30/0611 Request for offers or quotes
• CPC Class Codes: G06Q 30/0623 Item investigation
• CPC Class Codes: G06Q 30/0629 for generating comparisons
• CPC Class Codes: G06Q 40/00 Finance; Insurance; Tax strategies; Processing of corporate or income taxes
• CPC Class Codes: G06Q 40/04 Trading; Exchange, e.g. stocks, commodities, derivatives or currency exchange
• CPC Class Codes: G06Q 40/06 : Asset management; Financial planning or analysis
• CPC Class Codes: G06Q 40/08 : Insurance
• CPC Class Codes: G06Q 40/12 : Accounting
• CPC Class Codes: G06Q 50/16 : Real estate
• CPC Class Codes: G06Q 50/188 : Electronic negotiation

Abstract

A system includes a remotely-located server that implements components including metric server adapter and a metrics application. The metric server adapter manages governing logic of an evaluation service and predefined instructions that pertain to the evaluation service and/or data used to provide the evaluation service. The metrics application executes the evaluation service in coordination with the metric server adapter. The remotely-located server receives or retrieves a transaction data set. The metrics application obtains time-dependent metric data including market reference price data for one or more responsive items. The metrics application dynamically discovers a difference in the attribute data and the metric server adapter contextually defines transaction-specific instructions for adapting the metric data. An adjustment value applied to the market reference price data transforms the market reference price data. Transaction-specific market reference price data values are exposed to one or more computing devices in communication with the remotely-located server.

Claims

1. In a networked environment, a system comprising:

at least one server comprising;

a network interface;

a non-transitory computer-readable medium having computer-executable instructions stored thereon, wherein the computer-executable instructions, when executed, implement components including at least;

a metric server adapter; and

a metrics application; and

a processor in communication with the network interface and the computer-readable medium, wherein the processor is configured to execute the computer-executable instructions stored in the computer-readable medium;

wherein;

the metric server adapter includes governing logic programmed to manage at least one evaluation service and a plurality of predefined instructions that pertain to the at least one evaluation service and/or data used to provide the at least one evaluation service;

the metrics application includes one or more production applications or modules programmed to manage one or more purchase and/or analysis processes, to execute the at least one evaluation service in coordination with the metric server adapter, and to manage one or more user interfaces that, in operation, facilitate interactions with the at least one server; and

in operation, the at least one server is configured to receive from at least one computing device, or retrieve from at least one data source accessible to the at least one server, at least one transaction data set, via the network interface, wherein each received or retrieved transaction data set identifies a buy-side and a sell-side and includes price data for at least one transaction, each side of the transaction data set identifying at least one item possessing attributes that include two or more parameter values or identifying a plurality of items possessing attributes that differ by at least one parameter value; and

wherein receipt or retrieval of at least one transaction data set causes the at least one server to implement the at least one evaluation service, which causes the metrics application, for each transaction data set, to;

obtain time-dependent metric data from at least one data source accessible to the at least one server, wherein the obtained metric data represents market reference data including market reference price data for one or more responsive items possessing attributes that are responsive to attributes of a respective item identified in the transaction data set, wherein each responsive item in the metric data possesses a plurality of attributes including at least one parameter value;

evaluate the plurality of attributes of each responsive item in the metric data relative to the attributes of the respective item identified in the transaction data set to dynamically discover relationships within the attributes, wherein discovery of a relationship comprising a difference is disclosed to the metric server adapter which enables the metric server adapter to contextually define transaction-specific instructions for adapting the metric data for the respective item;

normalize the metric data by executing the transaction-specific instructions for adapting the metric data for the respective item, wherein execution of at least one transaction-specific instruction causes one or more adjustment values to be generated and applied to the market reference price data for at least one responsive item that differs by at least one parameter value from the respective item as identified in the transaction data set, transforming the market reference price data for the at least one responsive item and automatically producing one or more transaction-specific market reference price data values for the respective item; and

wherein the metrics application is further programmed to expose one or a combination of the transaction-specific market reference price data values produced for at least one respective item as identified in at least one side of the at least one received or retrieved transaction data set, via the network interface, to one or more computing devices.

2. The system of claim 1, wherein the metrics application algorithmically processes the attributes to dynamically identify at least one relationship comprising a difference, wherein the identified relationship comprising a difference may include a new or previously unknown relationship, and wherein coordinated operation of the metrics application and the metric server adapter enables the metric server adapter to define transaction-specific instructions for adapting the metric data for the respective item without pre-mapping all possible relationships or relying on a pre-constructed model having predefined relations that remains fixed within the model.

3. The system of claim 1, wherein the metric server adapter uses at least one relationship comprising a difference to ascertain which of the predefined instructions that pertain to the at least one evaluation service are applicable to the responsive item, wherein the metric server adapter uses the attributes and one or more parameter values identified for the respective item in the transaction data set, in combination with the predefined instructions ascertained to be applicable to the responsive item, to contextually define the transaction-specific instructions for adapting the metric data for the respective item.

4. The system of claim 1, wherein the metric server adapter is programmed to coordinate a conditional execution, by the metrics application, of the transaction-specific instructions for adapting the metric data for the respective item.

5. The system of claim 4, wherein execution of at least one transaction-specific instruction for adapting the metric data causes the metrics application to apply:

one or more formulas that functionally combine data values or use variables that relate to a plurality of items, attributes, parameters, events, or metric data sources;

or

a combination of instructions that include rules, variables and criteria, that relate to a plurality of items, attributes, parameters, vendors, events, metric data sources, or the obtained metric data, the conditional execution of which is priority weighted, sequential, recursive, or subject to another method of control defined by the metric server adapter;

or

a combined evaluation service that includes a plurality of interdependent transaction-specific instructions for adapting the metric data for the respective item, wherein at least one evaluation service is combined with at least one other evaluation service or, wherein at least one transaction-specific instruction is combined with at least one other transaction-specific instruction that specifies employing a process step, action, function, utility, or subroutine, wherein the conditional execution of the transaction-specific instructions that pertain to the combined evaluation service is priority weighted, sequential, recursive, or subject to another method of control defined by the metric server adapter.

6. The system of claim 5, wherein the metrics application, in coordination with the metrics server adapter, dynamically applies all of the transaction-specific instructions for adapting the metric data for the respective item, including one or more transaction-specific instructions that identify validation rules and/or predefined statistical criteria to be satisfied, wherein the metrics application only produces the one or more transaction-specific market reference price data values for the respective item when all adjustments resulting from the transaction-specific instructions for adapting the metric data for the respective item have been applied and the specified validation rules and/or predefined statistical criteria have been satisfied.

7. The system of claim 1, wherein one or a combination of the transaction-specific market reference price data values produced for at least one item as identified in at least one side of the transaction data set is exposed, via the network interface, to a buyer-agent associated with the buy-side or a seller-agent associated with the sell-side.

8. The system of claim 1, wherein one or a combination of the transaction-specific market reference price data values produced for at least one item as identified in at least one side of the transaction data set is exposed, via the network interface, to a third-party payment processor or credit provider or clearing service.

9. The system of claim 1, wherein the one or more parameter values represent attributes or conditions that are variable for a specific item or transaction, and wherein the one or more parameter values include at least one of a grade, a rating measure, a species, an item type, a brand, a quantity, a size, a unit of measure, a tally, a shipping or receiving location, a method of delivery, a delivery date, a time of service, a warranty, a payment term, or a transaction type.

10. The system of claim 9, wherein the delivery date or time of service specifies one or more fulfillment dates in the future, and comprises a forward price transaction type.

11. The system of claim 9, wherein delivery comprises a financial delivery.

12. The method of claim 9, wherein delivery comprises an exchange of at least one item for at least one other item, and wherein the at least one other item differs by at least one parameter value from the at least one item.

13. The system of claim 12, wherein implementation of the at least one evaluation service and/or execution of at least one predefined instruction that pertains to the at least one evaluation service causes the metrics application to apply predefined validation rules or criteria that must be satisfied for an acceptable exchange.

14. The system of claim 1, wherein a time of the time-dependent metric data includes a time or period of time contemporaneous with a time of the transaction data set, a predefined time, or a continuously sliding interval of time that represents a most current period of time.

15. The system of claim 1, wherein at least one transaction data set identifies price data that is expressed as a value of a difference between the buy-side and the sell-side of the transaction data set.

16. The system of claim 1, wherein implementation of the at least one evaluation service and/or execution of at least one predefined instruction that pertains to the at least one evaluation service further causes the metrics application to generate a differential ratio or index value, wherein price data identified for the transaction data set is divided by one or a combination of the transaction-specific market-reference price data values produced for the respective item or items as identified in at least one side of the transaction data set.

17. The system of claim 1, wherein implementation of the at least one evaluation service and/or execution of at least one predefined instruction that pertains to the at least one evaluation service further causes the metrics application to compare one or combination of the transaction-specific market-reference price data values produced for the respective item to at least one of a previously-produced transaction-specific market-reference price data value for the respective item, a predefined base market value, one or more market values reported by an exchange or a third-party price reporting service for the respective item or a predefined alternate item.

18. The system of claim 1, wherein at least one transaction data set includes price data that is identified as a formula, wherein the price data for at least one identified item in at least one side of the transaction data set is to be determined at one or more specified times or delivery dates in the future using, at least in part, one or more market-reference prices to be produced by the at least one server or reported by at least one predefined source of market-reference price data, wherein, at the one or more specified times or delivery dates, the metrics application automatically obtains the one or more reported market-reference prices or is caused to produce one or more transaction-specific market-reference price data values for the at least one identified item and to determine the price data for the at the least one item in accordance with the identified formula.

19. The system of claim 1, wherein implementation of the at least one evaluation service and/or execution of at least one predefined instruction that pertains to the at least one evaluation service further causes the metrics application to convert data defined by a unit of measure into standardized or common units of measure and to produce the one or more transaction-specific market reference price data values for the at least one item identified in the transaction data set using data possessing consistent units of measure, and wherein the transformation of the market reference price data for the at least one responsive item occurs independent of the unit-of-measure conversion of the data.

20. The system of claim 1, wherein the metrics application is programmed to manage one or more user interfaces that, in operation, facilitate interactions that cause the metrics application to expose, in one or more layers of detail, data related to one or more of the transaction-specific market reference price data values produced for at least one respective item as identified in at least one side of the at least one transaction data set, or to display linked information or the same data in a different form or as determined for a different period of time.

21. The system of claim 1, wherein execution of at least one predefined instruction that pertains to the at least one evaluation service causes the metrics application to obtain metric data responsive to an alternate item, wherein the alternate item is a substitute item or differs by at least one parameter value from the respective item as identified in the transaction data set, and wherein coordinated operation of the metric server adapter and the metrics application enables the metrics application to adapt the obtained metric data to a condition of acceptable responsiveness to the respective item identified in the transaction data set.

22. The system of claim 1, wherein one or a combination of the transaction-specific market reference price data values exposed to the one or more computing devices are further used by an application running on the one or more computing devices to, at least in part, value an over-the-counter (OTC) or off-exchange transaction, a basis trade or a hedge transaction, a forward contract or swap, or to represent, at least in part, a value for:

at least one item underlying an exchange-traded contract, or

one or more items or component parts of an exchange-for-physical (EFP) transaction or an exchange-for-swap transaction (EFS), or another exchange-traded contract executed using an exchange-approved alternate execution procedure.

23. In a networked environment, a method comprising:

receiving, at at least one server, via a network interface, at least one transaction data set from at least one computing device, or retrieving at least one transaction data set from at least one data source accessible to the at least one server, the at least one server under the control of computer-executable instructions that, when executed by a processor, implement a plurality of components including at least a governing logic component and a production component,

wherein each received or retrieved transaction data set identifies a buy-side and a sell-side and includes price data for at least one transaction, and

wherein each side of the transaction data set identifies at least one item possessing attributes that include two or more parameter values or identifies a plurality of items possessing attributes that differ by at least one parameter value;

wherein, for each received or retrieved transaction data set, the method further comprises implementing, by the at least one server, at least one evaluation service that, in operation, includes;

obtaining, by the production component, time-dependent market reference data from at least one data source accessible to the at least one server, wherein the market reference data includes market reference price data for one or more responsive items possessing attributes that are responsive to attributes of a respective item identified in the transaction data set, wherein each responsive item possesses a plurality of attributes including at least one parameter value;

evaluating, by the production component, the plurality of attributes of each responsive item in the market reference data relative to the attributes of the respective item identified in the transaction data set to dynamically discover relationships within the attributes, wherein discovery of a relationship comprising a difference is disclosed to the governing logic component which enables the governing logic component to ascertain which of a plurality of predefined instructions that pertain to the at least one evaluation service are applicable to the responsive item;

contextually defining, by the governing logic component, transaction-specific instructions for adapting the market reference data for the respective item; and

normalizing the market reference data, wherein the production component executes the transaction-specific instructions for adapting the market reference data for the respective item, wherein execution of at least one transaction-specific instruction causes one or more adjustment values to be generated and applied to the market reference price data for at least one responsive item that differs by at least one parameter value from the respective item as identified in the transaction data set, transforming the market reference price data for the at least one responsive item and automatically producing one or more transaction-specific market reference price data values for the respective item; and

exposing, by the production component, one or a combination of the transaction-specific market reference price data values produced for at least one respective item as identified in at least one side of the at least one received or retrieved transaction data set, via the network interface, to one or more computing devices.

24. The method of claim 23, wherein the production component algorithmically processes the attributes to dynamically identify at least one relationship comprising a difference, wherein the identified relationship comprising a difference may include a new or previously unknown relationship, and wherein coordinated operation of the production component and the governing logic component enables the governing logic component to define transaction-specific instructions for adapting the market reference data for the respective item without pre-mapping all possible relationships or relying on a pre-constructed model having predefined relations that remains fixed within the model.

25. The method of claim 23, wherein the governing logic component includes one or more governing logic applications or modules programmed to manage the at least one evaluation service and a plurality of predefined instructions that pertain to the at least one evaluation service and/or the data used to provide the at least one evaluation service.

26. The method of claim 25, wherein the plurality of predefined instructions include one or more instructions predefined for a particular industry or one or more particular user-agents, wherein coordinated operation of the production component and the governing logic component enables the at least one server to provide an evaluation service that is customized for the particular industry or user-agent without custom-coding computer-executable instructions that comprise the production component.

27. The method of claim 23, wherein the governing logic component uses the attributes and one or more parameter values identified for the respective item in the transaction data set, in combination with the predefined instructions ascertained to be applicable to the responsive item, to contextually define the transaction-specific instructions for adapting the market reference data for the respective item.

28. The method of claim 23, wherein the production component includes one or more applications or modules programmed to manage one or more purchase and/or analysis processes, executes the at least one evaluation service in coordination with the governing logic component, and manages one or more user interfaces that, in operation, facilitate interactions with the at least one server.

29. The method of claim 23, wherein one or a combination of the transaction-specific market reference price data values produced for at least one respective item as identified in at least one side of the transaction data set is exposed to at least one buyer-agent associated with the buy-side or at least one seller-agent associated with the sell-side.

30. The method of claim 23, wherein one or a combination of the transaction-specific market reference price data values produced for at least one item as identified in at least one side of the transaction data set is exposed to a third-party payment processor or a credit provider or a clearing organization.

31. The method of claim 23, wherein the governing logic component is programmed to coordinate a conditional execution, by the production application, of the transaction-specific instructions for adapting the market reference data for the respective item.

32. The method of claim 31, wherein execution of at least one transaction-specific instruction for adapting the market reference data causes the production component to apply:

one or more formulas functionally combining data values or using variables relating to a plurality of items, attributes, parameters, events, or sources of market reference data;

or

a combination of instructions, including rules, variables and criteria, relating to a plurality of items, attributes, parameters, vendors, events, market reference data sources, or the obtained market reference data, the conditional execution of which is priority weighted, sequential, recursive, or subject to another method of control defined by the governing logic component;

or

a combined evaluation service that includes a plurality of interdependent transaction-specific instructions for adapting market reference data, wherein at least one evaluation service is combined with at least one other evaluation service or, wherein at least one transaction-specific instruction is combined with at least one other transaction-specific instruction that specifies employing a process step, action, function, utility, or subroutine, wherein the conditional execution of the transaction-specific instructions that pertain to the combined evaluation service is priority weighted, sequential, recursive, or subject to another method of control defined by the governing logic component.

33. The method of claim 32, wherein the production component, in coordination with the governing logic component, dynamically applies all of the transaction specific instructions for adapting the market reference data for the respective item, including one or more transaction-specific instructions that identify validation rules and/or predefined statistical criteria to be satisfied, wherein the production component only produces the one or more transaction-specific market reference price data values for the respective item when all adjustments resulting from the transaction-specific instructions for adapting the market reference data for the respective item have been applied and the specified validation rules and/or predefined statistical criteria have been satisfied.

34. The method of claim 32, wherein execution of at least one transaction-specific instruction causes the production component to manage the obtained market reference data for collective satisfaction of one or more validation rules and/or statistical criteria, including at least one of:

total volume of responsive item data in units per item;

the frequency/liquidity of responsive items;

the concentration/fragmentation of the responsive items by transaction type;

or the concentration/fragmentation of the responsive items by the source of the market reference data, and wherein the one or more responsive items in the market reference data are collectively determined to satisfy the one or more validation rules and/or statistical criteria of the transaction-specific instruction and are used, or are collectively determined to not satisfy the transaction-specific instruction and are excluded from use.

35. The method of claim 31, wherein at least one transaction-specific instructions specifies predefined validation rules or criteria to be satisfied for an acceptable exchange.

36. The method of claim 23, wherein the one or more parameter values represent attributes or conditions that are variable for a specific item or transaction.

37. The method of claim 23, wherein the one or more parameter values include at least one of a grade, a rating measure, a species, an item type, a brand, a quantity, a size, a unit of measure, a tally, a shipping or receiving location, a method of delivery, a delivery date, a time of service, a warranty, a payment term, or a transaction type.

38. The method of claim 37, wherein the delivery date or time of service specifies one or more fulfillment dates in the future, and comprises a forward price transaction type.

39. The method of claim 37, wherein delivery comprises a financial delivery.

40. The method of claim 37, wherein delivery comprises an exchange of at least one item for at least one other item, and wherein the at least one other item differs by at least one parameter value from the at least one item.

41. The method of claim 23, wherein a time of the time-dependent market reference data includes a time or period of time contemporaneous with a time of the transaction data set, a predefined time, or a continuously sliding interval of time that represents a most current period of time.

42. The method of claim 23, wherein one or more of the transaction-specific market reference price data values produced for the respective item encompasses a series of times, periods of time, and/or delivery dates, wherein the series of times, periods of time, and/or delivery dates can include one or more times in the future.

43. The method of claim 23, wherein at least one transaction data set identifies price data that is expressed as a value of a difference between the buy-side and the sell-side of the transaction data set.

44. The method of claim 23, wherein at least one transaction data set includes price data that remains fixed for one side of the transaction data set and is variable, over time or per at least one predefined algorithm, for the other side of the transaction data set.

45. The method of claim 23, wherein at least one transaction data set includes price data that is identified as a formula, wherein the price data for at least one identified item in at least one side of the transaction data set is to be determined at one or more specified times or delivery dates in the future using, at least in part, one or more market-reference prices to be produced by the at least one server or reported by at least one predefined source of market-reference price data, wherein, at the one or more specified times or delivery dates, the production component automatically obtains the one or more reported market-reference prices or is caused to produce one or more transaction-specific market-reference price data values for the at least one identified item and to determine the price data for the at the least one item in accordance with the identified formula.

46. The method of claim 23, wherein at least one received or retrieved transaction data set identifies a packaged product, wherein each item identified for each side of the transaction data set is offered only in combination with all other items identified in the transaction data set comprising the packaged product.

47. The method of claim 23, wherein the production component converts data defined by a unit of measure into standardized or common units of measure and produces the one or more transaction-specific market reference price data values for the at least one item identified in the transaction data set using data possessing consistent units of measure, and wherein the transformation of the market reference price data for the at least one responsive item occurs independent of the unit-of-measure conversion of the data.

48. The method of claim 23, wherein the production component is caused to, at a predefined time or interval of time or in response to a triggering event, obtain more current market reference data for one or more responsive items having attributes that are responsive to attributes of a respective item identified in the transaction data set and including more-current price data for the respective item or excluding previously-obtained market-reference data that is no longer responsive to the respective item or no longer represents more current time-dependent market reference data, and wherein the production component, in coordination with the governing logic component, produces one or more more-current transaction-specific market reference price data values for the respective item, and exposes one or a combination of the more-current transaction-specific market reference price data values produced for the respective item, via the network interface, to one or more computing devices.

49. The method of claim 23, wherein the production component is programmed to manage one or more user interfaces that, in operation, facilitate interactions that cause the production component to expose, in one or more layers of detail, data related to one or more of the transaction-specific market reference price data values produced for at least one respective item as identified in at least one side of the at least one transaction data set, or to display linked information or the same data in a different form or as determined for a different period of time.

50. The method of claim 23, wherein execution of at least one predefined instruction that pertains to the at least one evaluation service causes the production component to obtain market-reference data responsive to an alternate item, wherein the alternate item is a substitute item or differs by at least one parameter value from the respective item as identified in the transaction data set, and wherein coordinated operation of the governing logic component and the production component enables the production component to adapt the obtained market-reference data to a condition of acceptable responsiveness to the respective item identified in the transaction data set.

51. In a networked service provider environment usable via system-managed user interfaces, a non-transitory computer-readable medium having computer-executable instructions stored thereon, wherein in response to execution, the computer-executable instructions cause at least one server to perform operations comprising:

receiving, at the at least one server, via a network interface, at least one transaction data set from at least one computing device, or retrieving at least one transaction data set from at least one data source accessible to the at least one server, the at least one server under the control of computer-executable instructions that, when executed by a processor, implement a plurality of components including at least a governing logic component and a production component,

wherein each received or retrieved transaction data set identifies a buy-side and a sell-side and includes price data for at least one transaction, and

wherein each side of the transaction data set identifies at least one item possessing attributes that include two or more parameter values or identifies a plurality of items possessing attributes that differ by at least one parameter value;

implementing at least one evaluation service wherein, for each received or retrieved transaction data set, the computer-executable instructions cause the at least one server to;

obtain, by the production component, time-dependent market reference data from at least one data source accessible to the at least one server, wherein the market reference data includes market reference price data for one or more responsive items possessing attributes that are responsive to attributes of a respective item identified in the transaction data set, wherein each responsive item possesses a plurality of attributes including at least one parameter value;

evaluate, by the production component, the plurality of attributes of each responsive item in the market reference data relative to the attributes of the respective item identified in the transaction data set to dynamically discover relationships within the attributes, wherein discovery of a relationship comprising a difference is disclosed to the governing logic component which enables the governing logic component to ascertain which of a plurality of predefined instructions that pertain to the at least one evaluation service are applicable to the responsive item;

contextually define, by the governing logic component, transaction-specific instructions for adapting the market reference data for the respective item; and

normalize the market reference data, wherein the production component executes the transaction-specific instructions for adapting the market reference data for the respective item, wherein execution of at least one transaction-specific instruction causes one or more adjustment values to be generated and applied to the market reference price data for at least one responsive item that differs by at least one parameter value from the respective item as identified in the transaction data set, transforming the market reference price data for the at least one responsive item and automatically producing one or more transaction-specific market reference price data values for the respective item; and

exposing, by the production component, one or a combination of the transaction-specific market reference price data values produced for at least one respective item as identified in at least one side of the at least one received or retrieved transaction data set, via the network interface, to one or more computing devices.

52. The computer-readable medium of claim 51, wherein the computer-executable instructions cause the production component to algorithmically process the attributes to dynamically identify at least one relationship comprising a difference, wherein the identified relationship comprising a difference may include a new or previously unknown relationship, and wherein coordinated operation of the production component and the governing logic component enables the governing logic component to define transaction-specific instructions for adapting the market reference data for the respective item without pre-mapping all possible relationships or relying on a pre-constructed model having predefined relations that remains fixed within the model.

53. The computer-readable medium of claim 51, wherein the computer-executable instructions cause the governing logic component to manage governing logic of the at least one evaluation service and a plurality of predefined instructions that pertain to the at least one evaluation service and/or the data used to provide the at least one evaluation service.

54. The computer-readable medium of claim 51, wherein the computer-executable instructions cause the production component to manage one or more purchase and/or analysis processes, execute the at least one evaluation service in coordination with the governing logic component, and manage one or more user interfaces that, in operation, facilitate interactions with the at least one server.