19. A computer server-implemented method for personalization of network search results and search result rankings, the computer server comprising a network input and output interface, at least one data storage device, and one or more processors coupled to the at least one data storage device and network input and output interface, the method comprising: using the network input and output interface, receiving at least one query from a respondent or co-respondent via the network; in response to the at least one query, using the one or more processors, accessing at least one data storage device and selecting a plurality of return queries; using the network input and output interface, transmitting the plurality of return queries to the respondent or co-respondent via the network; using the network input and output interface, receiving a plurality of responses to the return queries from the respondent or co-respondent via the network; using the one or more processors, generating a digital filter from each plurality of responses to the return queries to form a plurality of digital filters; using the one or more processors, searching the at least one data storage device for corresponding pluralities of responses to the return queries from one or more co-respondents or respondents, respectively; using the one or more processors, comparatively pair-wise scoring the plurality of responses to the return queries against the corresponding pluralities of responses to the return queries by using the plurality of digital filters to provide a two-stage filtering of the search results through both a respondent digital filter of a selected respondent and a co-respondent digital filter of a selected co-respondent, of the plurality of digital filters, to form a plurality of pair-wise alignment scores for a plurality of respondent and co-respondent combinations; using the one or more processors, sorting and ranking the plurality of respondent and co-respondent combinations according to the plurality of pair-wise alignment scores; and using the one or more processors, outputting a listing of the sorted and ranked respondents or co-respondents to form the personalized network search results and search result rankings.
36. The computer server-implemented method of claim 19 , further comprising: selecting the at least one query from a drop down menu provided on a graphical user interface.