Validation termination system and methods

A computing device, comprising:

• one or more processors;
• a wireless transceiver communicatively coupled to the one or more processors;
• a non-transitory computer readable storage medium communicatively coupled to the one or more processors, wherein the non-transitory computer readable storage medium includes instructions that, when executed by the one or more processors, cause the one or more processors to perform operations including:
• transmitting, by a server computer, one or more queries to a user, wherein the queries are associated with an assessment of the user;
• receiving, at the server computer, a data set including data packets associated with a set of user responses to the queries;
• determining an initial posterior probability based on the data set;
• determining that the initial posterior probability exceeds a predetermined threshold posterior probability;
• determining a current length of the assessment based on the one or more queries transmitted to the user;
• determining that the current length of the assessment exceeds a minimum assessment length;
• based on determining that the initial posterior probability exceeds a predetermined threshold posterior probability and that the current length of the assessment exceeds a minimum assessment length, determining a first sample of the data set, wherein the first sample of the data set includes data packets associated with the user responses to the queries after a first one of the user responses is removed from the set of user responses;
• determining a first posterior probability of the first sample of the data set;
• determining a second sample of the data set, wherein the second sample of the data set includes data packets associated with the user responses to the queries after a second one of the user responses is removed from the set of user responses;
• determining a second posterior probability of the second sample of the data set;
• determining a standard error of estimates for the data set based on the first posterior probability of the first sample and the second posterior probability of the second sample;
• determining that the determined standard error of estimates is less than a predetermined standard error of estimates threshold, wherein the standard error of estimates indicates a confidence in the initial posterior probability for the user;
• and
• terminating the assessment of the user based on determining that the determined standard error of estimates is less than the predetermined standard error of estimates threshold.

A non-transitory computer readable medium comprising instructions that, when executed by one or more processors, cause the one or more processors to perform operations including:

• transmitting, by a server computer, one or more queries to a user, wherein the queries are associated with an assessment of the user;
• receiving, at the server computer, a data set including data packets associated with a set of user responses to the queries;
• determining an initial posterior probability based on the data set;
• determining that the initial posterior probability exceeds a predetermined threshold posterior probability;
• determining a current length of the assessment based on the one or more queries transmitted to the user;
• determining that the current length of the assessment exceeds a minimum assessment length;
• based on determining that the initial posterior probability exceeds a predetermined threshold posterior probability and that the current length of the assessment exceeds a minimum assessment length, determining a first sample of the data set, wherein the first sample of the data set includes data packets associated with the user responses to the queries after a first one of the user responses is removed from the set of user responses;
• determining a first posterior probability of the first sample of the data set;
• determining a second sample of the data set, wherein the second sample of the data set includes data packets associated with the user responses to the queries after a second one of the user responses is removed from the set of user responses;
• determining a second posterior probability of the second sample of the data set;
• determining a standard error of estimates for the data set based on the first posterior probability of the first sample and the second posterior probability of the second sample;
• determining that the determined standard error of estimates is less than a predetermined standard error of estimates threshold, wherein the standard error of estimates indicates a confidence in the initial posterior probability for the user;
• and
• terminating the assessment of the user based on determining that the determined standard error of estimates is less than the predetermined standard error of estimates threshold.