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A Bayesian Strategy for
Surrogate Test-taker Detection

 
 

Some employers and institutions are considering in-home (or internet) based computer administered tests as a means to increase test-takers' comfort and convenience, and to increase their participation rates in required screening and evaluation programs. One impediment to in-home high-stakes testing involves the integrity of the reported test performance. In the absence of an impartial proctor, how can the institution verify that the answers attributed to one individual were not in fact provided by another (presumably more able) test-taker? Similarly, how can the institution verify that inappropriate resources (e.g., dictionaries and encyclopedias) were not used as aids by the test-taker in the unmonitored privacy of their home? In a typical high-stakes setting, these assurances are provided by proctors who verify the examinee's identity and adherence to test-security protocol. With unproctored in-home exams, some test-takers may be tempted to enlist the aid of others to achieve high scores and all the benefits derived from these improved scores.

One solution to the verification dilemma requires the administration of a short second exam given under secure proctored conditions. If performance levels on the initial (unproctored/in-home) exam are consistent with the short proctored verification exam, then the in-home scores become the applicant's scores of record, otherwise the initial test-scores are invalidated and the applicant is required to retake an alternate form of the full-length exam under proctored conditions.

This paper presents a new statistical method for assessing consistency of test performance across two occasions, where on one occasion the level of performance may be enhanced or misrepresented, and on the second occasion it is not. The new procedure is based on the application of Bayesian model assessment techniques to item response theory. The performance of the proposed method is evaluated through the use of simulated data based on a high-stakes multiple aptitude test-battery..

  Manuscript (PDF Format)

 

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