On this paper, we offer an overview of psychometric procedures and pointers Educational Testing Service (ETS) uses to guage automated essay scoring for operational use. We briefly describe the e-rater system, the procedures and standards used to judge e-rater, implications for a variety of potential makes use of of e-rater, and directions for future analysis. The outline of e-rater includes a abstract example mla of characteristics of writing covered by e-rater, variations in modeling techniques obtainable, and the regression-based mostly model constructing procedure. The evaluation procedures cowl multiple criteria, together with affiliation with human scores, distributional variations, subgroup variations and association with exterior variables of curiosity. Expected levels of performance for each analysis are offered. We conclude that the a priori establishment of performance expectations and the analysis of efficiency of e-rater in opposition to these expectations assist to ensure that automated scoring supplies a optimistic contribution to the massive-scale assessment of writing. We name for persevering with transparency in the design of automated scoring techniques and clear and constant expectations of performance of automated scoring earlier than utilizing such techniques operationally.

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