Automatic Item Generation

نویسنده

  • Hollis Lai
چکیده

The principles and practices that guide the design and development of test items are changing because our assessment practices are changing. Educational visionary Randy Bennett (2001) anticipated that computers and the Internet would become two of the most powerful forces of change in educational measurement. Bennett’s premonition was spot-on. Internet-based computerized testing has dramatically changed educational measurement because test administration procedures combined with the growing popularity of digital media and the explosion in Internet use have created the foundation for different types of tests and test items. As a result, many educational tests that were once given in a paper format are now administered by computer using the Internet. Many common and wellknown exams in the domain of certification and licensure testing can be cited as examples, including the Graduate Management Achievement Test (GMAT), the Graduate Record Exam (GRE), the Test of English as a Foreign Language (TOEFL iBT), the American Institute of Certified Public Accountants Uniform CPA examination (CBT-e), the Medical Council of Canada Qualifying Exam Part I (MCCQE I), the National Council Licensure Examination for Registered Nurses (NCLEX-RN) and the National Council Licensure Examination for Practical Nurses (NCLEX-PN). This rapid transition to computerized testing is also occurring in K–12 education. As early as 2009, Education Week’s “Technology Counts” reported that educators in more than half of the U.S. states—where 49 of the 50 states at that time had educational achievement testing—administer some form of computerized testing. The move toward Common Core State Standards will only accelerate this transition given that the two largest consortiums, PARCC and SMARTER Balance, are using technology to develop and deliver computerized tests and to design constructed-response items and performance-based tasks that will be scored using computer algorithms. Computerized testing offers many advantages to examinees and examiners compared to more traditional paper-based tests. For instance, computers support the development of technology-enhanced item types that allow examiners to use more diverse item formats and measure a broader range of knowledge and skills. Computer algorithms can also be developed so these new item types are scored automatically and with limited human intervention, thereby eliminating the need for costly and timeconsuming marking and scoring sessions. Because items are scored immediately, examinees receive instant feedback on their strengths and weaknesses. Computerized tests also permit continuous and on-demand administration, thereby allowing examinees to have more choice about where and when they write their exams. But the advent of computerized testing has also raised new challenges, particularly in the area of item development. Large numbers of items are needed to support the banks necessary for computerized 21 AUTOMATIC ITEM GENERATION

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Automatic Item Text Generation in Educational Assessment

We present an automatic text generation system (ATG) developed for the generation of natural language text for automatically produced test items. This ATG has been developed to work with an automatic item generation system for analytical reasoning items for use in tests with high-stakes outcomes (such as college admissions decisions). As such, the development and implementation of this ATG is c...

متن کامل

Establishing Item Uniqueness for Automatic Item Generation

Objective The growing popularity of Automatic Item Generation (AIG) can be attributed to the increasing demand for the production of large pools of operational test items. AIG is an algorithmic way of generating assessment tasks which combines cognitive theories, psychometric practices and computer technologies. The outcome of this algorithmic transcriptions of assessment task is 1986). The ite...

متن کامل

Controlling item difficulty for automatic vocabulary question generation

The present study investigates the best factor for controlling the item difficulty of multiple-choice English vocabulary questions generated by an automatic question generation system. Three factors are considered for controlling item difficulty: (1) reading passage difficulty, (2) semantic similarity between the correct answer and distractors, and (3) the distractor word difficulty level. An e...

متن کامل

Automatic Generation of Quantitative Reasoning Items A Pilot Study

This paper deals with three studies on the computer-based, automatic generation of algebra word problems. The cognitive psychology based generative/quality control frameworks of the item generator are presented. In Study I the quality control framework is empirically tested using a first set of automatically generated items. Study II replicates the findings of Study I using a larger set of auto...

متن کامل

Using Automatic Item Generation to Address Item Demands for CAT

Item writing is a craft that is both resource intensive and time consuming. In order to minimize item exposure, computer adaptive testing requires a large number of test items for administration. As test development become more complex, demand for the quantity and quality of items far exceeds the capacity of item writers writing in the current fashion. To address the demand for items to be crea...

متن کامل

Automatic Item Generation via Frame Semantics:

These materials are an unpublished, proprietary work of ETS. Any limited distribution shall not constitute publication. This work may not be reproduced or distributed to third parties without ETS's prior written consent. Submit all requests through There is an increasing interest in the use of Automatic Item Generation (AIG) in educational assessment, concomitant with the development of technol...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015