{ENTER}ing the Time Series {SPACE}: Uncovering the Writing Process through Keystroke Analyses
نویسندگان
چکیده
This study investigates how and whether information about students’ writing can be recovered from basic behavioral data extracted during their sessions in an intelligent tutoring system for writing. We calculate basic and time-sensitive keystroke indices based on log files of keys pressed during students’ writing sessions. A corpus of prompt-based essays was collected from 126 undergraduates along with keystrokes logged during the session. Holistic scores and linguistic properties of these essays were then automatically calculated using natural language processing tools. Results indicated that keystroke indices accounted for 76% of the variance in essay quality and up to 38% of the variance in the linguistic characteristics. Overall, these results suggest that keystroke analyses can help to recover crucial information about writing, which may ultimately help to improve student models in computer-based learning environments.
منابع مشابه
Scaffolding for English as Foreign Language Writers: Writing a Scholastic Essay
This article describes how a group of Iranian upper-intermediate EFL learners were guided through the practice of writing their first academic essays in English. The method applied the principle of scaffolding to the essay writing process by providing flexible support for the learners during the writ- ing their first essays. Scaffolding included a number of aspects, each of which is explained i...
متن کاملFrom Character to Word Level: Enabling the Linguistic Analyses of Inputlog Process Data
Keystroke-logging tools are widely used in writing process research. These applications are designed to capture each character and mouse movement as isolated events as an indicator of cognitive processes. The current research project explores the possibilities of aggregating the logged process data from the letter level (keystroke) to the word level by merging them with existing lexica and usin...
متن کاملModeling and Non-modeling Genre-based Approach to Writing Argument-led Introduction Paragraphs: A Case of English Students in Iran
Despite the crucial role of introductory sections in argumentative academic writing, the effects of genre- based approaches to writing introductory paragraphs have not been much explored yet. The present study aimed to investigate whether the provision of genre knowledge through modeling and non-modeling could enhance learners’ ability in writing introductory paragraphs of argumentative essays....
متن کاملDeveloping Iranian EAP students’ Writing Skill through Explicit Instruction of Lexical Bundles
The present study sought to investigate the effect of explicit instruction of lexical bundles (LBs) on the development of Iranian English for Academic Purposes (EAP) students’ writing quality and also their receptive and productive knowledge of Lexical Bundles (LB). Assigned to two experimental and control groups, the eighty participants took pre- and post-tests of writing tasks and the recepti...
متن کاملOrchestrating Task Planning in Writing: The Impact of Pre-Task Planning and Within-Task Planning on Fluency, Accuracy, and Complexity of Iranian EFL Learners’ Writing
Building on Robinson’s (2001, 2003) Cognition Hypothesis, Skehan’s (1998) Limited Attentional Capacity Model, and Kellog’s (1986) model of writing, this study examined the effect of task planning on the fluency, accuracy, and complexity of 60 Iranian EFL learners’ argumentative and narrative writings under different planning conditions. A quasi-experimental design with three levels of planning ...
متن کامل