Lab of Data Analytics in Human Science

Advancing quantitative research in foreign language acquisition through innovative statistical modeling and data analytics

About Our Lab

Our research lab focuses on quantitative methods in social science research, with particular emphasis on foreign language acquisition studies. We employ cutting-edge statistical techniques and data analytics to understand complex patterns in language learning and social phenomena.

analytics

Advanced Analytics

Structural equation modeling and multivariate statistics

psychology

Language Research

Quantitative approaches to foreign language acquisition

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Statistical Modeling

Item response theory and multilevel modeling

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CAT

Computerized Adaptive Testing

Lab Leadership

Professor Wen-Ta Tseng

Professor Wen-Ta Tseng

Director & Principal Investigator

Education

schoolPh.D., University of Nottingham, United Kingdom

Research Areas

Structural Equation Modeling Multivariate Statistics Item Response Theory Multilevel Modeling Meta-Analysis Foreign Language Acquisition

Contact Information

location_onOffice: T4-816, 4th Teaching Building

phonePhone: (02) 2737-6268

emailEmail: wenta.tseng@mail.ntust.edu.tw

Research Areas

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Structural Equation Modeling

Advanced statistical techniques for analyzing complex relationships between latent and observed variables in social science research.

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Multivariate Statistics

Comprehensive analysis of multiple variables simultaneously to understand complex data patterns in educational and social contexts.

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Item Response Theory

Mathematical framework for designing, analyzing, and scoring tests and questionnaires in educational assessment.

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Multilevel Modeling

Statistical analysis of hierarchical data structures to account for nested relationships in social science research.

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Meta-Analysis

Systematic review and synthesis of research findings across multiple studies to provide comprehensive evidence.

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Foreign Language Acquisition

Quantitative investigation of second and foreign language learning processes, individual differences, and learning outcomes.

Research Outputs

Interactive Educational Tools

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Text Mining Tutorial

Interactive tutorial for learning text mining techniques and applications in language research.

Launch Tool
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SLA Course App

Comprehensive Second Language Acquisition course materials and interactive learning modules.

Launch Tool
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Academic Writing App

Interactive application for improving academic writing skills and understanding writing processes.

Launch Tool
psychology

First Language Acquisition

Interactive educational tool exploring theories and stages of first language development.

Launch Tool
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Critical Period Neurolinguistics

Interactive tool exploring the critical period hypothesis and neurolinguistic aspects of language acquisition.

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N400-P600 Morpheme Analysis

Interactive tool for analyzing event-related potentials (N400 and P600) in morphological processing research.

Launch Tool

Research Software Development

Enhanced MetaSEM

Advanced meta-analytic structural equation modeling software with interactive web interface for comprehensive statistical analysis.

MetaSEM Data Input Interface
Data Input Module

User-friendly data input interface with multiple import options and validation features.

Sample Datasets
Built-in Datasets

Comprehensive collection of sample datasets for meta-analysis and SEM practice.

Publication Bias Tests
Publication Bias Analysis

Advanced statistical tests for detecting and correcting publication bias in meta-analyses.

Cluster Analysis
Cluster Analysis Tools

Sophisticated clustering algorithms for identifying patterns in meta-analytic data.

Process Mining
Process Mining Network

Interactive network visualization for process mining and transition analysis.

Research Visualizations

Language Acquisition Theory Analysis

Evolution of Language Acquisition Theories
Evolution Timeline

Historical development of language acquisition theories from behaviorism to modern approaches.

Comprehensive Theory Comparison
Theory Comparison

Comprehensive comparison of major language acquisition theories across key dimensions.

Theory Details Analysis
Detailed Analysis

In-depth analysis of core mechanisms and principles in language acquisition theories.

Additional Theory Comparison
Cross-Theory Analysis

Additional comparative analysis of language acquisition theories and their applications.

Comprehensive Theory Analysis
Theory Framework

Comprehensive theoretical framework analysis and methodological comparisons.

Statistical Learning in Language

Statistical Learning Overview
Statistical Learning Overview

Core concepts and mechanisms of statistical learning in language acquisition.

Language Phenomena Explanations
Phenomena Explanations

How different theories explain specific language learning phenomena and patterns.

Teaching Applications
Teaching Applications

Practical applications of usage-based theory in language teaching and intervention.

Statistical Learning Concepts
Core Concepts

Fundamental concepts and principles underlying statistical learning mechanisms.

Learning Mechanisms
Learning Mechanisms

Detailed exploration of statistical learning mechanisms in language acquisition.

Research Evidence
Empirical Evidence

Research findings and empirical evidence supporting statistical learning theories.

Lab Members

International Research Fellow

Luna Huynh

Luna Huynh

Post-Doctoral Researcher, University of Oulu

Research Focus: Human–AI collaboration in education, Language development in AI-supported learning, Assessment of learning with AI

Human–AI Collaboration Technology-Enhanced Learning Complex Dynamic Systems Theory Learning Analytics Educational Statistics Responsible AI

Research Assistants

Cheng, Chao-Hsiang

Cheng, Chao-Hsiang

Research Assistant, National Taiwan University of Science and Technology

Research Focus: Data and Text Mining, App Development, Chatbot

Programming Data Analytics Machine Learning Natural Language Processing AI LLM

Alumni

[Alumni Name]

Current Position: [Current Role] at [Institution/Company]

Research Focus: [Research Area during time in lab]

Published Works

社會科學的文本分析:R的應用

社會科學的文本分析:R的應用

Text Analysis in Social Sciences: Applications of R

作者 曾文鐽 教授 國立台灣科技大學應用外語系
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出版社
五南圖書出版股份有限公司
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出版日期
2025年8月
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頁數
196頁
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ISBN
978-626-423-701-7
description
內容簡介

本書系統性介紹如何使用R語言進行文本分析,涵蓋文本語料結構與前處理、聚類與相似性分析、情感分析及機器學習等主題。採用問題導向的實務解釋,適用於社會科學、文學及商業領域的文本數據分析。

build 文本語料結構與資料前處理
visibility 文本可視化技術
group_work 聚類分析與相似性計算
sentiment_satisfied 情感分析方法
smart_toy 文本分類的機器學習技術
work 實務應用案例分析

Publications

Voices Beyond the Screen: Charting Language Learning with Digital Storytelling

Dong, T. H., Chen, S., Tseng, W.-T., & Gao, X.

Language Teaching Research (in press)

Massive Online Multiplayer Games as an Environment for English Learning Among Iranian EFL Students

Soyoof, A., Reynolds, B. L., Chan, K. K., Tseng, W.-T., & McLay, K.

Computer Assisted Language Learning, 38(1–2), 128–171 (2025)

Seeing to Understand Better? The Interplay Between Cognitive Traits and Nonverbal Visual Cues in L2 Video Comprehension

Liu, Y.-T., & Tseng, W.-T.

System (in press 2024)

The Relationship Between Neuroticism and L2 Anxiety: A Meta-Analysis

Dong, T. H., Chen, S., & Tseng, W.-T.

System, 123, 103293 (2024)

Effects of Internal and External Attentional Manipulations and Working Memory on Second Language Vocabulary Learning

Liu, Y.-T., Nassaji, H., & Tseng, W.-T.

Language Teaching Research, 28(4), 1701–1741 (2024)

Revisiting the Effectiveness of Study Abroad Language Programs: A Multi-Level Meta-Analysis

Tseng, W.-T., & Liu, Y.-T.

Language Teaching Research, 28(1), 156–200 (2024)

Language Learning Motivation, Learner Agency, and the Medium of Instruction

Hennebry-Leung, M., Tseng, W.-T., & Gao, X.

Psychology in the Schools, 60(9), 3575–3591 (2023)

Multimodal Instruction and Mentor-Tutoring in an Intensive English Program

Wang, S.-P., Chen, Y.-L., & Tseng, W.-T.

SAGE Open, 13(4), 1–26 (2023)

The Early the Better? Or, the More the Merrier? The Relative Effects of Onset Age and Exposure Hours on EFL Learners' Implicit and Explicit Grammatical Attainment

Liu, Y.-T., & Tseng, W.-T.

Applied Linguistics Review, 15(3), 391–422 (2022)

The Effects of MALL on L2 Pronunciation Learning: A Meta-Analysis

Chen, S., Tseng, W.-T., Wang, S.-P., Cheng, H.-F., Yang, P.-S., & Gao, X.

Journal of Educational Computing Research, 60(1), 3–35 (2022)

Individual Differences in Second Language Learning: The Road Ahead

Tseng, W.-T., & Gao, X.

English Teaching & Learning, 45(3), 237–244 (2021)

A Meta-Analysis of Test-Retest Reliability in Language Anxiety Research: Is Language Anxiety Stable or Variable?

Hsiao, T.-Y., & Tseng, W.-T.

SAGE Open, 11(4), 1–15 (2021)

One Size Fits All? In Search of the Desirable Caption Display for L2 Learners with Different Caption Reliance in Listening Comprehension

Lee, P.-J., Liu, Y.-T., & Tseng, W.-T.

Language Teaching Research, 25(3), 400–430 (2021)

Validating a Motivational Self-Guide Scale for Language Learners

Tseng, W.-T., Cheng, H.-F., & Gao, X.

Sustainability, 12(16), 6468 (2020)

Mining Text in Online News Reports of COVID-19 Virus: Key Phrase Extractions and Graphic Modeling

Tseng, W.-T.

English Teaching & Learning, 44(4), 439–449 (2020)

Vocabulary Learning in Virtual Environments: Learner Autonomy and Collaboration

Tseng, W.-T., Liou, H.-J., & Chu, H.-C.

System, 88, Article 102190 (2019)

Optimal Implementation of Speech Visualization Notation Cues for Enhancing Intonation in L2 Running Speech

Liu, Y.-T., & Tseng, W.-T.

System, 87, Article 102157 (2019)

Classroom Interactions in the Target Language: Learners' Perceptions, Willingness to Communicate, and Communication Behavior

Wang, C., Tseng, W.-T., Chen, Y.-L., & Cheng, H.-F.

The Asia-Pacific Education Researcher, 28(5), 393–404 (2019)

The Effectiveness of Digital Game-Based Vocabulary Learning: A Framework-Based View of Meta-Analysis

Chen, M.-H., Tseng, W.-T., & Hsiao, T.-Y.

British Journal of Educational Technology, 49(1), 69–83 (2018)

Validating Translation Test Items via the Many-Facet Rasch Model

Tseng, W.-T., Su, T.-Y., & Nix, J.-M. L.

Psychological Reports, 122(2), 748–772 (2018)

Self-Regulation in Language Learning: Scale Validation and Gender Effects

Tseng, W.-T., Liu, H.-C., & Nix, J.-M. L.

Perceptual and Motor Skills, 124(2), 531–548 (2017)

The Effects of Writing Anxiety and Motivation on EFL College Students' Self-Evaluative Judgments of Corrective Feedback

Tsao, J.-J., Tseng, W.-T., & Wang, C.

Psychological Reports, 120(2), 219–241 (2017)

Measuring English Vocabulary Size via Computerized Adaptive Testing

Tseng, W.-T.

Computers & Education, 97, 69–85 (2016)

Effects of L2 Learning Orientations and Implementation Intentions on Self-Regulation

Tseng, W.-T., Chang, Y.-J., & Cheng, H.-F.

Psychological Reports, 117(1), 319–339 (2015)

Towards the Measurement of EFL Listening Beliefs with Item Response Theory Methods

Nix, J.-M. L., & Tseng, W.-T.

International Journal of Listening, 28(2), 112–130 (2014)

Validating a Pictorial Vocabulary Size Test via the 3PL-IRT Model

Tseng, W.-T.

Vocabulary Learning and Instruction, 2(1), 64–73 (2013)

Measuring Intention in Language Learning: A Confirmatory Factor Analysis

Dai, M.-H., & Tseng, W.-T.

Psychological Reports, 108(3), 766–778 (2011)

Multidimensionality and Hierarchical Structure of the English Vocabulary Learning Attitude Scale

Tseng, W.-T.

Social Behavior and Personality, 38(7), 907–918 (2010)

Tracking the Stability and Change of Volition of Foreign Language Learners

Tseng, W.-T.

Social Behavior and Personality, 37(10), 1405–1418 (2009)

Toward a Model of Motivated Vocabulary Learning: A Structural Equation Modeling Approach

Tseng, W.-T., & Schmitt, N.

Language Learning, 58(2), 357–400 (2008)

A New Approach to Assessing Strategic Learning: The Case of Self‐Regulation in Vocabulary Acquisition

Tseng, W.-T., Dörnyei, Z., & Schmitt, N.

Applied Linguistics, 27(1), 78–102 (2006)

Contact Us

Lab Information

location_on

Location

T4-816, 4th Teaching Building

phone

Phone

(02) 2737-6268

email

Email

wenta.tseng@mail.ntust.edu.tw

Get in Touch