Personal information

Verified email addresses

Verified email domains

Generalized Structured Component Analysis, Multivariate Analysis, Structural Equation Modeling, Software Development, Index Development, Data Mining
Canada, South Korea

Biography

Dr. Gyeongcheol Cho is an Assistant Professor in the Department of Psychology at The Ohio State University. He earned his B.A. in Economics with a minor in Mathematics from Korea University in South Korea in 2017 and obtained his Ph.D. in Quantitative Psychology and Modeling from McGill University in Canada in 2023. His research focuses on advancing quantitative methods to explore and confirm hypothetical relationships between behavioral, psychological, and biological variables, with an emphasis on the measurement of theoretical constructs. Technically, his work encompasses factor/component analyses, structural equation modeling, and the integration of these methods with deep learning artificial neural networks. He has authored 20 publications in academic journals and developed user-friendly software, GSCA Pro (www.gscapro.com) and SFA Prime (www.sfaprime.com), to facilitate advanced statistical analysis.

Activities

Employment (3)

The Ohio State University: Columbus, US

2024-01-01 to present | Assistant Professor (Psychology)
Employment
Source: Self-asserted source
Gyeongcheol Cho

The Ohio State University: Columbus, Ohio, US

2023-08-01 to present | Instructor (Department of Psychology)
Employment
Source: Self-asserted source
Gyeongcheol Cho

McGill University: Montreal, Quebec, CA

2017-09 to 2023-04 | Teaching Assistant (Department of Psychology)
Employment
Source: Self-asserted source
Gyeongcheol Cho

Education and qualifications (2)

McGill University: Montreal, Quebec, CA

2017-09 to present | Ph.D. Candidate (Psychology)
Education
Source: Self-asserted source
Gyeongcheol Cho

Korea University: Seoul, KR

2009-03 to 2017-08 | B.A. in Economics (with a minor in Mathematics)
Education
Source: Self-asserted source
Gyeongcheol Cho

Professional activities (2)

Journal of Marketing Analytics: NewYork, US

2021-04 | Most Popular Paper Award 2020
Distinction
Source: Self-asserted source
Gyeongcheol Cho

Korean Society of Psychological Measurement and Assessment: Seoul, KR

2018 | Grand Prize for Poster
Distinction
Source: Self-asserted source
Gyeongcheol Cho

Works (26)

Correction to: Generalized Structured Component Analysis Accommodating Convex Components: A Knowledge-Based Multivariate Method with Interpretable Composite Indexes

Psychometrika
2024-12 | Journal article
Contributors: Gyeongcheol Cho; Heungsun Hwang
Source: check_circle
Crossref

Same model, same data, but different outcomes: Evaluating the impact of method choices in structural equation modeling

Journal of Product Innovation Management
2024-11 | Journal article
Contributors: Marko Sarstedt; Susanne J. Adler; Christian M. Ringle; Gyeongcheol Cho; Adamantios Diamantopoulos; Heungsun Hwang; Benjamin D. Liengaard
Source: check_circle
Crossref

GSCA Pro—Free Stand-Alone Software for Structural Equation Modeling

Structural Equation Modeling: A Multidisciplinary Journal
2024-07-03 | Journal article
Contributors: Heungsun Hwang; Gyeongcheol Cho; Hosung Choo
Source: check_circle
Crossref

Generalized Structured Component Analysis Accommodating Convex Components: A Knowledge-Based Multivariate Method with Interpretable Composite Indexes

Psychometrika
2024-03 | Journal article
Contributors: Gyeongcheol Cho; Heungsun Hwang
Source: check_circle
Crossref

Gene–environment pathways to cognitive intelligence and psychotic-like experiences in children

eLife
2024-03-05 | Journal article
Contributors: Junghoon Park; Eunji Lee; Gyeongcheol Cho; Heungsun Hwang; Bo-Gyeom Kim; Gakyung Kim; Yoonjung Yoonie Joo; Jiook Cha
Source: check_circle
Crossref

Gene–environment pathways to cognitive intelligence and psychotic-like experiences in children

eLife
2024-03-05 | Journal article
Contributors: Junghoon Park; Eunji Lee; Gyeongcheol Cho; Heungsun Hwang; Bo-Gyeom Kim; Gakyung Kim; Yoonjung Yoonie Joo; Jiook Cha
Source: check_circle
Crossref

Deep Learning Generalized Structured Component Analysis: An Interpretable Artificial Neural Network Model with Composite Indexes

Structural Equation Modeling: A Multidisciplinary Journal
2024-03-03 | Journal article
Contributors: Gyeongcheol Cho; Heungsun Hwang
Source: check_circle
Crossref

A comparative study of the predictive power of component-based approaches to structural equation modeling

European Journal of Marketing
2023 | Journal article
Contributors: Cho, Gyeongcheol; Kim, Sunmee; Lee, Jonathan; Hwang, Heungsun; Sarstedt, Marko; Ringle, Christian M.
Source: check_circle
Web of Science Researcher Profile Sync

Gene-Environment Pathways to Cognitive Development and Psychotic-Like Experiences in Children

2023-06-13 | Preprint
Contributors: Junghoon Park; Eunji Lee; Gyeongcheol Cho; Heungsun Hwang; Bogyeom Kim; Gakyung Kim; Yoonjung Yoonie Joo; Jiook Cha
Source: Self-asserted source
Gyeongcheol Cho

Structured Factor Analysis: A Data Matrix-Based Alternative Approach to Structural Equation Modeling

Structural Equation Modeling: A Multidisciplinary Journal
2023-05-04 | Journal article
Contributors: Gyeongcheol Cho; Heungsun Hwang
Source: check_circle
Crossref

A primer on integrated generalized structured component analysis

European Business Review
2023-03-30 | Journal article
Part of ISSN: 0955-534X
Part of ISSN: 0955-534X
Contributors: Heungsun Hwang; Marko Sarstedt; Gyeongcheol Cho; Hosung Choo; Christian M. Ringle
Source: Self-asserted source
Gyeongcheol Cho
grade
Preferred source (of 2)‎

Integrated generalized structured component analysis: On the use of model fit criteria in international management research

Management International Review
2022-08-04 | Journal article
Part of ISSN: 0938-8249
Part of ISSN: 1861-8901
Contributors: Gyeongcheol Cho
Source: Self-asserted source
Gyeongcheol Cho
grade
Preferred source (of 2)‎

A Prediction-Oriented Specification Search Algorithm for Generalized Structured Component Analysis

Structural Equation Modeling: A Multidisciplinary Journal
2022-07-04 | Journal article
Contributors: Gyeongcheol Cho; Heungsun Hwang; Marko Sarstedt; Christian M. Ringle
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

A comparative evaluation of factor‐ and component‐based structural equation modelling approaches under (in)correct construct representations

British Journal of Mathematical and Statistical Psychology
2022-05 | Journal article
Contributors: Gyeongcheol Cho; Marko Sarstedt; Heungsun Hwang
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Examining the sensory impressions, value perception, and behavioral responses of tourists: the case of floating markets in Thailand

Journal of Travel & Tourism Marketing
2021-09-02 | Journal article
Contributors: Pipatpong Fakfare; Gyeongcheol Cho; Heungsun Hwang; Noppadol Manosuthi
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

A knowledge-based multivariate statistical method for examining gene-brain-behavioral/cognitive relationships: Imaging genetics generalized structured component analysis

PLOS ONE
2021-03-10 | Journal article
Contributors: Heungsun Hwang; Giuseppe Biagini; Gyeongcheol Cho; Min Jin Jin; Ji Hoon Ryoo; Younyoung Choi; Seung Hwan Lee
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Global Least Squares Path Modeling: A Full-Information Alternative to Partial Least Squares Path Modeling

Psychometrika
2020-12-21 | Journal article
Contributors: Heungsun Hwang; Gyeongcheol Cho
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Cutoff criteria for overall model fit indexes in generalized structured component analysis

Journal of Marketing Analytics
2020-12-20 | Journal article
Contributors: Gyeongcheol Cho; Heungsun Hwang; Marko Sarstedt; Christian M. Ringle
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Investigating the Unintended Consequences of the High School Equalization Policy on the Housing Market

Sustainability
2020-10-15 | Journal article
Contributors: Gyeongcheol Cho; Younyoung Choi; Ji-Hyun Kim
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

An approach to structural equation modeling with both factors and components: Integrated generalized structured component analysis.

Psychological Methods
2020-07-16 | Journal article
Part of ISSN: 1939-1463
Part of ISSN: 1082-989X
Source: Self-asserted source
Gyeongcheol Cho
grade
Preferred source (of 3)‎

An empirical comparison of generalized structured component analysis and partial least squares path modeling under variance-based structural equation models

Behaviormetrika
2020-01 | Journal article
Contributors: Gyeongcheol Cho; Ji Yeh Choi
Source: check_circle
Crossref

Comparison of Bootstrap Confidence Interval Methods for GSCA Using a Monte Carlo Simulation

Frontiers in Psychology
2019-10-11 | Journal article
Part of ISSN: 1664-1078
Source: Self-asserted source
Gyeongcheol Cho
grade
Preferred source (of 2)‎

Out-of-bag Prediction Error: A Cross Validation Index for Generalized Structured Component Analysis

Multivariate Behavioral Research
2019-04 | Journal article
Part of ISSN: 0027-3171
Contributors: Gyeongcheol Cho; Kwanghee Jung; Heungsun Hwang
Source: Self-asserted source
Gyeongcheol Cho via Crossref Metadata Search
grade
Preferred source (of 2)‎

Review of Machine Learning Algorithms for Diagnosing Mental Illness

Psychiatry Investigation
2019-04 | Journal article
Part of ISSN: 1738-3684
Contributors: Gyeongcheol Cho; Jinyeong Yim; Younyoung Choi; Jungmin Ko; Seoung-Hwan Lee
Source: Self-asserted source
Gyeongcheol Cho via Crossref Metadata Search
grade
Preferred source (of 2)‎

Screening Tool for Anxiety Disorders: Development and Validation of the Korean Anxiety Screening Assessment

Psychiatry Investigation
2018-11 | Journal article
Part of ISSN: 1738-3684
Contributors: Yeseul Kim; Yeonsoo Park; Gyeongcheol Cho; Kiho Park; Shin-Hyang Kim; Seung Yeon Baik; Cho Long Kim; Sooyun Jung; Won-Hye Lee; Younyoung Choi et al.
Source: Self-asserted source
Gyeongcheol Cho via Crossref Metadata Search
grade
Preferred source (of 2)‎

SVAR모형을 이용한 대출금리, 주택소비심리 주택시장 간의 파급효과 분석

국토연구
2017-12 | Journal article
Source: Self-asserted source
Gyeongcheol Cho
grade
Preferred source (of 2)‎

Peer review (16 reviews for 10 publications/grants)

Review activity for Advances in methods and practices in psychological science. (1)
Review activity for Behaviormetrika. (1)
Review activity for BMC psychiatry (1)
Review activity for Journal of marketing analytics. (1)
Review activity for Journal of marketing analytics. (1)
Review activity for Psychological methods. (4)
Review activity for Psychometrika. (4)
Review activity for Psychometrika. (1)
Review activity for The British journal of mathematical & statistical psychology. (1)
Review activity for The educational and developmental psychologist. (1)