About Me
NOTE: this google site is obsolete and the information has not been up to date.
I am a research director at Educational Testing Service and leading the Psychometric and Data Science Modeling group within the division of Research and Measurement Science.
Curiosity is the fundamental driving force of all my research. Based on empirical data, I am trying to understand the underlying mechanism of everything, from cosmos to humans. My current research centers on collaborative problem solving, game-based assessment, educational data mining, learning analytics, AI, NLP, and automated scoring. I led several big research projects at ETS, including ETS collaborative science assessment prototype (ECSAP), ETS platform for collaborative assessment and learning (EPCAL), and ETS assessment data analytics solution (glassPy).
I got my PhD in Physics and MA in Statistics both from the University of Michigan. Prior to joining in ETS, I was an astrophysicist endeavoring to understanding how our Universe works at Fermi National Accelerator Laboratory (Fermilab). I was working on two prominent astronomical projects that embraced big data since early 2000s, the Sloan Digital Sky Survey (SDSS) and the Dark Energy Survey project (DES). My research ranges from CCD camera development, image quality assurance, to the construction of catalogs of galaxy clusters and cosmological parameter estimation.
In addition to scientific research, I have done a fair amount of work to popularize science, mainly by translating some popular science book and articles, including Albert Einstein's masterpiece "meaning of relativity". These experience turn out to be a very helpful when I started adventures in NLP-based text mining and translation.
Technical Expertise
Statistics, AI, Machine Learning, Psychometrics, Scientific Computing
Natural Language Processing, Automated Scoring
Assessment of Collaborative Problem Solving, Games/simulation-based Assessment
Dynamical System and Differential Equations
Image Segmentation, Registration, Pattern Recognition, Image Based Precision Measurements
Charge Coupling Device (CCD) for Imaging
Physics, Astronomy/Cosmology, Quantum Mechanics, General Relativity
Programming skills
Python, R, C++, C, Matlab, IDL
My GitHub: https://github.com/jgbrainstorm
ECGMM package: https://sites.google.com/site/jiangangecgmm/
Publications
See here https://goo.gl/pgggDK
Patents
Deane, P., Feng, G., Zhang, M., Hao, J., Bergner, Y., Flor, M., ... & Lederer, N. (2019). Generating Scores and Feedback for Writing Assessment and Instruction Using Electronic Process Logs, U.S. Patent No. 14/937,164, Washington, DC: U.S. Patent and Trademark Office.
Media Coverage
Wired Science: http://www.wired.com/wiredscience/2010/11/google-sky-galaxy-clusters/
MIT Technology Review: http://www.technologyreview.com/blog/arxiv/25965/
Fermilab Today: http://www.fnal.gov/pub/today/archive_2011/today11-01-06.html
ETS News: https://news.ets.org/stories/got-a-problem-heres-a-21st-century-way-to-solve-it/
Services
ETS
Co-chair, Research Advisory Council, Division of Psychometrics, Statistics, and Data Sciences, 2019 - 2020
Co-lead, Computational Psychometrics Sub-initiative of FASP research initiative, 2016 - 2017
Co-lead, Infrastructure Sub-initiative, Games, Simulations and Collaborations Initiative, 2014 - 2016
Member of program committee
The 35th AAAI Conference on Artificial Intelligence (2021), Virtual Conference
The 57th Annual Meeting of the Association for Computational Linguistics (ACL, 2019), Florence, Italy
12nd International Conference on Educational Data mining (2019), Montreal, CA
11th International Conference on Educational Data mining (2018), Buffalo, NY, USA
13rd Workshop on Innovative Use of NLP for Building Educational Applications (2018), New Orleans, Louisiana, USA
The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (2018), New Orleans, Louisiana, USA
The 13th International Conference on Learning Sciences (2018) , London, UK
10th International Conference on Educational Data mining (2017), Industry Track and Graduate Track, Wuhan, China.
12nd Workshop on Innovative Use of NLP for Building Educational Applications (2017), Copenhagen, Denmark
IEEE International conference on systems (2015), man and cybernetics, Hong Kong, China
Workshops organizer/chair
EPCAL: Studying Synchronous Online Collaboration at Scale, 13th International Conference on Computer Supported Collaborative Learning (2019), Lyon, France. Workshop site: https://www.cscl2019.com/en/pre-conference-workshops--tutorials/full-day-workshops-june-17/epcal-studying-synchronous-online-collaboration-at-scale/8
Evidence centered design and computational psychometric solution for process data, annual meeting of National Council on Measurement in Education (2018), New York City, NY.
EPCAL: computer-supported collaboration at scale, 12th International Conference on Computer Supported Collaborative Learning (2017), Philadelphia, PA. Workshop site: https://cscl17.wordpress.com/epcal-computer-supported-collaboration-at-scale/
Evidence centered design and computational psychometric solution for process data, annual meeting of National Council on Measurement in Education (2017), San Antonio, TX.
Session Chair
Annual Meeting of National Council on Measurement in Education (2015), Chicago, IL
Panelist
Innovative Assessment on Collaboration (2014), Washington DC
Editorial and Reviewer-ship
Associate editor, Frontiers in Psychology: Quantitative Psychology and Measurement (https://loop.frontiersin.org/people/516778/overview)
Reviewers of (in Education)
Learning and instruction
Computers & Education
Psychometrika
PLOS One
International Journal of Testing
Journal of Learning Analytics
Computers in Human Behavior
Educational Assessment
IEEE Transactions on Learning Technology
Journal of Educational Measurement
Quality Assurance in Education
ETS Research Report
Educational and Psychological Measurement
Previous (In Physics)
Astrophysical Journal Supplement Series (Impact Factor: 13.456)
Astrophysical Journal (Impact Factor: 6.024)
Physics Letters B (Impact Factor: 3.955)
Astroparticle Physics (Impact Factor: 3.216)
Awards
ETS Presidential Awards (2016)
ETS SPOT Awards (2013, 2014, 2015)