Research with CourseWorks
A nonprofit courseware alliance led by CMU’s Open Learning Initiative and ASU’s ETX Center. Courses from CourseWorks are grounded in published research and continuously studied across the institutions using them.
Where We Focus Our Research
CourseWorks’ research portfolio spans virtual field experiences, adaptive analytics, student success, and mastery-based design.

Virtual Field Experiences
Can immersive learning experiences enhance student success?

Adaptive Learning & Analytics
What does learner behavior tell us about the barriers and rates of learning?

Student Success
How can effective digital pedagogy enhance student success?

Pedagogy and Assessment
How do various assessment schema support the learning process?
Published Research
Papers, conference proceedings, and posters from the CourseWorks team and collaborators.
CourseWorks Platform Research · Foundational / Legacy Research
Large Gains in Gateway Chemistry: REAL CHEM Enables Strong Gains When Combined with a Retake-Based Pedagogical Model (2026)
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Hartman, J.D & The REAL CHEM Research Team (2026). Case study: Large gains in gateway chemistry: REAL CHEM enables strong gains when combined with a retake-based pedagogical model. Manuscript in preparation. University of California, Riverside, Arizona State University, & Carnegie Mellon University.
REAL CHEM White Paper: Supporting Diverse Learners in a Fully Online General Education Chemistry Course (2026)
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Bernal, E. (2026). REAL CHEM white paper: Supporting diverse learners in a fully online general education chemistry course. REAL CHEM. California State University, Long Beach.
REAL CHEM Action Research Through the LearnLab Summer School (2026)
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Henderson, J.B. , Bass, S.M., Dwyer, R.P. , Larson, K. , Mead, C., Stein, A., & Yaron, D.J. (2026). REAL CHEM action research through the learnlab summer school. In Craig, S. D., Arner, T., & McNamara, D. S. (Eds.), Proceedings of the Learning Engineering Research Network Convening (LERN 2026): From Insights to Implementation, Learning Engineering in Action. LERN Convention Proceedings.
Designing for Student Engagement with AI in Courseware (2026)
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Stein, A., Ciou, S. T., Cui, T., Larson, K., Lee, L., Li, S., … & Yaron, D. J. (2026). Designing for student engagement with AI in courseware: Lessons from iterative improvements to DOT in REAL CHEM. In Craig, S. D., Arner, T., & McNamara, D. S. (Eds.), Proceedings of the Learning Engineering Research Network Convening (LERN 2026): From Insights to Implementation, Learning Engineering in Action. LERN Convention Proceedings.
How Students Really Use Courseware: Visualizing Student Pathways in Integrated Chemistry Courseware (2026)
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Yaron, D.J., Dwyer, R.P., & The REAL CHEM Research Team, (2026, February). How students really use courseware: Visualizing student pathways in integrated chemistry courseware [Poster presentation]. Gates Foundation Digitally Enabled Teaching & Learning Research Convening, San Diego, CA.
Keeping Chemistry Relevant: Tracking Student Sentiment in REAL CHEM (2026)
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Mead, C., Dwyer, R.P., Larson, K., Stein, A., Yaron, D.J., Czerwinski, E., Nkrumah, T., & Roscoe, R., (2026, February) Keeping chemistry relevant: Tracking student sentiment in REAL CHEM [Poster presentation]. The Learning Engineering Research Network Convening (LERN 2026), Arizona State University.
Reasoning LLMs are Competent Courseware Reviewers (2026)
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Dwyer, R.P., & Yaron, D.J., (2026, February). Reasoning LLMs are competent courseware reviewers [Poster presentation]. Gates Foundation Digitally Enabled Teaching & Learning Research Convening, San Diego, CA.
Not All Practice is Equal: Learning Across Activity Types in Chemistry Courseware (2026)
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Dwyer, R.P., & Yaron, D.J., & The REAL CHEM Research Team, (2026, February). Not all practice is equal: Learning across activity types in chemistry courseware [Poster presentation]. Gates Foundation Digitally Enabled Teaching & Learning Research Convening, San Diego, CA.
DOT as an Embedded AI Learning Partner in REAL CHEM (2026)
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Larson, K., Stein, A., Yaron, D.J., Dwyer, R.P., Mead, C., Henderson, B., & The METALS Capstone Team, (2026, February). DOT as an embedded AI learning partner in REAL CHEM [Poster presentation]. Gates Foundation Digitally Enabled Teaching & Learning Research Convening, San Diego, CA.
Mastery Learning in Large-Enrollment General Chemistry (2026)
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Hartman, J.D. & Eichler, J., (2026, February). Mastery learning in large-enrollment general chemistry [Poster presentation]. Gates Foundation Digitally Enabled Teaching & Learning Research Convening, San Diego, CA.
Enhancing Eclipse Education: A Universal Design Approach to Comprehensive, Ready-to-Use Curricula for Diverse Classrooms (2025)
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Swann, J., Severino, M., Perrett, K., Kline, T., Mead, C., & Anbar, A. (2025). Enhancing Eclipse Education: A Universal Design Approach to Comprehensive, Ready-to-Use Curricula for Diverse Classrooms. Bulletin of the AAS, 56(9). Doi: 10.3847/25c2cfeb.cbe8687f.
Comparative Effectiveness of Virtual and In-Person Field Experiences in Teaching Observation Skills (2025)
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Mead, C., Kassis, S., Doud, N., Brownell, S., Luke, C., Hall, S. J., & Disbrow, C. (2025, December). Comparative effectiveness of virtual and in-person field experiences in teaching observation skills. Oral presentation at the American Geophysical Union annual meeting in New Orleans, LA.
From Crater to Classroom: Designing Digital Field Experiences in Northern Arizona (2025)
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Smith-Konter, B.R., Khan, A., Affinati, S., Baker, A., Denny, J., Gagné Landmann, A.L., Garcia, J., LaPlante, A. Lenegan, R., Riggs, N., Tamer, A.J., Tierney, C., and Anbar, A.D. From crater to classroom: Designing digital field experiences in Northern Arizona. Oral presentation at the American Geophysical Union annual meeting in New Orleans, LA.
The Promise of Mastery-Based Testing for Promoting Student Engagement, Self-Regulated Learning, and Performance in Gateway STEM Courses (2025)
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Asher, M. W., Hartman, J. D., Blaser, M., Eichler, J. F., & Carvalho, P. F. (2025). The promise of mastery-based testing for promoting student engagement, self-regulated learning, and performance in gateway STEM courses. Computers & Education, 237, 105387.
Sixth Annual Workshop on A/B Testing and Platform-Enabled Learning Engineering (PELE) (2025)
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April Murphy, Stephen E. Fancsali, Steve Ritter, Neil Heffernan, Debshila Basu Mallick, Jeremy Roschelle, Danielle McNamara, Joseph Jay Williams, John Stamper, Norman Bier, and Jeff Carver. 2025. Sixth Annual Workshop on A/B Testing and Platform-Enabled Learning Engineering (PELE). In Proceedings of the Twelfth ACM Conference on Learning @ Scale (L@S ’25). Association for Computing Machinery, New York, NY, USA, 407–409. https://doi.org/10.1145/3698205.3733962
Mathematics Matters or Maybe Not: An Astonishing Independence Between Mathematics and the Rate of Learning in General Chemistry (2025)
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Koedinger, K. R., Blaser, M., McLaughlin, E. A., Cheng, H., & Yaron, D. J. (2025). Mathematics matters or maybe not: An astonishing independence between mathematics and the rate of learning in general chemistry. JACS Au, 5(3), 1268-1278.
Navigating New Terrain: Exploring Educator Perspectives on Virtual Field Trip Training through TPACK (2025)
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Godin, E., Mead, C., Narish, M., Swann, J.L., Hunsley, D., Kirk, S., Tamer, A. J., Davey, B., Bruce, G. and Anbar. A.D. (2025) Navigating New Terrain: Exploring Educator Perspectives on Virtual Field Trip Training through TPACK. Oral presentation at the American Geophysical Union annual meeting in New Orleans, LA.
STEM Immersion and Virtual Field Trips to Astronomical Observatories: Bringing Authentic Science Learning Experiences to Teachers, Students, and the Public (2025)
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Backman, D., Clark, C., Harman, P., Tamer, A.J., Anbar, A.D., and Mead, C.J. (2025) STEM Immersion and Virtual Field Trips to Astronomical Observatories: Bringing Authentic Science Learning Experiences to Teachers, Students, and the Public. Oral presentation at the American Geophysical Union annual meeting in New Orleans, LA.
Impact of Semester Timing on Student Outcomes in the First Course of a General Chemistry Sequence (2025)
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Bass, S.M., Carpenter, T., & Henderson, B., (2025, September). Impact of semester timing on student outcomes in the first course of a general chemistry sequence [Poster presentation]. Provost’s Teaching and Learning Symposium, University of Maryland, Baltimore County.
Bringing Lecture-Tutorials Online: An Analysis of A New Strategy to Teach Planet Formation in the Undergraduate Classroom (2024)
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Archer, H. N., Simon, M. N., Mead, C., Prather, E. E., Brunkhorst, M., & Hunsley, D. (2024). Bringing Lecture-Tutorials Online: An Analysis of A New Strategy to Teach Planet Formation in the Undergraduate Classroom. Astronomy Education Journal. doi: 10.32374/AEJ.2024.4.1.090ra
Implementing Mastery Grading in Large Enrollment General Chemistry: Improving Outcomes and Reducing Equity Gaps (2024)
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Hartman, J. D., & Eichler, J. F. (2024). Implementing mastery grading in large enrollment general chemistry: Improving outcomes and reducing equity gaps. Education Sciences, 14(11), 1224.
A Preliminary Study of Student Impacts From a Fully Online Astronomy Degree Program (2024)
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Mead, C. & Larson, K. (2024, July). REAL Explorations in chemistry. Oral presentation at the International Consortium for Innovation and Collaboration in Learning Engineering (ICICLE) conference in Tempe, AZ.
REAL Explorations in Chemistry (2024)
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Mead, C. & Larson, K. (2024, July). Oral presentation at the International Consortium for Innovation and Collaboration in Learning Engineering (ICICLE) conference in Tempe, AZ.
Modular Training in Different Modalities May Increase Use of Digital Learning Tools by Educators (2024)
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Swann, J.L, Narish, M., Kirk, S., Tamer, A.J, Anbar, A.D., and Mead, C (2024) Oral presentation at the American Geophysical Union annual meeting in Washington, DC.
Development and Assessment of a Course-Based Undergraduate Research Experience (CURE) for Online Astronomy Majors (2023)
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Hewitt, H. B., Simon, M. N., Mead, C., Grayson, S., Beall, G. L., Zellem, R. T., Tock, K., & Pearson, K. A. (2023). Physical Review Physics Education Research, 19(2), 020156. doi: 10.1103/PhysRevPhysEducRes.19.020156
OLI Torus: A Next-Generation, Open Platform for Adaptive Courseware Development, Delivery, and Research (2023)
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Bier, N., Stamper, J., Moore, S., Siegel, D., & Anbar, A. (2023). OLI Torus: a next-generation, open platform for adaptive courseware development, delivery, and research. In Companion proceedings of the 13th international learning analytics and knowledge conference.
Integrating Chemistry and Earth Science: Teaching Ocean Acidification Using NASA Data (2023)
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Bier, N., Stamper, J., Moore, S., Siegel, D., & Anbar, A. (2023). OLI Torus: a next-generation, open platform for adaptive courseware development, delivery, and research. In Companion proceedings of the 13th international learning analytics and knowledge conference.
In The Flow: An Immersive Experience Illustrating How Fluid Dynamics Connects Us Globally and Impacts Our Climate (2023)
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Oehmke, T., Rollins, M., Tamer, A.J., Bruce, G. and Anbar, A.D. (2023) Poster presentation at the American Geophysical Union annual meeting in San Francisco, CA.
Tour It: Empowering Educators With a New User-Friendly Storytelling Medium to Create Their Own Virtual Field Trips (2023)
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Bruce, G., Swann, J.L., Kirk, S., Narish, M., Hunsley, D., Tamer, A.J. Rauscher, T., Stummer, C., Mead, C, and Anbar, A.D, (2023). Poster presentation at the American Geophysical Union annual meeting in San Francisco, CA.
The Value of Training Hawaiian Educators to Create Their Own ESS Virtual Tours (2023)
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Tamer, A.J., Steward, K, Macalalad, E., Baybayan-Tanaka, K., Barcase, K, Kaui, T., Bruce, G., Hunsley, D. and Anbar, A. (2023) Oral presentation at the American Geophysical Union annual meeting in San Francisco, CA.
Comparison of In-Person and Virtual Grand Canyon Undergraduate Field Trip Learning Outcomes (2023)
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Ruberto, T., J., Mead, C., Anbar, A. D., Semken, S. (2023). Comparison of in-person and virtual Grand Canyon undergraduate field trip learning outcomes. Journal of Geoscience Education, 71(4), 445–461. doi: 10.1080/10899995.2023.2186067
Gamifying Virtual Exploration of the Past 350 Million Years of Vertebrate Evolution (2022)
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Mead, C., Bruce, G., Taylor, W., Buxner, S., & Anbar, A. D. (2022). Gamifying virtual exploration of the past 350 million years of vertebrate evolution. Frontiers in Education, 7, 836783. doi: 10.3389/feduc.2022.836783.
Open Source, Open Access, Open Science: Transforming Earth and Space Science Education Through Decentralized Design (2022)
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Anbar, A.D., Tamer, A.J., Mead, C.J. (2022). Poster presentation at the American Geophysical Union annual meeting in Chicago, IL.
Learning From the Co-Development of Earth & Space Science Place-Based, Immersive Experiences With Native Hawaiian Educators (2022)
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Tamer. A.J.,, Barcase, K., Bruce, G., Narish, M., Mead, C.J and Anbar, A.D. Oral presentation at the American Geophysical Union annual meeting in Chicago, IL.
Fate of the Plates: A Virtual Exploration of the Dynamics of Earth's Interior and Plate Tectonics (2022)
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Swann, J.L, Manfredi, L, Sackey, S, Brunkhorst, M, Hunsley, D, Mead, C, Anbar, A.D. and Tamer, A.J. (2022) Oral presentation at the American Geophysical Union annual meeting in Chicago, IL.
Undergraduate Biology Students Received Higher Grades During COVID-19 but Perceived Negative Effects on Learnings (2021)
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Supriya, K.1, Mead, C.1, Anbar, A. D., Caulkins, J. L., Collins, J. P., Cooper, K. M., LePore, P. C., Lewis, T., Pate, A., Scott, R. A., & Brownell, S. E. (2021). Undergraduate biology students received higher grades during COVID-19 but perceived negative effects on learnings. Frontiers in Education, 6, 759624. doi: 10.3389/feduc.2021.759624.
Gamifying Virtual Exploration of the Past 350 Million Years of Vertebrate Evolution: Presenting Effectiveness Data From Surviving Extinction (2021)
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Mead, C., Bruce, G, Taylor, W., Buxner, S. & Anbar, A. D. (2021, December). Gamifying virtual exploration of the past 350 million years of vertebrate evolution: Presenting effectiveness data from Surviving Extinction. Oral presentation at the American Geophysical Union annual meeting in New Orleans, LA.
Reduced Learning Time With Maintained Learning Outcomes (2021)
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Mead, C., Ruberto, T. J., Bruce, G., Semken, S., Aggarwal, R., & Anbar, A. D. (2021, August). Evolving concepts in virtual field trips: New capabilities and democratizing VFT creation. Invited oral presentation at the Ecological Society of America meeting held virtually.
Sustainable Approaches for Accelerated Learning (2021)
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R. Glassey and O. Bälter, “Sustainable Approaches for Accelerated Learning,” Sustainability, vol. 13, no. 21, pp. 11994, 2021.
Reduced Learning Time With Maintained Learning Outcomes (2021)
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O. Bälter, R. Glassey and M. Wiggberg, “Reduced Learning Time with Maintained Learning Outcomes,” in Proceedings of the 52nd ACM Technical Symposium on Computer Science Education, 2021, pp. 660-665
Education Through Exploration: A Model for Using Adaptive Learning to Teach Laboratory Science Online (2020)
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Mead, Chris & Anbar, Ariel & Horodyskyj, Lev & Bratton, Donald. (2020). Education Through Exploration: A Model for Using Adaptive Learning to Teach Laboratory Science Online. 10.1088/2514-3433/abb3ddch7.
Moments of Confusion in Simulation-Based Learning Environments (2020)
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Nawaz, S., Kennedy, G., Mead, C., & Bailey, J. (2020). Moments of confusion in simulation-based learning environments. Journal of Learning Analytics, 7, 118–137, doi: \url{10.18608/jla.2020.73.9}.
Immersive, Interactive Virtual Field Trips Promote Science Learning (2019)
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Chris Mead, Sanlyn Buxner, Geoffrey Bruce, Wendy Taylor, Steven Semken & Ariel D. Anbar (2019): Immersive, interactive virtual field trips promote science learning, Journal of Geoscience Education, DOI: 10.1080/10899995.2019.1565285
Analysis of Student Behaviour in Habitable Worlds Using Continuous Representation Visualization (2019)
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Pardos, Z. A., & Horodyskyj, L. (2019). Analysis of Student Behaviour in Habitable Worlds Using Continuous Representation Visualization. Journal of Learning Analytics, 6(1), 1–15. https://doi.org/10.18608/jla.2019.61.1
Using Computer Learning Analytics to Support Learning Design, Evaluation, and Teaching (2019)
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Mead, C. & Anbar, A. D. (2019, December). Using computer learning analytics to support learning design, evaluation, and teaching. Oral presentation at the American Geophysical Union annual meeting in San Francisco, CA.
Habitable Worlds: Delivering on the Promises of Online Education (2018)
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Horodyskyj, L. B., Mead, C., Belinson, Z., Buxner, S., Semken, S., & Anbar, A. D. (2018). Habitable Worlds: Delivering on the Promises of Online Education. Astrobiology, 18, 86–99, doi: 10.1089/ast.2016.1550.
Struggle Town? Developing Profiles of Student Confusion in Simulation-Based Learning Environments (2018)
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Nawaz, Sadia & Kennedy, Gregor & Bailey, James & Mead, Chris & Horodyskyj, Lev. (2018). Struggle town? Developing profiles of student confusion in simulation-based learning environments.
What Kinds of Digital Learning Experiences Do Educators Want? (2018)
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Mead, C., Davis, H. B., Swann, J. L., & Anbar, A. D. (2018, December). What kinds of digital learning experiences do educators want? Poster presented at the American Geophysical Union annual meeting in Washington, DC.
Estimating the Minimum Number of Opportunities Needed for All Students to Achieve Predicted Mastery (2018)
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O. Bälter, D. Zimmaro and C. Thille, “Estimating the minimum number of opportunities needed for all students to achieve predicted mastery,“Smart Learning Environments, vol. 5, no. 15, 2018.
Students in Fully Online Programs Report More Positive Attitudes Toward Science Than Students in Traditional, In-Person Programs (2017)
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Perera, V., Mead, C., Buxner, S., Horodyskyj, L., Semken, S., Lopatto, D., & Anbar, A.D. (2017). Students in fully online programs report more positive attitudes toward science than students in traditional, in-person programs. CBE–Life Sciences Education, 16, ar60, doi: 10.1187/cbe.16-11-0316.
Keystroke-Level Analysis to Estimate Time to Process Pages in Online Learning Environments (2017)
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O. Bälter and D. Zimmaro, “Keystroke-level analysis to estimate time to process pages in online learning environments,” Interactive Learning Environments, vol. 26, no. 4, pp. 476-485, 2017.
Closing the Loop: Automated Data-Driven Cognitive Model Discoveries Lead to Improved Instruction and Learning Gains (2017)
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Liu, R., & Koedinger, K. R. (2017).Closing the loop: Automated data-driven cognitive model discoveries lead to improved instruction and learning gains. Journal of Educational Data Mining, 9(1), 25–41.
Advances in Assessments of Astrobiology Learning Outcomes and Data-Driven Student Support (2017)
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Mead, C., Horodyskyj, L., Buxner, S., Semken, S., & Anbar, A. (2017, April). Advances in Assessments of Astrobiology Learning Outcomes and Data-Driven Student Support. Oral presentation at the Astrobiology Science Conference in Mesa, AZ.
Measuring Scientific Reasoning Through Behavioral Analysis in a Computer-Based Problem Solving Exercise (2016)
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Mead, C., Horodyskyj, L., Buxner, S., Semken, S., & Anbar, A. D. (2016, December). Measuring scientific reasoning through behavioral analysis in a computer-based problem solving exercise. Poster presented at the American Geophysical Union annual meeting in San Francisco, CA.
Different Behavioral Patterns of Success for Men and Women in an Online Introductory Science Course: Addressing the Course Grade Gender Gap (2016)
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Mead, C., Horodyskyj, L., Buxner, S., Semken, S., & Anbar, A. D. (2016, December). Different behavioral patterns of success for men and women in an online introductory science course: Addressing the course grade gender gap. Oral presentation at the American Geophysical Union annual meeting in San Francisco, CA.
Learning Is Not a Spectator Sport: Doing Is Better Than Watching for Learning From a MOOC (2015)
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Koedinger, K. R., Kim, J., Jia, J. Z., McLaughlin, E. A., & Bier, N. L. (2015).Learning is not a spectator sport: Doing is better than watching for learning from a MOOC.Proceedings of the Second ACM Conference on Learning@Scale, 111–120.
New Potentials for Data-Driven Intelligent Tutoring System Development and Optimization (2013)
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Koedinger, K. R., Brunskill, E., Baker, R. S. J. d., McLaughlin, E. A., & Stamper, J. (2013).New potentials for data-driven intelligent tutoring system development and optimization.AI Magazine, 34(3), 27–41.
The Open Learning Initiative: Measuring the Effectiveness of the OLI Statistics Course in Accelerating Student Learning (2008)
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Lovett, M., Meyer, O., & Thille, C. (2008).The Open Learning Initiative: Measuring the effectiveness of the OLI statistics course in accelerating student learning.Journal of Interactive Media in Education, 2008
Courses in Catalog
Spanning chemistry, astronomy, biology,
geoscience, and more — each grounded in
learning-science research.
Institutions Using CourseWorks
From R1 universities to community colleges —
the data shaping every iteration comes from real
classrooms.
Students Served Annually
Anonymized learning signals from this
population fuel continuous improvement and
peer-reviewed scholarship.
Every Feature Has a Reason, Grounded in Evidence
CourseWorks was formed around a central question: what actually helps students stay engaged, learn, and finish, and do it at scale? Each answer is grounded in learning science and tested across the institutions on the platform.
Evidence-Based Design
Courses are grounded in published learning-
science research — not assumptions about what works.
Adaptive, Simulation-Based Learning
Personalized practice and interactive simulations adjust to each student — evidence shows learners retain more when they actively explore.
Open-Source Technology
Built on the Torus platform with a cooperative business model. Transparency by design, no vendor lock-in.
Student & Faculty First
Nonprofit alliance — academic outcomes drive every decision, not investor returns or quarterly metrics.
Continuous Improvement Platform
Anonymized data flows back into iteration cycles. What works is amplified; what doesn’t is revised to improve its effectiveness.
Conduct Research Within the Platform
Faculty can run IRB-approved studies inside CourseWorks — your classroom data contributes to peer-reviewed scholarship.
Ready to See It in Your Classroom?
Get complimentary demo access and connect with a Learning Consultant who can walk you through the outcomes data.