Interests
              
            My primary research is in the area of
        abstract homotopy theory, specifically questions involving
        (monoidal) model categories, Quillen equivalences, Bousfield
        localization, cellularization, algebras over (colored) operads,
        and coalgebras over comonads. My work has applications to
        (stable) homotopy theory, higher category theory, equivariant
        homotopy theory, Goodwillie calculus, homological algebra,
        motivic homotopy theory, and representation theory. My PhD
        thesis was supervised by 
Mark Hovey. 
        
        
I have also done research in computer science and discrete
          mathematics. Under the supervision of Danny Krizanc,
          my master's thesis settled a conjecture involving autonomous
          agents moving on a graph. I have supervised undergraduate
          research in computer science on the structure of social
          network graphs, R package development, and streaming
          algorithms for statistical inference. 
        
        I have done work in statistics, with two papers so far
          focusing on statistical pedagogy, and several applied
          statistics papers. I have supervised undergraduate research
          projects related to spatial econometrics, genomic modeling,
          data-driven journalism, and epidemiology (specifically, the
          opioid epidemic in Ohio). I've carried out statistical
          research related to policing and protests, wound healing in
          diabetic individuals, and mass shootings in the USA.
        
        I have done work in economics, to create a game theoretic
          model for the collective action problem in revolutions, with a
          particular focus on the 2014 rebellion in Ukraine.
        
        I maintain a repository of data sets, R code, relevant
          research papers, and research questions regarding the overdose
          epidemic in Ohio. There are dozens of research questions
          (often suitable for undergraduate students) that could be
          answered using these data sets, that would result in good
          publications. Many researchers in Ohio have gotten involved,
          and I welcome others who are interested to join. For more
          details, please visit my page Statistical Consulting for
            Harm Reduction.
        
        My coauthors have included Mark Hovey, 
Michael
          Batanin, 
Donald
          Yau, Javier Gutierrez, 
Boris Chorny, 
Carles
          Casacuberta, Don Larson, Kristen Mazur, Carolyn Yarnall,
        Cary Malkiewich, Mona Merling, Luke Wolcott, Nathan Carter, 
Olga Nicoara, Tom Bressoud,
        Matt Kretchmar, Dick DeVeaux, Mahesh Agarwal, Maia Averett, Ben
        Baumer, Andrew Bray, Lance Bryant, Lei Cheng, Amanda Francis,
        Robert Gould, Albert Kim, Qin Lu, Ann Moskol, Deb Nolan, Roberto
        Pelayo, Sean Raleigh, Ricky Sethi, Mutiara Sondjaja, Neelesh
        Tiruviluamala, Paul Uhlig, Talitha Washington, Curtis Wesley,
        Ping Ye, Andrew Magyar, J.D. Phillips, Kyle Prifogle, William
        Young, 
Lin Ma
        ('20), Lam Tran ('21), Jeffrey Hubbell, Priscilla Briquez, 
Nancy
          Rodriguez, Yassin Bahid, Olga Kutsenko, 
Chad
          Topaz, Timur Kiguradze, and my brother, Michael White.
        
I have also contributed to MathOverflow.
        Books and Chapters
           
        
          - Introduction
                to Data Systems: Building from Python, with Thomas
              Bressoud, Springer, 2020.
 
- Statistics for Mathematicians, Chapter in Data Science for
                Mathematicians, edited by Nathan Carter,
            Taylor and Francis, 2020.
 
- Monoidal Bousfield Localization and Algebras over Operads,
            Wesleyan University
              Library, 2014.
 
- Traversals
of
                Infinite Graphs with Random Local Orientations, Wesleyan University Library, 2012.
              Available digitally through WesScholar,
              or as arXiv
                1308.1041.
Research Publications
         
        
          - Tracking the Spatiotemporal Spread of the Ohio Overdose
            Epidemic with Topological Data Analysis, with Nick
            Bermingham and Nathan Willey, IEEE Visualization and
              Visual Analytics, 2025.
- Model structures on
              operads and algebras from a global perspective, with
              Michael Batanin and Florian De Leger, Tunisian Journal of
                Mathematics, 2025.
- Quasi-tame substitudes and the
                Grothendieck construction, with
                  Michael Batanin and Florian De Leger, Theory and
                    Applications of Categories, 44(24):676-730,
                  2025.
- The
              statistical and dynamic modeling of protests in Ukraine:
              the Revolution of Dignity and preceding times, with
            Nancy Rodriguez, Yassin Bahid, and Olga Kutsenko, PLOS
              ONE, 19(5): e0301639, 2024.
 
- On Colimits in Various Categories of Manifolds, Graduate
              Journal of Mathematics, 9(1), 1-16, 2024.
- A variant of a Dwyer-Kan theorem for model categories,
            with Boris Chorny, Algebraic and Geometric Topology,
            24(4), 2185-2208, 2024. Available as arXiv:1805.05378.
- Left Bousfield Localization without Left Properness, with
            Michael Batanin. Journal of Pure and Applied Algebra,
            228(6), 2024. Available as arXiv:2001.03764.
- An
              analysis of protesting activity and trauma through
              mathematical and statistical models, with Nancy
            Rodriguez,
            
            Crime Science volume 12,
            Article number: 17,
            2023.
            
          
- Smith Ideals of Operadic Algebras in Monoidal Model
            Categories, with Donald Yau. Algebraic and Geometric
              Topology, 24(1), 341-392, 2024. Available as arXiv:1703.05377.
- Right Bousfield Localization and Eilenberg-Moore
            Categories, with Donald Yau. Higher Structures,
            7(1):22-39, 2023. Available as arXiv:1609.03635.
- Homotopy theory of algebras of substitudes and their
            localisation, with Michael Batanin. Transactions of the American
              Mathematical Society, Volume 375, Number 5, May
            2022. Available as arXiv:2001.05432.
- Monoidal Bousfield Localization and Algebras Over
              Operads. Equivariant Topology and
                Derived Algebra, Cambridge University Press, pp.
              179-239, 2021. Available as arXiv:1404.5197.
- VEGF-A, PDGF-BB and
              HB-EGF engineered for promiscuous super affinity to the
              extracellular matrix improve wound healing in a model of
              type 1 diabetes, joint with Jeffrey Hubbell, Michael
              White, and Priscilla Briquez, Nature: Regenerative Medicine, 2021.
- Substitudes, Bousfield
              localization, higher braided operads, and Baez-Dolan
              stabilization, Mathematisches
                Forschungsinstitut Oberwolfach, Number 46, 2021:
              Homotopical Algebra and Higher Structures, pp. 56-60.
- Left Bousfield Localization and Eilenberg-Moore
            Categories, with Michael Batanin. Homology, Homotopy, and Applications,
            Volume 23, Issue 2, pp. 299-323, 2021. Available as arXiv:1606.01537.
- A
              Statistical Analysis of Drug Seizures and Opioid Overdose
              Deaths in Ohio from 2014 to 2018, with Lin Ma and Lam
            Tran, Journal of Student
              Research, Volume 10, Issue 1, 2021.
- Right Bousfield Localization and Operadic Algebras, with
            Donald Yau. Tbilisi
              Mathematics Journal, Special Issue
            (HomotopyTheorySpectra), pp. 71-118, 2020. Available as arXiv:1512.07570.
- An Alternative Approach to Equivariant Stable Homotopy
            Theory, with Mark Hovey. Tbilisi
              Mathematics Journal, Special Issue on Homotopy Theory,
              Spectra, and Structured Ring Spectra, 51-69, 2020.
            Available as arXiv:1312.3846.
          
- The
              User's Guide Project: Looking Back and Looking Forward,
            with Don Larson, Kristen Mazur, and Carolyn Yarnall. Journal of Humanistic
                Mathematics, Volume 10, Issue 1, pages 411 -
            430, 2020.
 
- Homotopical Adjoint Lifting Theorem, with Donald Yau, Applied Categorical Structures,
            Volume 27, Issue 4, 2019, pages 385-426. Available as arXiv:1606.01803.
 
- A Project Based Approach to Statistics and Data Science, PRIMUS, Volume 29,
            Issue 9, 2019, pp. 997-1038. Available as arXiv:1802.08858.
 
- Arrow Categories of Monoidal Model Categories, with Donald
            Yau, Math. Scandinavica,
            125(2), pp. 185-198, 2019, available as arXiv:1703.05359.
 
- An Overview of Schema
              Theory, The Graduate Journal of
                  Mathematics, Volume 3, Issue 2, 2018, 37-59. Available
              as arXiv:1401.2651.
- Encoding Equivariant
              Commutativity via Operads, with Javier Gutierrez, Algebraic and Geometric
                Topology, Volume 18, Number 5, 2018, 2919-2962.
              Available as arXiv:1707.02130.
 
- Bousfield Localization
              and Algebras over Colored Operads, with Donald Yau. Applied Categorical
                Structures, Volume 26, Issue 1, 2018, pages 153-203. Available as arXiv:1503.06720.
- Model Structures on
              Commutative Monoids in General Model Categories.
              Journal of Pure and
                Applied Algebra, Volume 221, Issue 12, 2017,
              pages 3124-3168. Available as arXiv:1403.6759.
- Curriculum Guidelines
              for Undergraduate Programs in Data Science, with Richard
              De Veaux, et al. Report from Undergraduate Faculty Group
              at Park City Mathematics Institute, Annual Review of Statistics,
              Vol. 4, 2017, pages 15-30. Available as arXiv:1801.06814.
 
- Baez-Dolan
                Stabilization via (Semi-)Model Categories of Operads,
              with Michael Batanin. In Interactions between Representation Theory,
                Algebraic Topology, and Commutative Algebra, ed.
              Dolors Herbera, Wolfgang Pitsch, and Santiago Zarzuela, Research
              Perspectives CRM Barcelona, Volume 5, 2015, pages 175-179.
              Birkhauser, DOI 10.1007/978-3-319-45441-2.
- The
                User's Guide Project: Giving Experiential Context to
                Research Papers, with Cary Malkiewich, Mona Merling,
              Frank Lucas Wolcott, and Carolyn Yarnall. Journal of Humanistic
                Mathematics, volume 5, number 2, 2015.
- A Rational Choice Model of the Rise of Self-Proclaimed
            States Encompassed in Weak Post-Soviet Economies, with Olga Nicoara. 2015 Annual Meetings of the Public
              Choice Society.
- A user's guide: 
              Monoidal Bousfield localizations and algebras over
              operads, Enchiridion:
                Mathematical Users Guides, Vol. 1, 2015.
              Available as arXiv:1801.03191.
 
- White Paper Research
              Report (title is classified), Internal NSA Journal,
              Division R6,
              2010.
- An Investigation into the Structure
              of Digroups (with
              A. Magyar, J.D. Phillips, K. Prifogle, and W. Young), Proceedings of the Wabash
                Summer Institute in Algebra, 2007.
Popular Press
                (editor reviewed):
              
         
        
          - How National Guard deployment in
                Memphis will spur more violence, other problems, op-ed
                for Memphis
                  Commercial Appeal, October 22, 2025.
- When
              federal enforcement escalates, protests multiply. Chicago
              is right to resist these tactics, op-ed for the
            Chicago Tribune, October 3, 2025.
 
- Foster
              negotiation between police and protesters for a peaceful
              DNC, with Nancy Rodriguez and Chad M.  Topaz,
            op-ed for the Chicago Tribune, August 16, 2024.
- Will
              Milwaukee police fuel violence at Republican National
              Convention protests? with Chad M. Topaz, op-ed for the
            Milwaukee Journal Sentinel, July 11, 2024.
- Police
              must refrain from escalating violence, with Nancy
            Rodriguez, Chad M.  Topaz, and Timur Kiguradze, op-ed
            for JAM News, May 27, 2024.
- Cooperation
              can end violent protests, with Nancy Rodriguez and
            Chad M.  Topaz, op-ed for the New York Daily News, May
            16, 2024. 
          
        
        
        
Preprints
            
        
          - Comonadic
              Coalgebras and left Bousfield Localization, with
            Donald Yau, submitted.
 
- Homotopical recognition of diagram
                categories, with Boris Chorny, submitted, available as arXiv:2411.10120.
                
 
- 
                
              State
              Unintentional Drug Overdose Reporting Surveillance: Opioid
              Overdose Deaths and Characteristics in Ohio, with Lin Ma
              and Lam Tran.
- Police Use of Force and
              Protest Dynamics: A Time Series Analysis Using Crowd
              Counting Consortium Data, with Raiyan Islam.
 
Ongoing Projects
            
        
          - Model Structures on
              non-Reduced Operads and the Commutative Monoid Axiom, with
              Michael Batanin.
- Derived localisation
              and the Grothendieck construction, with Michael Batanin.
 
- Localization and Cellularization for Motivic Symmetric Spectra, with Carles Casacuberta.
- A short note on
              smallness and topological monoids.
- The Random Basic Walk
              on Infinite Graphs.
- Parallel Search on
              Intersection Graphs, with Jessica Tang.
- Model structures for
              the relative stable module category, with Daniel Bravo and
              Gabriel Valenzuela.
- Abelian Left Bousfield
              localization, with Daniel Bravo.
- On multiplicative
              norms, with Hiroyuki Nakaoka.
Research I have
                supervised
               
        
          - An Overview of Spatial
              Econometrics, Alex Tybl, arXiv 1605.03486
              and Social
Science
                Research Network (SSRN) number 2778679. 
 
- Using Genomics to
            Predict Learning Disabilities, Trevor Masters.
- Parallel Search on
              Intersection Graphs, with Jessica Tang.
- Data Driven Journalism
              and the Opioid Epidemic (2019), with Lin Ma and Lam Tran.
 
- Streaming Statistical
              Tests (2019) with Colin Smith.
- An investigation into
              stock market trading algorithms, with Phong Hoang.
 
Grants / External
                Funding
               
        
          - Fulbright Specialist with expertise in math education,
            2024-2027.
 
- RC Good Fellowship, Convenient
              Combinatorial Categories of Topological Spaces,
            Principal Investigator, 2022-2023. Funding for a research
            leave.
- COVID Re-engagement Grant, The McClure-Smith Conjecture, Principal
            Investigator, 2021-2022. Funding for a research visit to
            Michael Batanin in Prague, Czech Republic.
 
- Pedagogical Practice Projects Grant, Inviting Data Analytics Majors
              into Introductory Computer Science, Denison
            University, fall 2019.
- Center for Teaching and Learning, funding for Pedagogy and Resilience
            reading group, Denison University, 2019-2020.
- Pedagogical Practice Projects Grant, SAGE Labs in Calculus,
            Denison University, spring 2017.
- Center for Teaching and Learning, funding for Teaching Statistical Concepts
            reading group, Denison University, 2016-2017.
 
- Pedagogical Practice Projects Grant, Statistical Modeling,
            Denison University, spring 2016.
- Center for Mathematics and Scientific Computation, Equivariant cellularization
              and nullification, co-Principal Investigator with
            Boris Chorny, funding for research visit in July 2015.
 
- Denison University Research Table Grant, Ethics in Cyber Space,
            co-Principal Investigator with Joan Krone and John McHugh.
            Funding for interdisciplinary research, undergraduate
            research, developing pedagogy, and to bring several external
            speakers to campus in 2015-2016.
- Project NExT Fellow, 2015-2016.
 
- National Science Foundation, East Asia and Pacific Summer
            Institutes for U.S. Graduate Students (EAPSI): "Studying the
            Interplay between Localization and Categorical Algebra via
            Algebraic Topology,'' Principal
Investigator,
              award number IIA-1414942. Funded to be a visiting
            scholar at Macquarie University working with Michael
            Batanin. Additional funding provided by Australian Academy
            of Sciences. 2014.
 
- AMS
Graduate
              Student Travel Grant for travel to Joint Mathematics
            Meetings, January 2014.
- National
Science
              Foundation Travel Grant for Type Theory, Homotopy
            Theory, and Univalent Foundations conference held in
            Barcelona, Spain, September, 2013.
- AMS Funding to start Graduate
              Student Chapter at Wesleyan, 2013.
 
Ideas for
              Undergraduate Research
              
            As an undergraduate I was lucky to be
                part of two REUs, so I firmly believe in the value of
                research for undergraduates. I maintain a list of
                projects on which I would be happy to collaborate with
                undergraduates and early graduate students in
                mathematics or computer science. If you're interested in
                seeing this list please email me.
                
                To Denison students: I will happily take on research
                students in applied statistics at any time, ideally
                during the semester. For pure mathematics or computer
                science, my research interests tend towards the
                abstract. Thus, research with me will likely best serve
                students interested in graduate school. For such
                students, the best time to do research with me is during
                the summer after your sophomore year, or as an
                independent study in your junior or senior year. The
                summer after your junior year would be best spent at an
                REU, to best position yourself for applying to graduate
                school.
                
                A nice collection of open problems about popular games
                can be gleaned from this
MathOverflow
                  question.