Md Karimuzzaman, MS

PhD Candidate in Biostatistics

Department of Epidemiology & Biostatistics, Dornsife School of Public Health, Drexel University  ·  Advisor: Prof. Brisa N. Sánchez

I develop statistical methods for correlated, spatially structured, and zero-inflated count data, with applications in built environment epidemiology and health equity. My dissertation advances penalized GEE with fusion learning for repeated-measures count outcomes and extends quadratic inference functions (QIF) to high-dimensional settings — motivated by characterizing food environments near schools across multiple spatial scales in California.

Md Karimuzzaman

Education

2022–
Present
PhD in Biostatistics
Drexel University, Philadelphia, PA, USA
Thesis: Fusion Learning and Quadratic Inference Function for Zero-inflated Data
Advisor: Brisa N. Sánchez, PhD
2018
MS & BSc in Statistics
Jahangirnagar University, Dhaka, Bangladesh
MS Thesis: Forecasting performance of non-linear regime-switching threshold autoregressive models
BSc Thesis: Comparison of 32 technical stock indicators with ML and quantile regression
Advisor: Md. Moyazzem Hossain, PhD

Research

My methodological work centers on marginal modeling approaches — particularly penalized GEE and QIF — for spatially correlated repeated-measures data with excess zeros. Substantively, I apply these methods to characterize the built food environment near schools and examine socioeconomic patterning of health-relevant exposures across geographic scales.

Research Interests

Penalized GEE & Fusion Learning Quadratic Inference Functions (QIF) Zero-Inflated Count Models Longitudinal & Repeated-Measures Data Spatial Epidemiology Built Food Environment Health Equity & Disparities Latent Class & Transition Models Clinical Trials Methodology Causal Inference Real-World Evidence (RWE) Survival Analysis

Technical Skills

Statistical Software

R, SAS, Python, SQL, Stata, SPSS, MPlus, WinBUGS; statistical simulation

Data & Reproducibility

REDCap (administrator), relational databases, EHR workflows, Git/GitHub, reproducible analytical pipelines (RAP)

Visualization & Reporting

ggplot2, plotly, Tableau, R Shiny dashboards, LaTeX, Quarto; Statistical Analysis Plans (SAPs)

Methods & Modeling

PSM, IPW, IV, RDD; latent class/transition models; Bayesian hierarchical modeling; clinical trial design; RWE

NIH-Funded Projects

NIH R01MD017687
Effectiveness of population-level interventions in schools and academic performance
PI: B.N. Sánchez  ·  Drexel University
NIH R01HL131610
Characterizing health impacts of built environment features using complex data
PI: B.N. Sánchez  ·  Drexel University
NIH R01HL136718
Characterizing food environments near schools in California
PI: B.N. Sánchez  ·  Drexel University
NIH R01HD111169
Population-level nutrition interventions and food environment effects on obesity
PI: B.N. Sánchez  ·  Drexel University

Additional collaborations: MESA Study (latent transition analysis, retail environment & HbA1c)  ·  All of Us Research Program (school racial diversity; Hispanic adult obesity)

Publications & Manuscripts

Peer-Reviewed Publications

2026 Published
Fast-food and convenience outlets near schools in California: a comparison of private and public schools
Karimuzzaman M, Miller S, Sanchez-Vaznaugh EV, Sánchez BN
American Journal of Epidemiology, 195(1), 126–134. DOI: 10.1093/aje/kwaf025
2026 Published
Developing a Trauma System Improvement Program (TSIP) in Bangladesh: findings from a pilot study
Tasnim Z, Karimuzzaman M, Naher N, et al.
BMC Emergency Medicine. DOI: 10.1186/s12873-026-01490-2
2024 Published
Obesity in Bangladesh: food near schools
Karimuzzaman M
Science, 385, 266–266. DOI: 10.1126/science.adp6537
2024 Published
Modelling COVID-19 cases and deaths with climate variables using statistical and data science methods
Karimuzzaman M, Afroz S, Hossain M, et al.
Soft Computing, 28, 12561–12574. DOI: 10.1007/s00500-024-10352-7
2024 Published
Age and sex-specific disability-free life expectancy in urban and rural settings of Bangladesh
Ahmed KT, Afrin A, Hasan M, Karimuzzaman M, et al.
Population Health Metrics, 22, 7. DOI
2024 Published
Mobile use in the classroom is a mixed bag, and lecturers need to provide students with guidelines
Hasan M, Karimuzzaman M, Abdulla F, Hossain MM
SAGE Open, 14(4). DOI
2023 Published
Trends and long-term variation explaining nutritional determinants of child linear growth
Ahmed KT, Karimuzzaman M, Afroz S, et al.
Public Health Nutrition, 26(12), 2758–2770. DOI
2023 Published
Association of dietary diversity of 6–23 months aged children with prenatal and postnatal obstetric care
Ahmed KT, Karimuzzaman M, Pinky GN, et al.
Journal of Health, Population and Nutrition, 42, 120. DOI
2023 Published
Influencing factors associated with maternal delivery at home in urban areas
Ahmed KT, Karimuzzaman M, Mahmud S, et al.
Journal of Health, Population and Nutrition, 42, 83. DOI
2022 Published
Likelihood of infectious diseases due to lack of exclusive breastfeeding among infants in Bangladesh
Abdulla F, Hossain MM, Karimuzzaman M, Ali M, Rahman A
PLOS ONE, 17(2), e0263890. DOI
2022 Published
Burden of COVID-19 on health and wellbeing, education, and economy of Bangladesh
Rahman A, Abdulla F, Karimuzzaman M, Hossain MM
Clinical Case Reports, 10, e06639. DOI
2021 Published
A non-linear biostatistical graphical modeling of preventive actions and healthcare factors in controlling COVID-19 pandemic
Abdulla F, Nain Z, Karimuzzaman M, Hossain MM, Rahman A
International Journal of Environmental Research and Public Health, 18(9), 4491. DOI
2021 Published
Text mining and sentiment analysis of newspaper headlines
Hossain A, Karimuzzaman M, Hossain MM, Rahman A
Information, 12, 414. DOI
2021 Published
Predicting stock market price of Bangladesh: a comparative study of linear classification models
Karimuzzaman M, Islam N, Afroz S, Hossain MM
Annals of Data Science, 8(1), 21–38. DOI
2021 Published
Modeling of mean sea level of Bay of Bengal: a comparison between ARIMA and artificial neural network
Shezan A, Karimuzzaman M, Hossain MM
International Journal of Tomography & Simulation, 33(1)
2020 Published
Routine vaccination disruption in low-income countries: an impact of COVID-19 pandemic
Hossain MM, Abdulla F, Karimuzzaman M, Rahman A
Asia Pacific Journal of Public Health, 32(8), 509–510. DOI
2020 Book Chapter
Finite mixture modelling approach to identify factors affecting children ever born for 15–49 year old women in Asian country
Karimuzzaman M, Hossain MM, Rahman A
In A. Rahman (Ed.), Statistics for Data Science and Policy Analysis. Springer, Singapore. DOI

Under Review & In Preparation

Under Revision
Evaluating differential exposure to food environment by data source
McAlexander TP, Karimuzzaman M, Nejad Yazdi R, Moore K, Hirsch JA, Melly S, Li J, Auchincloss AH, Sánchez BN
Social Sciences & Humanities Open · SSRN Preprint
Under Revision
Assessing school racial diversity in California: a longitudinal study
Miller S, Karimuzzaman M, Sanchez-Vaznaugh EV, Sánchez BN
American Journal of Epidemiology
Under Revision
Social determinants of obesity among a national sample of Hispanic adults
Miller S, Karimuzzaman M, Sanchez-Vaznaugh EV, Sánchez BN
Obesity
Under Revision
Primary school dropout rate among children in selected hard-to-reach areas of Bangladesh
Chowdhury R, Jahangir KB, Mohosin AB, Karimuzzaman M, et al.
Heliyon
In Preparation
Fusion learning approach for count data: examining income differences in the spatial distribution of food outlets near schools
Karimuzzaman M, Sánchez BN, Sanchez-Vaznaugh EV
Dissertation Aim 1
In Preparation
Using latent transition analysis to characterize longitudinal mixtures of retail environment features and HbA1c associations: the MESA Study
McAlexander TP, Karimuzzaman M, Nejad Yazdi R, Moore K, Hirsch JA, Melly S, Li J, Sánchez BN
Multi-Ethnic Study of Atherosclerosis (MESA)

Teaching Experience

YearCourseRoleInstitution
2026Introduction to Biostatistics (BST 571) — GraduateInstructor of RecordDrexel University
2025Intermediate Biostatistics — GraduateGuest LecturerDrexel University
2024Survival Data Analysis (BST 557 / PBHL 459)Teaching AssistantDrexel University
2023Intermediate Biostatistics I (BST 560)Teaching AssistantDrexel University
2022Introduction to Biostatistics (BST 571)Teaching AssistantDrexel University
2022Biostatistics & Epidemiology (two courses)InstructorGovt. Titumir College, Dhaka University
2022Intro to Biostatistics, Statistics Lab, RecitationTeaching FellowBRAC James P Grant School of Public Health
2017–2018Applied Statistics & Data ScienceMentorDurbin Labs Limited, Dhaka
2015–2017Statistics — College LevelFreelance TutorDhaka, Bangladesh

Certified: International Teaching Assistant (ITA) Training Program, Drexel University — Recommended as Instructor

Invited Talks & Conference Presentations

Lectures by Invitation

2026
"Fast-food and convenience outlets near schools in California: a comparison of private and public schools"
Seminar on Urban Health Collaborative (UHC), Drexel University
2025
"Fusion Learning Approach for High-Dimensional Spatial Setting"
Research in Progress Seminar, Drexel University
2023
"Spatial distribution of food outlets near schools"
Department Seminar Series, Epidemiology & Biostatistics, Drexel University
2022
"Text Mining in Public Health Research"
Seminar on Urban Health Collaborative (UHC), Drexel Dornsife School of Public Health
2019
Data Visualization with R  ·  Basics of R: Data Handling and Manipulation
Statistics LEAD Club, Department of Statistics, Jahangirnagar University

Conference Presentations

2024
Eastern North American Region (ENAR) — International Biometric Society Spring Meeting, Baltimore
Session Chair: Non-parametric Statistical Methods  ·  Poster Competition Judge
Paper Presentation: "Using LASSO to examine income differences in the spatial distribution of FENS"
2023
Joint Statistical Meeting (JSM), Toronto, Canada
Paper: "Spatial distribution of food outlets near private and public schools in California"
2022
International Conference on COVID-19 Impact, BRAC University, Bangladesh
2019
Applied Statistics and Policy Analysis Conference, Charles Sturt University, Australia
Paper Presentation: "Finite Mixture Modelling Approach to Identify Factors Affecting Children Ever Born for 15–49-Year-Old Women in Asian Country"
2018
International Conference on Recent Advances in Mathematical and Physical Sciences, Bangladesh
Proceedings: "A Comparative Study among Poisson, Negative Binomial and Hermite Regression"

Service, Memberships & Training

Professional Memberships

  • American Statistical Association (ASA) — Active Member
  • International Biometric Society (IBS) — ENAR Region, Active Member

Peer Review

  • PLOS ONE
  • BMC Public Health
  • Social Network Analysis and Mining

Leadership & Service

  • Session Chair, ENAR Spring Meeting 2024
  • Coordinator, Biostatistics for Social Impact Lab, Drexel
  • Founder & President, Statistics LEAD Club, JU (2017–2018)
  • IT Secretary, JU Debate Organization (2016–2018)
  • Organized 25+ academic events and national competitions

Awards & Honors

  • International Travel Award — Dept. of Epidemiology & Biostatistics, Drexel (2023)
  • Global Travel Award — Drexel University (2023)
  • Scholarship for Academic Excellence — Ministry of Education, Bangladesh (2018)
  • Academic Merit Scholarship — Jahangirnagar University (2015–2016)
  • Excellent Member Award — Debate Organization of JU (2015)

Additional Training & Certifications

2025
Clinical Research Training (Regulatory Administration, Root Cause Analysis, Protocol Compliance)
2024
DC Annual Environmental Epidemiology Methods Workshop — "Innovative Methods for Analysis of Environmental Mixtures"
2024
ENAR Workshop — Structural Equation Modeling in R with Lavaan
2024
All of Us Research Program — Research Data Handling and Privacy Workbench
2022
SAS Certified Specialist — Clinical Trials Programming Professional (in progress)
2022
International Teaching Assistant (ITA) Training — Drexel University (Recommended as Instructor)
2022
CITI Program — Health Information Privacy & Security; Public Health Research; Social Behavioral COI; RCR

Contact

Institutional Email
Personal Email
Phone
267-918-3737
Google Scholar
Mailing Address
Department of Epidemiology & Biostatistics
Dornsife School of Public Health, Drexel University
5th Floor, Nesbitt Hall
3215 Market Street
Philadelphia, PA 19104
Dissertation Advisor
Prof. Brisa N. Sánchez, PhD