Emmanuel A. Atindama

Mathematics, statistics, and data science for practical decisions

Transforming Data into Actionable Insights

I am an applied mathematician and statistician focused on data-driven modeling of real-world dynamics.

I develop statistical and computational tools for decision-making across research, operations, and regulated environments. Currently, I am working on AI integration for automating statistical reporting in regulatory submissions

I earned my PhD in Mathematics (2024) from Clarkson University where I built PyEBSD-SEM, an open-source toolkit for EBSD data processing.

Quantitative Focus

Statistical analysis, experimental design, data-driven modeling, and software development.

Working Style

Reproducible scientific work with cross-functional collaborations.

Domain Experience

Biopharma, manufacturing analytics, academic research, data-driven modeling, and building Python libraries.

Core Stack

Python, R, SAS, JMP, Shiny, Streamlit, and Git (Version Control).

Professional Background

Recent roles include Statistician (CMC and Biopharmaceutical Manufacturing) at Bristol Myers Squibb and SOKOL GxP, Visiting Assistant Professor at the University of Toledo, and earlier statistics/data-science roles at Clarkson University and Regeneron.

For complete experience and publications, see my CV and blog.

news

Jun 09, 2026	Latest blog post: Equivalence Concordance Rate (ECR): Calibrating Equivalence Acceptance Criteria (Aug 25, 2026).
May 20, 2026	Current research and development: advancing AI capability for statistical analysis automation and streamlining collaboration with stakeholders for regulatory filings.
May 05, 2026	Current hobby focus: building robotics and microelectronics prototypes using Raspberry Pi kits.
Dec 01, 2025	Started my most recent role change in Dec 2025 as a CMC Statistician supporting biopharmaceutical manufacturing and regulatory decision-making.

selected publications

Hybrid Algorithm for Filling in Missing Data in Electron Backscatter Diffraction Imaging

Emmanuel Atindama, Huston Wilhite, Cody Mattice, and 2 more authors

Integrating Materials and Manufacturing Innovation, 2025

Bib

@article{athavale_ebsd_2025,
  title = {Hybrid Algorithm for Filling in Missing Data in Electron Backscatter Diffraction Imaging},
  author = {Atindama, Emmanuel and Wilhite, Huston and Mattice, Cody and Do{\u{g}}an, G{\"u}nay and Athavale, Prashant},
  journal = {Integrating Materials and Manufacturing Innovation},
  year = {2025},
  publisher = {Springer},
}

Impact of targeted interventions on success of high-risk engineering students: a focus on historically underrepresented students in STEM

Emmanuel Atindama, Michael Ramsdell, David P. Wick, and 2 more authors

Frontiers in Education, 2025

DOI Bib

@article{eatindama_stem_paper2,
  author = {Atindama, Emmanuel and Ramsdell, Michael and Wick, David P. and Mondal, Sumona and Athavale, Prashant},
  title = {Impact of targeted interventions on success of high-risk engineering students: a focus on historically underrepresented students in STEM},
  journal = {Frontiers in Education},
  volume = {10},
  year = {2025},
  url = {https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2025.1435279},
  doi = {10.3389/feduc.2025.1435278},
  issn = {2904-284X},
}

Crystallographic Data Reconstruction Using Weighted Total Variation Flow and a Hybrid Deep Learning Method

Emmanuel A. Atindama

ProQuest, 2024

Bib

@article{eatindama_thesis,
  title = {Crystallographic Data Reconstruction Using Weighted Total Variation Flow and a Hybrid Deep Learning Method},
  author = {Atindama, Emmanuel A.},
  journal = {ProQuest},
  year = {2024},
}

Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging

Emmanuel Atindama, Peter Lef, Günay Doğan, and 1 more author

Integrating Materials and Manufacturing Innovation, 2023

DOI Bib

@article{athavale_ebsd_2023,
  title = {Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging},
  author = {Atindama, Emmanuel and Lef, Peter and Do{\u{g}}an, G{\"u}nay and Athavale, Prashant},
  journal = {Integrating Materials and Manufacturing Innovation},
  volume = {12},
  number = {3},
  pages = {251--266},
  year = {2023},
  publisher = {Springer},
  doi = {10.1007/s40192-023-00304-8},
  url = {https://doi.org/10.1007/s40192-023-00304-8},
}

Measuring the impact of student success retention initiatives for engineering students at a private research university

David P. Wick, Emmanuel Atindama, Prashant Athavale, and 4 more authors

Frontiers in Education, 2022

DOI Bib

@article{eatindama_stem_paper1,
  author = {Wick, David P. and Atindama, Emmanuel and Athavale, Prashant and Mondal, Sumona and Ramsdell, Michael W. and Jaspersohn, Robert P. and Moosbrugger, John C.},
  title = {Measuring the impact of student success retention initiatives for engineering students at a private research university},
  journal = {Frontiers in Education},
  volume = {7},
  year = {2022},
  url = {https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2022.1087064},
  doi = {10.3389/feduc.2022.1087064},
  issn = {2504-284X},
}