Draft:Inbal Nahum-Shani
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Inbal Billie Nahum-Shani is a Research Professor at the Institute for Social Research at the University of Michigan.[1] She is also the Director of the Data Science for Dynamic Decision-Making Center (d3c) at the U-M Institute for Social Research.[2]
Research Focus
[edit]Nahum-Shani's research centers on the development and application of behavioral theories and innovative methodologies aimed at creating adaptive interventions. These interventions are designed to adjust the type, timing, dosage, or delivery method of support to address the specific and evolving needs of individuals.[3] Her research is distinguished by its emphasis on utilizing digital technology to facilitate real-time adaptation of interventions in individuals’ daily environments.[4]
Leadership
[edit]As Director of the Data Science for Dynamic Decision-making Center (d3c), Nahum-Shani oversees several major research projects, including a P50 Center of Excellence funded by the NIH and NIDA.[5] This center focuses on advancing experimental designs and data analytic methods to adapt and personalize services, particularly for drug use and HIV prevention and treatment.[6]
Research Interests
[edit]Nahum-Shani's primary research interests involve utilizing behavioral theory and novel methodologies to develop adaptive interventions. These interventions use ongoing information about individuals to modify the type, intensity, or delivery mode of support.[7] Her work focuses on developing and extending experimental designs, including Factorial Designs,[8] Sequential Multiple Assignment Randomized Trials (SMARTs),[9] Micro-Randomized Trials (MRTs),[10] and Hybrid Experimental Designs (HEDs).[11]
Publications
[edit]For a comprehensive list of her publications, refer to Inbal Billie Nahum-Shani's Google Scholar page.
References
[edit]- ^ "Inbal Billie Nahum-Shani". d3center. Retrieved 2024-08-01.
- ^ "Inbal Billie Nahum-Shani, University of Michigan". websites.umich.edu. Retrieved 2024-08-01.
- ^ "Inbal Nahum-Shani, Ph.D., M.A." ihpi.umich.edu. Retrieved 2024-08-01.
- ^ Nahum-Shani, Inbal; Smith, Shawna N.; Spring, Bonnie J.; Collins, Linda M.; Witkiewitz, Katie; Tewari, Ambuj; Murphy, Susan A. (2018). "Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support". Annals of Behavioral Medicine. 52 (6): 446–462. doi:10.1007/s12160-016-9830-8. PMC 5364076. PMID 27663578.
- ^ Admin, C. M. T. "d3center – Developing methods to build interventions". d3center. Retrieved 2024-08-01.
- ^ "RePORT ⟩ RePORTER". reporter.nih.gov. Retrieved 2024-08-01.
- ^ "Inbal Billie Nahum-Shani". d3center. Retrieved 2024-08-01.
- ^ Nahum-Shani, Inbal; Dziak, John J.; Collins, Linda M. (September 2018). "Multilevel factorial designs with experiment-induced clustering". Psychological Methods. 23 (3): 458–479. doi:10.1037/met0000128. ISSN 1939-1463. PMC 5630520. PMID 28383950.
- ^ "National Center for Special Education Research (NCSER) Presentations and Publications: A Compendium of Math and Science Research Funded by NCER and NCSER: 2002–2013". ies.ed.gov. Retrieved 2024-08-01.
- ^ Qian, Tianchen; Walton, Ashley E.; Collins, Linda M.; Klasnja, Predrag; Lanza, Stephanie T.; Nahum-Shani, Inbal; Rabbi, Mashfiqui; Russell, Michael A.; Walton, Maureen A.; Yoo, Hyesun; Murphy, Susan A. (October 2022). "The microrandomized trial for developing digital interventions: Experimental design and data analysis considerations". Psychological Methods. 27 (5): 874–894. doi:10.1037/met0000283. ISSN 1939-1463. PMC 9276848. PMID 35025583.
- ^ Nahum-Shani, Inbal; Dziak, John J.; Venera, Hanna; Pfammatter, Angela F.; Spring, Bonnie; Dempsey, Walter (March 2024). "Design of experiments with sequential randomizations on multiple timescales: the hybrid experimental design". Behavior Research Methods. 56 (3): 1770–1792. doi:10.3758/s13428-023-02119-z. ISSN 1554-3528. PMC 10961682. PMID 37156958.