Abstract
The purpose of this commentary on Rose (2018) is to address several important reasons why credible causal frameworks are critical to the success of family violence research. The commentary addresses three topics: intervention, prediction, and imagination. These three areas provide justification for why an improvement in causal inference will also yield greater research impact.
Similar content being viewed by others
References
Church, C. E., & Fairchild, A. J. (2017). In search of a silver bullet: Child welfare's embrace of predictive analytics. Juvenile and Family Court Journal, 68(1), 67–81.
Krumholz, H. M. (2014). Big data and new knowledge in medicine: The thinking, training, and tools needed for a learning health system. Health Affairs, 33(7), 1163–1170.
Lewis, C. C., Klasnja, P., Powell, B., Tuzzio, L., Jones, S., Walsh-Bailey, C., & Weiner, B. (2018). From classification to causality: Advancing understanding of mechanisms of change in implementation science. Frontiers in Public Health, 6, 136.
Rossi, P. H. (1987). The iron law of evaluation and other metallic rules. Research in Social Problems and Public Policy, 4, 3–20.
Walker, C. M., & Gopnik, A. (2013). Causality and imagination. In M. Taylor (Ed.), The Oxford handbook of the development of imagination (pp. 342–358). New York: Oxford University Press. https://doi.org/10.1093/oxfordhb/9780195395761.013.0022.
Yazdani, A., & Boerwinkle, E. (2015). Causal inference in the age of decision medicine. Journal of Data Mining in Genomics & Proteomics, 6(1), 1–6.
Rose, R. A. (2018). Frameworks for credible causal inference in observational studies of family violence. Journal of Family Violence. Advance online publication. https://doi.org/10.1007/s10896-018-0011-3
Pearl, J., & Mackenzie, D. (2018). The book of why: the new science of cause and effect. New York, NY: Basic Books.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Lanier, P. Frameworks of Causal Inference for Improving Intervention, Prediction, and Imagination in Family Violence Research: a Commentary on Rose (2018). J Fam Viol 34, 715–717 (2019). https://doi.org/10.1007/s10896-019-00064-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10896-019-00064-0