Pillar Integration Process: A Joint Display Technique to Integrate Data in Mixed Methods Research
Abstract
Despite an emphasis on integration in mixed methods research, there remain relatively few well-articulated integration techniques for use by researchers. We developed the Pillar Integration Process, a transparent and rigorous four-stage technique for integrating and presenting qualitative and quantitative findings in a joint display. The purpose of this article is to describe the technique and illustrate how it was developed and applied using via two examples from health sciences. The first is an evaluation of a health improvement program, the second is a mixed methods systematic review to identify interacting factors which influenced decision making in orthopedics. Future research can provide additional evidence on the value of the Pillar Integration Process technique within a mixed method approach.
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The Pillar Integration Process was employed to map and synthesise qualitative and quantitative findings.
“The pillar integration process (PIP), a transparent and rigorous four-stage method consisting of listing, matching, checking and pillar building for integrating and presenting qualitative and quantitative findings jointly (Johnson et al. 2017), was employed to map and synthesise the extracted data visually to produce meaningful results.”
From The Usability and Experience of Artificial Intelligence‐Based Conversational Agents in Health Education for Cancer Patients: A Scoping Review (2026) · cites this paper as Johnson et al. 2017
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References 48 · Cited by 272
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- [3]3. Excerpt of the Pillar Integration Process Stage 1: Listing Process for a Mixed Methods Evidence Synthesis Case: Mixed method systematic review QUANT data QUANT categories Pillar building themes QUAL categories QUAL codes Bhandari et al., 2005 - 1) Management preference by patient age - 2) Patient medical condition (i.e. activity) - 3) Superiority of treatment opinion (mortality, QoL, function, infection rates, pain) Borkhoff et al., 2008 - 1) Patient characteristics in general - 2) Patient sex Canty 2013 - 1) Habit - 2) Learned in practice - 3) Clinical/ treatment - 4) Believes it is evidence based - 5) Practical reason (messy) TABLE
- Authors
- Johnson, R. E., Grove, A. L., & Clarke, A.
- Affiliations
- University of Warwick (GB)
- Corresponding author
- Johnson, Rebecca E.
- Venue
- Journal of Mixed Methods Research
- Publisher
- SAGE Publications
- Published
- 2017-12-01
- Volume
- 13
- Issue
- 3
- Pages
- 301-320
- ISSN
- 1558-6898 (ISSN-L)
- 1558-6901
- OpenAlex
- W2773842127
- Cited by
- 272
- References
- 48
- Citations by year
- 2026: 39 · 2025: 52 · 2024: 39 · 2023: 41 · 2022: 51 · 2021: 29 · 2020: 8 · 2019: 9 · 2018: 3 · 2015: 1
- FWCI
- 19.48
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Mixed Methods Research (publishedVersion)
- Warwick Research Archive Portal (University of Warwick) (acceptedVersion)
- University of Birmingham Research Portal (University of Birmingham) (submittedVersion)
- Funders
- University Hospitals Birmingham NHS Foundation Trust
- National Institute for Health and Care Research (DRF-2013-06-064)
- Topics
- Social Sciences › Education › Educational Research and Methods
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Social Sciences › Education › Qualitative Research Methods and Applications
- Keywords
- mixed methods, health research
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