{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T16:01:17Z","timestamp":1777305677789,"version":"3.51.4"},"reference-count":38,"publisher":"American Medical Association (AMA)","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Netw Open"],"abstract":"<jats:sec id=\"ab-zoi260246-4\">\n                    <jats:title>Importance<\/jats:title>\n                    <jats:p>Collaborative statisticians and methodologists are essential members of multidisciplinary teams, yet little is known about how their diverse responsibilities, including technical analysis, project leadership, and domain-specific consultation across multiple concurrent projects, affect their work-life balance and professional well-being.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260246-5\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>To assess perceptions of work-life balance and identify individual, job-related, and organizational factors associated with work-life balance among collaborative statisticians and methodologists working in multidisciplinary settings.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260246-6\">\n                    <jats:title>Design, Setting, and Participants<\/jats:title>\n                    <jats:p>This cross-sectional survey study collected data from November 2022 to May 2024, with analysis conducted in December 2024. Anonymous electronic surveys were distributed through international professional statistical societies, including organizations in North America, Europe, Africa, South America, and Asia. Participants were recruited via a convenience sample through society email listservs and newsletters. Eligible respondents were statisticians, data scientists, or methodologists working in multidisciplinary collaborative settings who had been continuously employed full-time during the previous year.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260246-7\">\n                    <jats:title>Main Outcomes and Measures<\/jats:title>\n                    <jats:p>Work-life balance was assessed using the 15-item Work-Life Balance Self-Assessment Scale, which consists of 3 subscales: Work Interference With Personal Life, Personal Life Interference With Work, and Work\/Personal Life Enhancement. Regression analyses were used to identify the demographic, organizational, and discipline-specific factors associated with respondents\u2019 perception of work-life balance.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260246-8\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Of 627 individuals who accessed the survey, 450 (71.8%) met eligibility criteria and completed the survey. Of the 450 respondents who completed the survey, the mean (SD) age was x (y) years, 240 (53.7%) were female, and 270 (60.0%) worked in academia; 143 (31.8%) reported dissatisfaction with their work-life balance, and an additional 47 (10.4%) reported neutral satisfaction. Factors associated with higher work interference scores included unmanageable workload (mean difference, 0.70; 95% CI, 0.48 to 0.92), work-related health issues (mean difference, 0.58; 95% CI, 0.33 to 0.83), inability to complete work during regular hours (mean difference, 0.56; 95% CI, 0.34 to 0.78), and lack of organizational support for work-life balance (mean difference, 0.48; 95% CI, 0.24 to 0.73). Organizational flexibility to attend to personal matters (mean difference, \u22120.33; 95% CI, \u22120.64 to \u22120.01) and adequate compensation (mean difference, \u22120.29; 95% CI, \u22120.49 to \u22120.09) were associated with lower interference scores.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"ab-zoi260246-9\">\n                    <jats:title>Conclusions and Relevance<\/jats:title>\n                    <jats:p>These findings suggest that targeted educational initiatives, effective mentorship, and wellness-focused organizational policies can foster sustainable work-life balance among statisticians and methodologists in multidisciplinary settings.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1001\/jamanetworkopen.2026.7479","type":"journal-article","created":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T15:30:33Z","timestamp":1777303833000},"page":"e267479","source":"Crossref","is-referenced-by-count":0,"title":["Work-Life Balance of Collaborative Statisticians and Methodologists in Multidisciplinary Settings"],"prefix":"10.1001","volume":"9","author":[{"given":"Tolulope T.","family":"Sajobi","sequence":"first","affiliation":[{"name":"Department of Community Health Sciences & O\u2019Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada"},{"name":"Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olayinka I.","family":"Arimoro","sequence":"additional","affiliation":[{"name":"Department of Community Health Sciences & O\u2019Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ayooluwanimi P.","family":"Okikiolu","sequence":"additional","affiliation":[{"name":"Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oluwagbohunmi A.","family":"Awosoga","sequence":"additional","affiliation":[{"name":"Faculty of Health Sciences, University of Lethbridge, Lethbridge, Alberta, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meng","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Community Health Sciences & O\u2019Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lawrence","family":"Mbuagbaw","sequence":"additional","affiliation":[{"name":"Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lehana","family":"Thabane","sequence":"additional","affiliation":[{"name":"Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada"},{"name":"Research Institute of St Joe\u2019s Hamilton, St Joseph\u2019s Healthcare Hamilton, Hamilton, Ontario, Canada"},{"name":"Faculty of Health Sciences, University of Johannesburg, Johannesburg, South Africa"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10","published-online":{"date-parts":[[2026,4,27]]},"reference":[{"key":"zoi260246r1","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1186\/s12874-016-0172-9","article-title":"Data sharing and the evolving role of statisticians.","volume":"16","author":"Manamley","year":"2016","journal-title":"BMC Med Res Methodol"},{"key":"zoi260246r2","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1080\/10691898.2019.1687370","article-title":"The ASCCR Frame for learning essential collaboration skills.","volume":"73","author":"Vance","year":"2019","journal-title":"Am Stat"},{"issue":"2","key":"zoi260246r3","doi-asserted-by":"publisher","first-page":"217","DOI":"10.1007\/s12561-024-09454-5","article-title":"Statistics, evolution and revolution to meet data science challenges.","volume":"16","author":"Wu","year":"2024","journal-title":"Stat Biosci"},{"issue":"1","key":"zoi260246r4","first-page":"62","article-title":"Collaboration: a statistician\u2019s perspective.","volume":"28","author":"Hall","year":"2020","journal-title":"J Stat Data Sci Educ"},{"issue":"2","key":"zoi260246r6","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1037\/str0000067","article-title":"Overtime and quality of working life in academics and non-academics: the role of perceived work-life balance.","volume":"26","author":"Fontinha","year":"2019","journal-title":"Int J Stress Manag"},{"issue":"2","key":"zoi260246r7","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1002\/wps.20311","article-title":"Understanding the burnout experience: recent research and its implications for psychiatry.","volume":"15","author":"Maslach","year":"2016","journal-title":"World Psychiatry"},{"issue":"2","key":"zoi260246r8","doi-asserted-by":"publisher","first-page":"258","DOI":"10.1108\/XJM-10-2020-0186","article-title":"Work-life balance\u2014a systematic review.","volume":"20","author":"Thilagavathy","year":"2021","journal-title":"Vilakshan XIMB J Manag"},{"issue":"3","key":"zoi260246r9","doi-asserted-by":"publisher","first-page":"323","DOI":"10.5172\/jmo.837.14.3.323","article-title":"Work-life balance: a review of the meaning of the balance construct.","volume":"14","author":"Kalliath","year":"2008","journal-title":"J Manage Organ"},{"issue":"1","key":"zoi260246r10","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1155\/2023\/3666224","article-title":"Psychometric assessment of an instrument designed to measure work-life balance.","volume":"13","author":"Hayman","year":"2005","journal-title":"Res Pract Hum Resour Manag"},{"issue":"1","key":"zoi260246r13","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1891\/1061-3749.24.1.5","article-title":"Psychometric analysis of the work\/life balance self-assessment scale.","volume":"24","author":"Smeltzer","year":"2016","journal-title":"J Nurs Meas"},{"issue":"1","key":"zoi260246r17","doi-asserted-by":"publisher","first-page":"248","DOI":"10.5465\/amj.2016.0245","article-title":"Relational attachment at work: a complementary fit perspective on the role of relationships in organizational life.","volume":"62","author":"Ehrhardt","year":"2019","journal-title":"Acad Manage J"},{"issue":"1","key":"zoi260246r18","doi-asserted-by":"publisher","first-page":"98","DOI":"10.1108\/XJM-02-2021-0050","article-title":"Family-friendly policies, supervisor support and job satisfaction: mediating effect of work-family conflict.","volume":"2","author":"Yadav","year":"2019","journal-title":"Vilakshan - XIMB J Manage"},{"issue":"12","key":"zoi260246r19","doi-asserted-by":"publisher","first-page":"1065","DOI":"10.1097\/JOM.0000000000002377","article-title":"Factors associated with work-life balance and productivity before and during work from home.","volume":"63","author":"Tejero","year":"2021","journal-title":"J Occup Environ Med"},{"key":"zoi260246r20","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1375\/ajop.3.1.54","article-title":"Organizational culture and the use of work-life balance initiatives: influence on work attitudes and work-life conflict.","volume":"3","author":"Webber","year":"2010","journal-title":"Aust N Z J Organ Psychol"},{"issue":"5","key":"zoi260246r21","doi-asserted-by":"publisher","first-page":"501","DOI":"10.1080\/09585192.2015.1020447","article-title":"Impact of individual coping strategies and organizational work-life balance programmes on Australian employee well-being.","volume":"27","author":"Zheng","year":"2016","journal-title":"Int J Hum Resour Manag"},{"issue":"1","key":"zoi260246r22","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4102\/sajems.v21i1.1487","article-title":"Flexi work, financial well-being, work-life balance and their effects on subjective experiences of productivity and job satisfaction of females in an institution of higher learning.","volume":"21","author":"Jackson","year":"2018","journal-title":"S Afrik Tydskr Ekon Bestwet"},{"issue":"25","key":"zoi260246r23","doi-asserted-by":"publisher","first-page":"111","DOI":"10.5539\/ass.v11n25p111","article-title":"Individual, organizational, and environmental factors affecting work-life balance.","volume":"11","author":"Muthu Kumarasamy","year":"2015","journal-title":"Asian Soc Sci"},{"issue":"5","key":"zoi260246r24","doi-asserted-by":"publisher","first-page":"4543","DOI":"10.1111\/ijmr.12254","article-title":"A process-oriented, multilevel, multidimensional conceptual framework of work\u2013life balance support: a multidisciplinary systematic literature review and future research agenda.","volume":"20","author":"Fan","year":"2023","journal-title":"Int J Environ Res Public Health"},{"issue":"18","key":"zoi260246r25","doi-asserted-by":"publisher","first-page":"1377","DOI":"10.1001\/archinternmed.2012.3199","article-title":"Burnout and satisfaction with work-life balance among US physicians relative to the general US population.","volume":"172","author":"Shanafelt","year":"2012","journal-title":"Arch Intern Med"},{"issue":"12","key":"zoi260246r26","doi-asserted-by":"publisher","first-page":"1600","DOI":"10.1016\/j.mayocp.2015.08.023","article-title":"Changes in burnout and satisfaction with work-life balance in physicians and the general US working population between 2011 and 2014.","volume":"90","author":"Shanafelt","year":"2015","journal-title":"Mayo Clin Proc"},{"issue":"3","key":"zoi260246r27","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0214217","article-title":"Quality of life and burnout among faculty members: how much does the field of knowledge matter?","volume":"14","author":"Alves","year":"2019","journal-title":"PLoS One"},{"key":"zoi260246r28","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/7810659","article-title":"Study of the prevalence of burnout in university professors in the period 2005\u20132020.","volume":"2021","author":"Fern\u00e1ndez-Su\u00e1rez","year":"2021","journal-title":"Educ Res Int"},{"issue":"1","key":"zoi260246r29","doi-asserted-by":"publisher","DOI":"10.1017\/cts.2023.653","article-title":"Building a strong collaborative biostatistics workforce: strategies for effective intra-unit professional development activities.","volume":"7","author":"Taylor","year":"2023","journal-title":"J Clin Transl Sci"},{"issue":"6","key":"zoi260246r30","doi-asserted-by":"publisher","first-page":"302","DOI":"10.1017\/cts.2019.408","article-title":"The role of mentors in addressing issues of work-life integration in an academic research environment.","volume":"3","author":"Durbin","year":"2019","journal-title":"J Clin Transl Sci"},{"issue":"5","key":"zoi260246r31","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1177\/00317217241230786","article-title":"Mentors\u2019 recommendations for work-life balance.","volume":"105","author":"Gull","year":"2024","journal-title":"Phi Delta Kappan"},{"issue":"1","key":"zoi260246r34","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1016\/j.jvb.2013.03.011","article-title":"Career benefits associated with mentoring for mentors: a meta-analysis.","volume":"83","author":"Ghosh","year":"2013","journal-title":"J Vocat Behav"},{"key":"zoi260246r35","doi-asserted-by":"publisher","first-page":"265","DOI":"10.2147\/JMDH.S35792","article-title":"Mentoring in biostatistics: some suggestions for reform.","volume":"5","author":"Odueyungbo","year":"2012","journal-title":"J Multidiscip Healthc"},{"issue":"12","key":"zoi260246r36","doi-asserted-by":"publisher","first-page":"1358","DOI":"10.1016\/j.mayocp.2013.07.016","article-title":"Physician satisfaction and burnout at different career stages.","volume":"88","author":"Dyrbye","year":"2013","journal-title":"Mayo Clin Proc"},{"issue":"11","key":"zoi260246r37","doi-asserted-by":"publisher","first-page":"2007","DOI":"10.1016\/j.mayocp.2025.05.026","article-title":"Mid-career: fostering physician well-being over the career life cycle.","volume":"100","author":"Ligibel","year":"2025","journal-title":"Mayo Clin Proc"},{"issue":"3","key":"zoi260246r38","first-page":"49","article-title":"Mid-career faculty development in academic medicine: How does it impact faculty and institutional vitality?","volume":"30","author":"Campion","year":"2016","journal-title":"J Fac Dev"},{"key":"zoi260246r12","first-page":"109","volume-title":"The Work-Family Balance in Light of Globalization and Technology","author":"Agha","year":"2017"},{"key":"zoi260246r15","volume-title":"R: A Language and Environment for Statistical Computing. Version 4.4.0","author":"R Core Team","year":"2024"},{"key":"zoi260246r16","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1007\/978-3-030-04266-0_4","volume-title":"Mental Health in the Workplace","author":"Jenkins","year":"2019"},{"key":"zoi260246r5","unstructured":"Government of Canada. Reducing work-life conflict: what works? what doesn\u2019t?  2008. Accessed March 10, 2026. https:\/\/www.canada.ca\/en\/health-canada\/services\/environmental-workplace-health\/reports-publications\/occupational-health-safety\/reducing-work-life-conflict-what-works-what-doesn.html"},{"key":"zoi260246r11","unstructured":"Fisher-McAuley? G, Stanton? J, Jolton? J, Gavin? J. Modelling the relationship between work-life balance and organizational outcomes. In: Annual Conference of the Society for Industrial-Organizational Psychology; 2003. Orlando, Florida. Accessed March 12, 2026. https:\/\/www.researchgate.net\/profile\/Jeffrey-Stanton-2\/publication\/260516221_Modeling_the_Relationship_between_WorkLife_Balance_and_Organizational_Outcomes\/links\/02e7e53177cbe062aa000000\/Modeling-the-Relationship-between-Work-Life-Balance-and-Organizational-Outcomes.pdf"},{"key":"zoi260246r14","unstructured":"Qualtrics. Qualtrics XM. 2026. Accessed March 10, 2026. https:\/\/www.qualtrics.com\/"},{"key":"zoi260246r32","unstructured":"Woolworth? R. Great mentors focus on the whole person, not just their career. Harvard Business Review. 2019. Accessed March 10, 2026. https:\/\/hbr.org\/2019\/08\/great-mentors-focus-on-the-whole-person-not-just-their-career"},{"key":"zoi260246r33","unstructured":"Reeves? M. How mentorship can positively impact employee well-being. Forbes. 2024. Accessed March 10, 2026. https:\/\/www.forbes.com\/councils\/forbeshumanresourcescouncil\/2024\/04\/23\/how-mentorship-can-positively-impact-employee-well-being\/"}],"container-title":["JAMA Network Open"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/articlepdf\/2848158\/sajobi_2026_oi_260246_1776460645.02724.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T15:30:42Z","timestamp":1777303842000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2848158"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4,27]]},"references-count":38,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2026,4,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamanetworkopen.2026.7479","relation":{},"ISSN":["2574-3805"],"issn-type":[{"value":"2574-3805","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,27]]}}}