Resubmission: Social network analysis of the dynamic relationship between adolescent smoking behaviour & peer influence
Lead Research Organisation:
Cardiff University
Department Name: Sch of Social Sciences
Abstract
There is increasing concern regarding the health behaviours of adolescents. Peer pressure is often cited as a key factor explaining adolescents? uptake of risk behaviours, yet there has been surprisingly little scrutiny of the process by which this occurs. It is most obviously exerted through overt pressure to experiment with tobacco, alcohol or illicit drugs, and interventions aim to develop adolescents? skills to resist peer pressure. Peer influence also operates more subtly, through the development of normative beliefs, in which, for example, adolescents believe that the majority of the population smoke, and that it is a normal part of teenage life to take up smoking. Adolescents are keen to fit in with their peer group, and model their own behaviour on those around them. However, there are other mechanisms at play, including peer selection, in which those with similar behaviours develop friendships. Adolescents wishing to become friends with other smokers, may take up smoking as a gateway to joining that friendship group. The combination of peer influence and peer selection leads to the development of friendship groups in which the prevalence of smoking and other risk behaviours is high. These processes contribute to marked differences between schools in smoking prevalence.
This project will use an existing dataset, collected from a recent MRC funded study of 10,000 students in 59 schools in South Wales and the Bristol area. Students were asked on three occasions to name their six best friends, and about their friendship. Using new statistical methods, these data will allow the research team to disentangle the relative importance of peer influence and peer selection. Those non-smokers most at risk of smoking uptake will be identified, in terms of their own characteristics, parental influence, and their current friendship groups. The stability of these patterns across schools will be identified. In the study, reported smoking was validated through the collection of saliva samples, and combined with the friendship data, this will allow the accuracy of students? reports of their friends? smoking to be assessed. The results of this work will have important implications for the design of future efforts to reduce adolescent uptake of smoking and other risk behaviours. There is immense public and media concern on this issue, and the study team will be sure to produce press releases of the work, as well as featuring the study and its results on the Cardiff University website.
This project will use an existing dataset, collected from a recent MRC funded study of 10,000 students in 59 schools in South Wales and the Bristol area. Students were asked on three occasions to name their six best friends, and about their friendship. Using new statistical methods, these data will allow the research team to disentangle the relative importance of peer influence and peer selection. Those non-smokers most at risk of smoking uptake will be identified, in terms of their own characteristics, parental influence, and their current friendship groups. The stability of these patterns across schools will be identified. In the study, reported smoking was validated through the collection of saliva samples, and combined with the friendship data, this will allow the accuracy of students? reports of their friends? smoking to be assessed. The results of this work will have important implications for the design of future efforts to reduce adolescent uptake of smoking and other risk behaviours. There is immense public and media concern on this issue, and the study team will be sure to produce press releases of the work, as well as featuring the study and its results on the Cardiff University website.
Technical Summary
Peer pressure is often cited as a key factor explaining adolescents? uptake of risk behaviours, yet there has been surprisingly little scrutiny of the process by which this occurs. It is most obviously exerted through overt pressure to experiment with tobacco, alcohol or illicit drugs. Social influence intervention programmes aim to develop adolescents? skills to resist peer pressure, yet their effectiveness is limited. The strong association between adolescents? smoking behaviour and the smoking behaviour of their friends may also be due to peer selection processes, or be partly due to projection effects in reporting of friends? smoking behaviour. Peer selection and influence processes will also be mediated by social network position and by the cohesiveness of the social network. These complex processes, and their relative importance, are poorly understood. Existing studies have used sub-optimal analysis methods, have used small samples, and are of limited generalisability. This project will use an existing dataset, collected from the recent MRC ASSIST trial. This was undertaken in 59 schools in South Wales and the Bristol area, in which 10,000 students completed questionnaires on four occasions over a 30 month period, following them from the age of 11-12. They were asked about their smoking behaviour, that of their friends and family, and of their attitudes and beliefs about smoking. Saliva samples were collected, for cotinine assay to validate self-report smoking data. In addition, students were asked on three occasions to name their six best friends, and about their friendship. Response rates at each data collection were at least 95% for the questionnaire data, and 90% for the saliva samples. This dataset provides an internationally unique resource to apply recent developments in the dynamic analysis of social networks and behaviour, to undertake a thorough analysis of the relationship between (i) smoking behaviour and (ii) peer influence, peer selection, social network position and social network integration. These dynamic modelling methods, implemented in SIENA software, consider selection and influence effects simultaneously, and their interactions with student characteristics. The validity of students? reports of their friends? smoking behaviour will also be assessed. These analyses will provide an important insight into the complex interplay between peer relationships and smoking behaviour that will contribute to understanding, theoretical development, and improved design and targeting of interventions to combat smoking in adolescence.
Publications

Holliday J
(2017)
Oxford Research Encyclopedia of Communication

Holliday J
(2017)
Oxford Research Encyclopedia of Communication

Holliday JC
(2010)
The relative importance of different measures of peer smoking on adolescent smoking behavior: cross-sectional and longitudinal analyses of a large British cohort.
in The Journal of adolescent health : official publication of the Society for Adolescent Medicine

Steglich C
(2012)
Actor-based analysis of peer influence in A Stop Smoking In Schools Trial (ASSIST)
in Social Networks

Mercken L
(2012)
A longitudinal social network analysis of peer influence, peer selection, and smoking behavior among adolescents in British schools.
in Health psychology : official journal of the Division of Health Psychology, American Psychological Association

Mercken L
(2012)
The effectiveness of school-based smoking prevention interventions among low- and high-SES European teenagers.
in Health education research

Holliday J
(2016)
Identifying Well-Connected Opinion Leaders for Informal Health Promotion: The Example of the ASSIST Smoking Prevention Program.
in Health communication

Er V
(2019)
The relative importance of perceived substance misuse use by different peers on smoking, alcohol and illicit drug use in adolescence.
in Drug and alcohol dependence
Title | SIENA |
Description | The SNAPS dataset has allowed researchers based in Groningen and Oxford to further develop the SIENA data analysis software. This includes providing the ability to analyse data which incorporates valued ties. |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2008 |
Provided To Others? | Yes |
Impact | This has increased the versatility of this software. |
Title | SNAPS dataset |
Description | For each school the entire year group have provided complete friendship data on three occasions, which has been coded and entered for analysis in SIENA or other programs designed to analyse dynamic social network data and the relationship with behaviours over time. |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2009 |
Provided To Others? | Yes |
Impact | Collaborations with research teams in Maastricht, Groningen, Oxford, Health Modelling Centre Cymru. |
Description | ARCCA |
Organisation | Cardiff University |
Department | Advanced Research Computing @ Cardiff (ARCCA) |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | Working in close collaboration with the Advanced Research Computing at Cardiff (ARCCA) team to enable the use of SNAPS data with the Condor pool and the Merlin supercomputer. |
Collaborator Contribution | Provision, co-ordination, support and development of advanced research computing services. In particular, providing access to Cardiff University's Condor pool which uses all the spare computing capacity in the University's open access PCs (and other PCs which are part of the scheme) to provide computing power for research, and access to the "Merlin" supercomputer. |
Impact | The collaborative relationsip developed has resulted in the development of computing functionality and has allowed data analysis to be conducted at a much greater speed and with increased ease than could otherwise been acheived. |
Start Year | 2007 |
Description | ESF |
Organisation | University of Groningen |
Country | Netherlands |
Sector | Academic/University |
PI Contribution | The project was recognised as being of international importance and has benefited from an association with researchers involved in a European Collaborative Research Project in the EUROCORES scheme of the ESF: Dynamics of Actors & Networks across Levels. |
Collaborator Contribution | The project has benefited from an association with researchers involved in a European Collaborative Research Project in the EUROCORES scheme of the ESF: Dynamics of Actors & Networks across Levels co-ordinated by Tom Snijders. This enabled the research team to attend the Collection and Analysis of Network Data seminar held in September 2006, and to attend annual joint meetings of the European project teams from Sweden, France, Netherlands, Italy, Spain and Germany. |
Impact | This enabled the research team to attend the Collection and Analysis of Network Data seminar held in September 2006 and to attend annual joint meetings of the European project teams from Sweden, France, Netherlands, Italy, Spain and Germany. This has developed relationships with members of other project teams which are likely to result in future collaborations, for example, drawing on the expertise of the German team who specialise in the visualisation of social networks. Two edited books are in production from the EUROCORES collaboration, each of which will feature a chapter based on SNAPS project. |
Start Year | 2006 |
Description | ESF |
Organisation | University of Oxford |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | The project was recognised as being of international importance and has benefited from an association with researchers involved in a European Collaborative Research Project in the EUROCORES scheme of the ESF: Dynamics of Actors & Networks across Levels. |
Collaborator Contribution | The project has benefited from an association with researchers involved in a European Collaborative Research Project in the EUROCORES scheme of the ESF: Dynamics of Actors & Networks across Levels co-ordinated by Tom Snijders. This enabled the research team to attend the Collection and Analysis of Network Data seminar held in September 2006, and to attend annual joint meetings of the European project teams from Sweden, France, Netherlands, Italy, Spain and Germany. |
Impact | This enabled the research team to attend the Collection and Analysis of Network Data seminar held in September 2006 and to attend annual joint meetings of the European project teams from Sweden, France, Netherlands, Italy, Spain and Germany. This has developed relationships with members of other project teams which are likely to result in future collaborations, for example, drawing on the expertise of the German team who specialise in the visualisation of social networks. Two edited books are in production from the EUROCORES collaboration, each of which will feature a chapter based on SNAPS project. |
Start Year | 2006 |
Description | MATHS SNAPS 2011 |
Organisation | Cardiff University |
Department | School of Mathematics |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | Collaborating with Professor Paul Harper of the Health Care Modelling Centre and Angelico Fetta (EPSRC PhD student) to extend the work of the SNAPS project. Jo Holliday has been working with Angelico Fetta to enable secondary data analysis of the SNAPS dataset using agent-based modelling. |
Collaborator Contribution | Angelico Fetta has undertaken preliminary data analysis to provide insight into the structure of school social networks and the distribution of smokers in the network. This is methodologically novel in applying agent based modelling to the dynamic analysis of peer relationships and health behavioour. |
Impact | This collaboration involves academics with backgrounds in mathematics, medical statistics and public health. |
Start Year | 2011 |
Description | Maastricht SNAPS 2008 |
Organisation | Maastricht University (UM) |
Department | School for Public Health and Primary Care Maastricht |
Country | Netherlands |
Sector | Academic/University |
PI Contribution | Working with Liesbeth Mercken of the CAPHRI School for Public Health and Primary Care, University of Maastricht to publish some of the longitudinal findings from the SNAPS project |
Collaborator Contribution | Liesbeth Mercken from University of Maastricht is conducting data analysis using SIENA and leading the writing up of these findings. |
Impact | Mercken, L., Steglich, C., Sinclair, P., Holliday, J., and Moore, L. (2012) A longitudinal social network analysis of peer influence, peer selection and smoking behaviour in British schools. Health Psychology, 31, 4, 450-9 Mercken, L., Holliday, J., Steglich, C., & Moore, L. Is the strength of friendship associated with smoking-based selection and influence processes? 5th UK Social Networks conference, London, 2009. This collaboration includes academics with backgrounds in medical statistics, mathematics, psychology and public health. |
Start Year | 2008 |
Description | ORA application |
Organisation | Penn State University |
Department | Department of Sociology and Criminology |
Country | United States |
Sector | Academic/University |
PI Contribution | Collaborated with researchers in Groningen and Penn State Universities to submit a grant application to the ORA in 2013. The proposed work would build on work carried out during the MRC funded SNAPS project using data held at Cardiff University. |
Collaborator Contribution | Collaborated with researchers in Cardiff University to submit a grant application to the ORA in 2013. |
Impact | Awaiting details of funding award. |
Start Year | 2013 |
Description | ORA application |
Organisation | University of Groningen |
Department | Faculty of Behavioural and Social Sciences |
Country | Netherlands |
Sector | Academic/University |
PI Contribution | Collaborated with researchers in Groningen and Penn State Universities to submit a grant application to the ORA in 2013. The proposed work would build on work carried out during the MRC funded SNAPS project using data held at Cardiff University. |
Collaborator Contribution | Collaborated with researchers in Cardiff University to submit a grant application to the ORA in 2013. |
Impact | Awaiting details of funding award. |
Start Year | 2013 |
Description | Decipher launch 13 May 2009 |
Form Of Engagement Activity | A formal working group, expert panel or dialogue |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Public/other audiences |
Results and Impact | Work of the SNAPS team was showcased in a poster displayed at the launch of DECIPHer (Centre for the Development and Evaluation of Complex Interventions for Public Health Improvement), one of five new UKCRC Public Health Research Centres of Excellence. The launch was attended by approximately 250 delegates, including academics, practitioners, government representatives, and representatives from charities and funding bodies. Awareness of this MRC-funded project amongst policymakers, practitioners and academics |
Year(s) Of Engagement Activity | 2009 |
Description | NetSci 2008 |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Type Of Presentation | Paper Presentation |
Geographic Reach | International |
Primary Audience | Other academic audiences (collaborators, peers etc.) |
Results and Impact | Holliday, J. Sinclair, P., Steglich, C. and Moore, L. Is Social and Structural Prestige Associated with Current and Future Smoking? NetSci'08 International Workshop and Conference on Complex Networks and their Applications. Norwich Bioscience Institutes, Norwich, 2008 Networking opportunity |
Year(s) Of Engagement Activity | 2008 |
Description | Sunbelt 2007 |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Type Of Presentation | Poster Presentation |
Geographic Reach | International |
Primary Audience | Other academic audiences (collaborators, peers etc.) |
Results and Impact | Sinclair, P., Holliday, J. and Moore, L. Are Measures of Social and Structural Prestige Associated with Current and Future Smoking? International Sunbelt Social Network Conference XXVII. Corfu, 2007 Networking opportunity |
Year(s) Of Engagement Activity | 2007 |
Description | Sunbelt 2008 |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Type Of Presentation | Paper Presentation |
Geographic Reach | International |
Primary Audience | Other academic audiences (collaborators, peers etc.) |
Results and Impact | Holliday, J. Sinclair, P., Steglich, C. and Moore, L. A longitudinal investigation of peer influence, peer selection and adolescent smoking in UK schools. International Sunbelt Social Network Conference XXVIII, St. Pete Beach, 2008. Networking opportunity |
Year(s) Of Engagement Activity | 2008 |
Description | UKSNC 2008 |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Type Of Presentation | Paper Presentation |
Geographic Reach | National |
Primary Audience | Other academic audiences (collaborators, peers etc.) |
Results and Impact | Sinclair, P., Holliday, J., Steglich, C. , Moore, L. A longitudinal investigation of peer influence, peer selection and adolescent smoking in three UK schools. 4th UK Social Networks conference, London, 2008. Networking opportunity |
Year(s) Of Engagement Activity | 2008 |
Description | UKSNC 2009 |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Type Of Presentation | Paper Presentation |
Geographic Reach | National |
Primary Audience | Other academic audiences (collaborators, peers etc.) |
Results and Impact | Mercken, L., Holliday, J., Steglich, C., & Moore, L. Is the strength of friendship associated with smoking-based selection and influence processes? 5th UK Social Networks conference, London, 2009. Networking opportunities |
Year(s) Of Engagement Activity | 2009 |