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Learn how to categorize, code, and interpret data from informants effectively while avoiding biases. Explore ethical considerations and triangulation for a holistic view of the phenomenon.
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7 Data analysis Main aim To present the data collected for a Focus Assessment Study as a description of behaviour from the perspective of informants.
Data analysis • To avoid bias and subjective interpretation of the data: • only trained members of the research team should conduct the analysis • two team members should separately conduct the analysis, compare their results, and discuss and find a solution to any differences.
Categorising and coding data • Prepare a template of responses, each firmly • related to the research aim • Give each category a series of codes to denote • aspects of the issue under investigation • Allocate each relevant section of the transcription • to a code • Repeat for every category
Categorising and coding data Inductive category formation Examine data for themes that arise and form categories from those themes. Deductive category application Formulate categories from expected responses.
Categorising and coding data • Informants do not talk in neat • categories • Categories may need to be revised • ‘Unusable’ data
Content analysis of coded interview data • Will reveal: • number of informants who thought that • peer influence was a factor influencing • drug use • number who did not • number who were unsure.
Content analysis of coded focus group data • Will reveal: • the relative importance of this theme compared to other themes: • how many comments • how many participants • discussed it
Interpreting results To support recommendations for further research and/or interventions.
Interpreting results Discourse analysis: interpreting what informants mean 'Nobody tells me what to do. If I want to use drugs, I will - if I don't, I won't. As it happens, I do - because I want to' = high self-esteem? 'If your friend is smoking weed [marihuana], you wanna do it too because you don't want to feel left out. So you are gonna do it too' = low self-esteem?
Interpreting results • DO NOT: • use discourse analysis unless trained • interpret results to suit the views of the • research team • interpret results to support the • recommendations of the research team • ignore ‘inconvenient’ deviations from the • norm
Interpreting results Ask for verification of interpretations and clarification of ambiguous or unexpected findings
Analysis of other data • from observation
Analysis of other data • from observation • secondary data • supplementary questionnaires • researchers’ fieldnotes
Triangulation The use of multiple methods and an analysis of their findings in order to yield a more comprehensive picture of the phenomenon under investigation.
8 Ethical issues • Informed consent • aims of study • how the study will be conducted • benefits of participation • how results reported • how confidentiality maintained
Informed consent: an exampleFrom a questionnaire used by Fountain J, Howes S (2001): Rough sleeping, substance use and service provision in London. Final report to Crisis. London: National Addiction Centre 'This study is being conducted by Crisis [a well-known organisation working with homeless people] and is about homelessness and drug use. I will be asking you and other homeless people questions about both these things, although you don't have to be using drugs to take part in the study. A report on the findings will be used to inform those providing services for homeless people who also use drugs.
Informed consent: an exampleFrom a questionnaire used by Fountain J, Howes S (2001): Rough sleeping, substance use and service provision in London. Final report to Crisis. London: National Addiction Centre 'This study is being conducted by Crisis [a well-known organisation working with homeless people] and is about homelessness and drug use. I will be asking you and other homeless people questions about both these things, although you don't have to be using drugs to take part in the study. A report on the findings will be used to inform those providing services for homeless people who also use drugs. I can assure you that everything you tell me is completely confidential: you need not give me your name and no information which can identify you will be passed on to anyone outside the research team.
Informed consent: an exampleFrom a questionnaire used by Fountain J, Howes S (2001): Rough sleeping, substance use and service provision in London. Final report to Crisis. London: National Addiction Centre 'This study is being conducted by Crisis [a well-known organisation working with homeless people] and is about homelessness and drug use. I will be asking you and other homeless people questions about both these things, although you don't have to be using drugs to take part in the study. A report on the findings will be used to inform those providing services for homeless people who also use drugs. I can assure you that everything you tell me is completely confidential: you need not give me your name and no information which can identify you will be passed on to anyone outside the research team. You don't have to answer any of the questions if you don't want to, but please answer where you can. The interview will take about 40 minutes to complete. Do you have any questions about the study or the interview? [Interviewer should answer all questions]. Do you agree to be interviewed?'
Informed consent • When observing people in a public • place? • When interviewing adolescents? • Parental permission? • When an individual is encouraged by • others to participate?
Ethical issues • Informed consent • Confidentiality • Must be guaranteed • Particularly important for those asked • about drug use / criminal activities
Maintaining confidentiality • When names / locations of drug • dealers are revealed • When storing data • In focus groups
Ethical issues • Informed consent • Confidentiality • Anonymity • It must not be possible to link • any response to a particular • individual.
Anonymity • Use pseudonyms or numbers instead of names of informants or those named by them • Do not attribute quotes in final report such a way that informants can be identified
Ethical issues • Informed consent • Confidentiality • Anonymity • The effect of the study on participants • Will potential harm to the subjects outweigh the benefits of the study? • Quality assurance • Health and safety of researchers
Quality assurance • Particularly important for qualitative • research studies • Personal views, sympathies and prejudices • of researchers must be minimised • Validity: confidence in the accuracy of the • findings and that they are reflective of the • situation under investigation
9 Reporting and disseminating results • A final report should: • widen the knowledge base • be relevant to policy-makers and those who plan interventions
Structure of final report Executive summary Introduction Methods Results Discussion and recommendations
Executive summary 4 or 5 pages summarising all the information in the report in short paragraphs
Introduction • At least 3 pages to demonstrate the rationale for the study: • General description of location of research • Drug use context • Specific concerns of the study
Methods • Shows how the aims and objectives were achieved: • documents reviewed • criteria for inclusion in the study • sampling procedures • location of interviews / focus groups • problems and successes • research instruments • data collection procedures • data analysis process
Results Not the place for discussion: should present results only
Results • Characteristics of informants • Headings according to aims and • objectives • Be clear where results originated • Compare results from different • information sources
Results How do you report sensitive issues?
Use of quotes Use to illustrate points made in the results section Too many: chaotic ‘stream of consciousness’ with no indication of why they are being used Too few: deprive the reader of rich qualitative data and the sense of contact with informants via their verbatim statements
Results Report ALL informants’ points of view
Generalisability • Do not over-generalise: • results from a study conducted with schoolchildren from ONE school cannot be said to apply to all schoolchildren in the area, the town, or the country.
Discussion and recommendations • Examine major results • Discuss and interpret them in terms of implications • for policy and interventions • Ensure recommendations accurately reflect findings • Make recommendations for further research • Make recommendations stand out: boxes or bullet • points
Dissemination of results to: • appropriate policy-makers • those who plan interventions • managers of relevant institutions (such as • schools,social workers, police, community • workers) • drug services • social research institutions • those professionals who assisted with the study • all informants? • conferences and meetings • libraries • internet