What are Quantitative Data?
Strengths
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Limitations
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Findings can be generalized, if selection process well-designed and sample is representative of study population
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Related secondary data sometimes not available, or accessing available data is difficult/impossible
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Relatively easy to analyze
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Difficult to understand context of program activities
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Data can be very consistent, precise, reliable
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Data may not be robust enough to explain complex issues
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Data collection is usually cost efficient
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How do you collect Quantitative Data? Surveys
- Most common method
- Self-administered or by someone else
- Face-to-face, telephone, mail, web-based
Secondary Data
- Often used in conjunction with survey data
- Includes census data, knowledge/attitude/behavior (KABB) studies, criminal justice statistics, performance data, non-confidential client information, agency progress reports, etc.
Qualitative Data and Evaluation Methods
What are Qualitative Data?
Strengths
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Limitations
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Complement and refine quantitative data
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Findings usually can not be generalized to the study population or community
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Provide more detailed information to explain complex issues
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More difficult to analyze; don’t fit neatly in standard categories
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Multiple methods for gathering data on sensitive subjects
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Data collection is usually time consuming and costly
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How do you collect Qualitative Data?
Observations
- Looking at what is happening rather than directly questioning participants
- Used to better understand behaviors, their social context and meanings attached to them
- Useful for certain populations - children, infants
- Can identify unanticipated outcomes
Interviews (in-depth, individual)
- Usually provide rich data, details, insights from program participants and stakeholders about their experiences, behaviors and opinions
- Particularly useful for complex or sensitive subjects
- Use open-ended questions
Focus Groups
- 8-12 people selected by non-random method, share some characteristics or experience relevant to the evaluation, ideally do not know each other, respond to questions from group facilitator
- Use group dynamics to generate data and insights
- Useful for generating ideas and strategies, defining problems in project implementation, assist with interpreting quantitative findings
- Open-ended questions or topics designed to stimulate discussion; topics usually broader than interview questions
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